{
 "built": "2026-09-17T06:43:35Z",
 "method": "353 videos saved to the operator's TikTok Favorites were fetched with yt-dlp, transcribed with faster-whisper (small.en, CPU), and screened by deepseek-chat through the desk's budget gateway for whether they present a tool; 208 did. Each tool row carries every video that named it as a receipt. Relevance 0-5 is the screener's estimate of fit to this desk's stack; it is an opinion, not a measurement.",
 "counts": {
  "videos": 353,
  "tool_videos": 208,
  "tools": 328,
  "by_category": {
   "coding": 47,
   "ai-agent": 100,
   "productivity": 14,
   "media-gen": 47,
   "research": 23,
   "infra": 27,
   "automation": 20,
   "data/finance": 21,
   "marketing": 23,
   "other": 6
  }
 },
 "tools": [
  {
   "id": "claude-code",
   "name": "Claude Code",
   "what": "Anthropic's agentic coding CLI with an official built-in prompt library of pre-tested development workflow templates, each annotated with the architectural pattern explaining why it works",
   "where": "Anthropic docs (official prompt library inside Claude Code documentation)",
   "category": "coding",
   "cost": "Free resource (Claude Code usage requires paid Claude plan/API)",
   "relevance": 5,
   "mentions": 42,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@imjonathanacuna/video/7685397670424284447",
     "author": "imjonathanacuna",
     "posted": "20260914",
     "views": 5569,
     "one_line": "Video shows using a prompt in Claude Code to replace graphic designers and content tools.",
     "idea": "Create a prompt template that turns Claude Code into a graphic design assistant for generating marketing visuals, and offer it as a service to clients."
    },
    {
     "video": "https://www.tiktok.com/@agilesingh/video/7684680459539746068",
     "author": "agilesingh",
     "posted": "20260912",
     "views": 72300,
     "one_line": "ECC plugin adds 68 AI agents and 286 skills to Claude Code, Cursor, and Codex for free.",
     "idea": "Evaluate ECC as a plugin layer on the shop's Claude Code setup: test its 'plan it/secure it/test it' agents on the LiteLLM gateway and trading-data projects, and write a thestochasticparrot.com review comparing ECC-driven workflows against the shop's existing DeepSeek/GLM cheap-model pipeline."
    },
    {
     "video": "https://www.tiktok.com/@github.signals/video/7683548026656279815",
     "author": "github.signals",
     "posted": "20260909",
     "views": 29000,
     "one_line": "Artemis lets AI coding assistants drive real Android phones to reproduce bugs in plain English.",
     "idea": "Wire Artemis into the shop's Claude Code workflow to auto-reproduce and screenshot Android bugs on a real device, then pipe crash logs and screenshots into Slack/Monday.com tickets for a mobile QA automation service offering."
    },
    {
     "video": "https://www.tiktok.com/@ai.amirtech/video/7678775496020380942",
     "author": "ai.amirtech",
     "posted": "20260827",
     "views": 1059,
     "one_line": "Google released official Claude Code skills for Firebase, Cloud Run, and Gemini to streamline AI-assisted development.",
     "idea": "Add Google's official Claude Code skills (Firebase, Cloud Run, Gemini) to the shop's Claude Code setup to speed up building client portals, deploying services, and creating AI tools; document the workflow for thestochasticparrot.com readers."
    },
    {
     "video": "https://www.tiktok.com/@mr.paidsocial/video/7678063516909096205",
     "author": "mr.paidsocial",
     "posted": "20260825",
     "views": 12700,
     "one_line": "Tutorial on using Grokbot with Claude Code and Tailscale to create a multi-agent system for task automation.",
     "idea": "Set up a similar multi-agent system using Grokbot (or an alternative like CrewAI) with Tailscale to connect the DGX Spark and other machines, enabling agents to access local code repositories and automate tasks, potentially integrating with existing LiteLLM gateway and Slack for notifications."
    },
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7677227027166022926",
     "author": "jgoldieseo",
     "posted": "20260823",
     "views": 1608,
     "one_line": "Promo for NineRouter, a free router giving Claude Code access to 100+ models.",
     "idea": "Test NineRouter as a free fallback layer in the LiteLLM gateway so Claude Code and cheap DeepSeek/GLM models auto-switch on rate limits, cutting API spend for the shop's coding and trading-data projects."
    },
    {
     "video": "https://www.tiktok.com/@colton.deannn/video/7674025953676381453",
     "author": "colton.deannn",
     "posted": "20260814",
     "views": 2704,
     "one_line": "Promo for a free GitHub Claude Code skill that searches social platforms for recent topic sentiment.",
     "idea": "Install the Last 30 Days skill into the shop's Claude Code setup and use it to run weekly 'what are people actually saying' briefs on AI tooling, trading-data tools, and media-gen models for thestochasticparrot.com content, feeding findings into Slack/Monday pipelines."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7673634732797644046",
     "author": "chase_ai_",
     "posted": "20260813",
     "views": 36500,
     "one_line": "CLI Anything generates CLIs for any app so Claude Code can control it.",
     "idea": "Use CLI Anything to auto-generate CLIs for the shop's internal tools (Monday.com, Slack, LiteLLM gateway, image/video generators) so Claude Code agents can drive them directly, then write a blog post on thestochasticparrot.com comparing generated CLIs vs MCP servers."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7672789087564123405",
     "author": "agentic.james",
     "posted": "20260811",
     "views": 16300,
     "one_line": "Claude Code adds cross-session messaging tools for local, cloud, and remote agents.",
     "idea": "Build a LiteLLM-gateway-backed multi-agent coordination layer so our cheap DeepSeek/GLM coding sessions on the DGX Spark can discover and message each other like Claude Code's list agents/send message, wiring results into Slack and Monday.com for the news site and trading-data projects."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7671864537431297293",
     "author": "brennan_wells",
     "posted": "20260809",
     "views": 9550,
     "one_line": "Promo for a free Claude Code skill that turns Remotion into an AI motion-design studio for product videos.",
     "idea": "Install Video Shot Craft on the DGX Spark and wire it into the LiteLLM gateway so the shop can auto-generate cinematic promo videos for thestochasticparrot.com articles and trading-data projects from a single product brief, then post drafts to Slack for review."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7671723497319714070",
     "author": "nathanhodgson.ai",
     "posted": "20260808",
     "views": 94600,
     "one_line": "Anthropic's free official Claude Code prompt library with four engineer rules and 100+ templates.",
     "idea": "Build a curated internal prompt/slash-command library for the shop's Claude Code + LiteLLM gateway setup, mirroring Anthropic's CLAUDE.md and plan-mode patterns, and publish a short 'how we use Claude Code' post on thestochasticparrot.com to drive newsletter signups."
    },
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7671419649484983566",
     "author": "ai.honeycove",
     "posted": "20260807",
     "views": 82100,
     "one_line": "Open Montage turns Claude Code into a free automated video studio with AI agents for research, scripting, and editing.",
     "idea": "Integrate Open Montage into the shop's AI/media pipeline to automate video content creation for news articles or marketing, leveraging existing Claude Code and cheap models via LiteLLM gateway, and potentially use it for generating video summaries of trading data projects."
    },
    {
     "video": "https://www.tiktok.com/@vladojoinee/video/7670838700552883477",
     "author": "vladojoinee",
     "posted": "20260806",
     "views": 699,
     "one_line": "Combining Claude Code with Notebook LM Pi to automate content creation and build research agents.",
     "idea": "Build a custom research agent using Claude Code and Notebook LM Pi to automate content creation for the shop's niche (AI/media news), generating podcasts, infographics, and articles from curated sources."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7671040142617971981",
     "author": "chase_ai_",
     "posted": "20260806",
     "views": 15300,
     "one_line": "A skill that makes Claude and Codex debate a plan until agreement, then execute.",
     "idea": "Build a LiteLLM-gateway-backed multi-model debate skill for the shop's coding agents (Claude Code + DeepSeek/GLM) that auto-critiques and refines plans before execution, logging rounds to Slack/Monday for review."
    },
    {
     "video": "https://www.tiktok.com/@kira.nex.tech/video/7670323861266795799",
     "author": "kira.nex.tech",
     "posted": "20260804",
     "views": 80500,
     "one_line": "Promo for Everything Claude Code, a GitHub repo adding 28 sub-agents and 119 skills to Claude Code.",
     "idea": "Clone and evaluate the Everything Claude Code repo on the DGX Spark, then adapt its sub-agents, skills, and MCP servers to automate the shop's workflows (e.g., trading-data pipelines, content generation, Slack/Monday.com integration) and publish a review or integration guide on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@foton.labs/video/7668950524825324830",
     "author": "foton.labs",
     "posted": "20260801",
     "views": 2278,
     "one_line": "Unclaw CLI connects local Unclaw app to AI coding agents like Claude Code via auto-installed MCPs.",
     "idea": "Test Unclaw CLI as a bridge between our LiteLLM gateway and Claude Code/DeepSeek/GLM agents to see if it simplifies MCP/skill setup for our DGX Spark workflows; if useful, write a short review post for thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@github.signals/video/7668329974360853781",
     "author": "github.signals",
     "posted": "20260730",
     "views": 47900,
     "one_line": "Graft is an open-source code-mapping tool that gives AI coding agents persistent repo context to cut token costs.",
     "idea": "Run Graft on the shop's own repos (LiteLLM gateway, trading-data projects) and publish a benchmark post on thestochasticparrot.com measuring token savings and latency vs. baseline Claude Code runs, then wire it into the DGX Spark dev workflow."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7665924855719644430",
     "author": "brennan_wells",
     "posted": "20260724",
     "views": 5323,
     "one_line": "Vercel's Agent Browser lets Claude Code control a browser token-efficiently, outperforming Playwright MCP and Claude for Chrome.",
     "idea": "Integrate Agent Browser into the shop's LiteLLM gateway and Claude Code workflows to enable cheap, token-efficient web scraping and automation for research, trading-data collection, and content generation, reducing reliance on expensive screenshot-based methods."
    },
    {
     "video": "https://www.tiktok.com/@humzabuilds/video/7666153617543417102",
     "author": "humzabuilds",
     "posted": "20260724",
     "views": 1413,
     "one_line": "Three Claude Code tips: agent group chats via Obsidian, self-spawning workflows, and spend/deploy guardrail hooks.",
     "idea": "Build a multi-agent orchestration template for the shop: Claude Code (or cheap DeepSeek/GLM via LiteLLM) spawns fan-out sub-agents that verify each other's work, with a shared Obsidian/markdown message bus and hooks that block spend or deploys without Slack approval."
    },
    {
     "video": "https://www.tiktok.com/@brockmesarich/video/7665332366822395150",
     "author": "brockmesarich",
     "posted": "20260722",
     "views": 91300,
     "one_line": "Promo for 'Everything Claude Code' repo adding subagents, skills, and MCP servers to Claude Code.",
     "idea": "Install Everything Claude Code on the DGX Spark and wire its subagents/skills/MCP servers into the LiteLLM gateway so cheap DeepSeek/GLM models handle routine tasks while Claude handles complex ones; then write a thestochasticparrot.com post benchmarking the setup and its trading-data workflows."
    },
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7663925790404267297",
     "author": "jackroberts____",
     "posted": "20260718",
     "views": 53200,
     "one_line": "Promo for Scrapling, a self-healing anti-bot scraper that plugs into Claude Code and Codex.",
     "idea": "Wire Scrapling into the LiteLLM gateway so the shop's cheap DeepSeek/GLM agents can pull live trading-data and news sources without Cloudflare blocks, then post scraped signals to Slack and Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7663357924462300429",
     "author": "theaisurfer",
     "posted": "20260717",
     "views": 215600,
     "one_line": "Tutorial on running Claude Code as orchestrator with GPT/Codex as worker via a plugin.",
     "idea": "Build a LiteLLM-gateway-backed 'boss/worker' orchestration skill for our DGX Spark: Claude Code as orchestrator, cheap DeepSeek/GLM models as workers, with a /route slash command and review loop, then write it up on thestochasticparrot.com as a cost-saving multi-model workflow guide."
    },
    {
     "video": "https://www.tiktok.com/@the.ai.alchemist7/video/7662734781884550413",
     "author": "the.ai.alchemist7",
     "posted": "20260715",
     "views": 1302,
     "one_line": "TikTok tip on using Claude Code's Checkup plugin to audit and clean up your Claude configuration.",
     "idea": "Write a short blog post or Slack tip for the shop on running the Checkup skill to audit our Claude Code setup (skills, MCPs, LiteLLM gateway config, CLAUDE.md) and clean up bloat, tying it to our DGX Spark workflow."
    },
    {
     "video": "https://www.tiktok.com/@estop845/video/7662753974700805406",
     "author": "estop845",
     "posted": "20260715",
     "views": 18100,
     "one_line": "Anthropic quietly shipped an official Claude Code prompt library with annotated prompt-architecture breakdowns for developers.",
     "idea": "Mirror Anthropic's prompt-library pattern for our own stack: build an internal LiteLLM-gateway prompt template library for DeepSeek/GLM/Claude Code workflows, each template annotated with why it works, and publish a public 'prompt architecture breakdown' post on thestochasticparrot.com as SEO bait linking to our gateway setup."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7658493328647834893",
     "author": "agentic.james",
     "posted": "20260704",
     "views": 4916,
     "one_line": "Explains chaining OpenCode, Codex, and Claude Code CLIs with different models across agentic coding stages.",
     "idea": "Build a multi-harness routing layer in the LiteLLM gateway that chains OpenCode/Gemini research into Claude Code planning and Codex implementation loops, then expose it as a Slack-triggered agentic coding service for the shop's trading-data and media projects."
    },
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7657383720315260173",
     "author": "ai.honeycove",
     "posted": "20260701",
     "views": 200400,
     "one_line": "NVIDIA offers free API keys for 80+ AI models via Build by NVIDIA.",
     "idea": "Use Build by NVIDIA to obtain free API keys for models like DeepSeek and GLM, and integrate them into the LiteLLM gateway to reduce costs for the shop's AI agent and coding workflows."
    },
    {
     "video": "https://www.tiktok.com/@codenameposhan/video/7655494268454276382",
     "author": "codenameposhan",
     "posted": "20260626",
     "views": 633700,
     "one_line": "Connecting Claude Code with Obsidian via MCP to give AI a persistent project memory layer.",
     "idea": "Build a similar memory layer for our LiteLLM gateway and Claude Code setup: use Obsidian vaults to store project architecture, decisions, and context, and expose it via MCP so our AI agents can maintain persistent memory across sessions. Could integrate with Slack/Monday.com for team-wide knowledge sharing."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7655546899499470094",
     "author": "brennan_wells",
     "posted": "20260626",
     "views": 1308,
     "one_line": "Shows a custom Claude Code skill that uses Obsidian to give Claude persistent project memory across cleared conversations.",
     "idea": "Build a similar 'project state' skill for our Claude Code + LiteLLM setup that logs session summaries, decisions, and trading-data project state into a local markdown vault (or Monday.com/Slack), giving our cheap models persistent memory across gateway calls."
    },
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7652449792701762829",
     "author": "dtpw4b8o",
     "posted": "20260617",
     "views": 9957,
     "one_line": "Promo for CLI Anything, an open-source repo generating CLI tools for Claude Code as an MCP alternative.",
     "idea": "Wrap our internal stack (LiteLLM gateway, DGX Spark, Monday.com, Slack, trading-data scripts) as auto-generated CLI tools via CLI Anything so Claude Code and cheap DeepSeek/GLM models can call them directly instead of maintaining MCP servers, then publish a short writeup on thestochasticparrot.com comparing CLI-tool vs MCP workflows."
    },
    {
     "video": "https://www.tiktok.com/@oleg.build/video/7649837117173992734",
     "author": "oleg.build",
     "posted": "20260610",
     "views": 169500,
     "one_line": "Open-source Claude Code setup with 181 skills, 47 sub-agents, and 79 commands for AI coding.",
     "idea": "Evaluate Everything Cloud Code as a potential enhancement for the shop's Claude Code workflows; if useful, integrate its security scanning and memory optimization skills into the LiteLLM gateway or DGX Spark setup, and consider creating a short tutorial or blog post comparing it with existing tools."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7646426651001130262",
     "author": "nathanhodgson.ai",
     "posted": "20260601",
     "views": 15400,
     "one_line": "Shows a Claude Code skill that connects NotebookLM notebooks to Claude for free source-grounded research.",
     "idea": "Build a source-grounded research agent for the shop by installing the NotebookLM Claude skill into Claude Code, then pipe its output into the LiteLLM gateway so cheap models (DeepSeek/GLM) can query NotebookLM notebooks for news research and trading-data analysis, with results posted to Slack or Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7645619373889080594",
     "author": "future.with.ai98",
     "posted": "20260530",
     "views": 7427,
     "one_line": "Promo for a 12-agent Claude Code swarm that auto-generates websites and blogs in one click.",
     "idea": "Prototype a small multi-agent swarm on the DGX Spark via the LiteLLM gateway (cheap DeepSeek/GLM models) that autonomously drafts and publishes blog posts to thestochasticparrot.com, then posts status updates to Slack and Monday.com for human review."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7644171990961573142",
     "author": "nathanhodgson.ai",
     "posted": "20260526",
     "views": 1200000,
     "one_line": "Tutorial on using Claude Code with UI-UX-PRO-MAX skill and 21st.dev MCP to build professional websites.",
     "idea": "Create a tutorial or service that combines Claude Code with UI-UX-PRO-MAX and 21st.dev Magic MCP to rapidly generate professional websites for clients, potentially integrated with the shop's existing AI/media pipeline."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7643209824699731218",
     "author": "nocode.joshua",
     "posted": "20260523",
     "views": 257200,
     "one_line": "Walkthrough of Anthropic's free Claude for Legal plugin pack and three legal AI agents.",
     "idea": "Build a 'legal-ops agent pack' for the shop: wrap the Claude for Legal GitHub repo into a LiteLLM-gateway-compatible workflow that runs contract risk triage (green/yellow/red clause flagging) and policy-drift sweeps on client documents, then posts summaries to Slack and logs review tasks in Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@dominiccapaci/video/7642204439708716301",
     "author": "dominiccapaci",
     "posted": "20260521",
     "views": 44000,
     "one_line": "Higgsfield MCP turns Claude into a video studio with 30+ models via simple setup.",
     "idea": "Integrate Higgsfield MCP into the shop's LiteLLM gateway to enable automated video generation for marketing content or client projects, leveraging existing Claude Code setup."
    },
    {
     "video": "https://www.tiktok.com/@nick.puru/video/7642451717090463007",
     "author": "nick.puru",
     "posted": "20260521",
     "views": 11400,
     "one_line": "Claims DeepSeek V4 Pro matches Claude Opus for 90% less and shows plugging it into Claude Code.",
     "idea": "Publish a step-by-step guide on thestochasticparrot.com showing how to route Claude Code through the LiteLLM gateway to DeepSeek/GLM cheap models, with cost comparison vs Anthropic Max plan — directly matches the shop's existing stack."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7642106520158752014",
     "author": "agentic.james",
     "posted": "20260520",
     "views": 65800,
     "one_line": "Video explains a Claude Code slash-command stack for long-running agentic coding loops and reviews.",
     "idea": "Build a local orchestration wrapper around Claude Code that recreates /ultraplan and /ultrareview using cheap models via LiteLLM, then logs long-running /goal loops to Slack and Monday.com for the shop's client projects."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7637338491625557262",
     "author": "chase_ai_",
     "posted": "20260508",
     "views": 15300,
     "one_line": "Shows running Claude Code inside the Codex desktop app to cross-critique coding work.",
     "idea": "Write a comparison post on thestochasticparrot.com about running Claude Code inside the Codex desktop terminal to cross-critique plans, and test whether routing both through the LiteLLM gateway to cheap DeepSeek/GLM models gives similar results at lower cost."
    },
    {
     "video": "https://www.tiktok.com/@jensheitmann_/video/7633235134455631135",
     "author": "jensheitmann_",
     "posted": "20260427",
     "views": 12200,
     "one_line": "Three-system Claude Code workflow for social media research using Apify MCP, Meta's Tribe V2, and Modal.",
     "idea": "Build a 'brain-response content audit' service: use Apify MCP to pull a client's TikTok/IG history, run Meta's Tribe V2 on Modal, and deliver a report mapping predicted neural engagement to hooks/edits — package as a paid add-on for the shop's content clients."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7621683790414400790",
     "author": "nathanhodgson.ai",
     "posted": "20260326",
     "views": 737600,
     "one_line": "Showcases 60+ free open-source Claude Code skills that let Claude build files, run code, and control apps locally.",
     "idea": "Clone the 60+ open-source Claude Code skills repo, audit which ones fit the shop's stack (LiteLLM gateway, Slack, Monday.com, image/video gen, trading data), and wire the best ones into the DGX Spark + Claude Code workflow; then publish a 'best skills for a small AI shop' roundup on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@meech.s.ward/video/7579019304511737108",
     "author": "meech.s.ward",
     "posted": "20251201",
     "views": 35700000,
     "one_line": "Video highlights Claude Code features: skip permissions, resume, security review, thinking budget, and VS Code extension.",
     "idea": "Create a tutorial or blog post on thestochasticparrot.com about using Claude Code's advanced features (dangerously skip permissions, resume, security review, thinking budget) with the VS Code extension, and integrate it with the shop's LiteLLM gateway and Slack for team workflows."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "codex",
   "name": "Codex",
   "what": "OpenAI's coding agent/CLI, used here via the Codex desktop app with an in-browser preview and integrated terminal",
   "where": "Codex desktop app (OpenAI)",
   "category": "coding",
   "cost": "Free tier / paid plans via OpenAI",
   "relevance": 5,
   "mentions": 16,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agilesingh/video/7684680459539746068",
     "author": "agilesingh",
     "posted": "20260912",
     "views": 72300,
     "one_line": "ECC plugin adds 68 AI agents and 286 skills to Claude Code, Cursor, and Codex for free.",
     "idea": "Evaluate ECC as a plugin layer on the shop's Claude Code setup: test its 'plan it/secure it/test it' agents on the LiteLLM gateway and trading-data projects, and write a thestochasticparrot.com review comparing ECC-driven workflows against the shop's existing DeepSeek/GLM cheap-model pipeline."
    },
    {
     "video": "https://www.tiktok.com/@actionway.ai/video/7681588497492348190",
     "author": "actionway.ai",
     "posted": "20260904",
     "views": 463,
     "one_line": "Demo of connecting ActionWay's remote MCP to Codex for automated stock and earnings analysis dashboards.",
     "idea": "Wire ActionWay's remote MCP into the LiteLLM gateway so the shop's cheap DeepSeek/GLM agents can pull stock and earnings data for the trading-data hobby projects, and auto-generate earnings dashboards."
    },
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7678511717797629214",
     "author": "carter.braydon",
     "posted": "20260827",
     "views": 707900,
     "one_line": "Using ChatGPT Codex with the Remotion plugin to auto-edit videos, cut silences, and add subtitles.",
     "idea": "Add a Remotion-based auto-edit step to the shop's video pipeline: feed raw recordings through Codex+Remotion to auto-cut silences, add subtitles, and export vertical + landscape cuts for social clips."
    },
    {
     "video": "https://www.tiktok.com/@mr.paidsocial/video/7678063516909096205",
     "author": "mr.paidsocial",
     "posted": "20260825",
     "views": 12700,
     "one_line": "Tutorial on using Grokbot with Claude Code and Tailscale to create a multi-agent system for task automation.",
     "idea": "Set up a similar multi-agent system using Grokbot (or an alternative like CrewAI) with Tailscale to connect the DGX Spark and other machines, enabling agents to access local code repositories and automate tasks, potentially integrating with existing LiteLLM gateway and Slack for notifications."
    },
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7673725946012192031",
     "author": "hutchbuildsai",
     "posted": "20260814",
     "views": 13600,
     "one_line": "Showcase of Canvas UI repo's 33 animated components, generated via Codex/Claude and Atlas Cloud MCP.",
     "idea": "Clone the Canvas UI repo and build a 'component gallery' landing page for thestochasticparrot.com showcasing 5-10 animated hero components, using Atlas Cloud MCP to auto-generate imagery and Claude Code to wire it into the existing site."
    },
    {
     "video": "https://www.tiktok.com/@colton.deannn/video/7674025953676381453",
     "author": "colton.deannn",
     "posted": "20260814",
     "views": 2704,
     "one_line": "Promo for a free GitHub Claude Code skill that searches social platforms for recent topic sentiment.",
     "idea": "Install the Last 30 Days skill into the shop's Claude Code setup and use it to run weekly 'what are people actually saying' briefs on AI tooling, trading-data tools, and media-gen models for thestochasticparrot.com content, feeding findings into Slack/Monday pipelines."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7671040142617971981",
     "author": "chase_ai_",
     "posted": "20260806",
     "views": 15300,
     "one_line": "A skill that makes Claude and Codex debate a plan until agreement, then execute.",
     "idea": "Build a LiteLLM-gateway-backed multi-model debate skill for the shop's coding agents (Claude Code + DeepSeek/GLM) that auto-critiques and refines plans before execution, logging rounds to Slack/Monday for review."
    },
    {
     "video": "https://www.tiktok.com/@kira.nex.tech/video/7670323861266795799",
     "author": "kira.nex.tech",
     "posted": "20260804",
     "views": 80500,
     "one_line": "Promo for Everything Claude Code, a GitHub repo adding 28 sub-agents and 119 skills to Claude Code.",
     "idea": "Clone and evaluate the Everything Claude Code repo on the DGX Spark, then adapt its sub-agents, skills, and MCP servers to automate the shop's workflows (e.g., trading-data pipelines, content generation, Slack/Monday.com integration) and publish a review or integration guide on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@foton.labs/video/7668950524825324830",
     "author": "foton.labs",
     "posted": "20260801",
     "views": 2278,
     "one_line": "Unclaw CLI connects local Unclaw app to AI coding agents like Claude Code via auto-installed MCPs.",
     "idea": "Test Unclaw CLI as a bridge between our LiteLLM gateway and Claude Code/DeepSeek/GLM agents to see if it simplifies MCP/skill setup for our DGX Spark workflows; if useful, write a short review post for thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@brockmesarich/video/7665332366822395150",
     "author": "brockmesarich",
     "posted": "20260722",
     "views": 91300,
     "one_line": "Promo for 'Everything Claude Code' repo adding subagents, skills, and MCP servers to Claude Code.",
     "idea": "Install Everything Claude Code on the DGX Spark and wire its subagents/skills/MCP servers into the LiteLLM gateway so cheap DeepSeek/GLM models handle routine tasks while Claude handles complex ones; then write a thestochasticparrot.com post benchmarking the setup and its trading-data workflows."
    },
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7663925790404267297",
     "author": "jackroberts____",
     "posted": "20260718",
     "views": 53200,
     "one_line": "Promo for Scrapling, a self-healing anti-bot scraper that plugs into Claude Code and Codex.",
     "idea": "Wire Scrapling into the LiteLLM gateway so the shop's cheap DeepSeek/GLM agents can pull live trading-data and news sources without Cloudflare blocks, then post scraped signals to Slack and Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7663357924462300429",
     "author": "theaisurfer",
     "posted": "20260717",
     "views": 215600,
     "one_line": "Tutorial on running Claude Code as orchestrator with GPT/Codex as worker via a plugin.",
     "idea": "Build a LiteLLM-gateway-backed 'boss/worker' orchestration skill for our DGX Spark: Claude Code as orchestrator, cheap DeepSeek/GLM models as workers, with a /route slash command and review loop, then write it up on thestochasticparrot.com as a cost-saving multi-model workflow guide."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7658493328647834893",
     "author": "agentic.james",
     "posted": "20260704",
     "views": 4916,
     "one_line": "Explains chaining OpenCode, Codex, and Claude Code CLIs with different models across agentic coding stages.",
     "idea": "Build a multi-harness routing layer in the LiteLLM gateway that chains OpenCode/Gemini research into Claude Code planning and Codex implementation loops, then expose it as a Slack-triggered agentic coding service for the shop's trading-data and media projects."
    },
    {
     "video": "https://www.tiktok.com/@oleg.build/video/7649837117173992734",
     "author": "oleg.build",
     "posted": "20260610",
     "views": 169500,
     "one_line": "Open-source Claude Code setup with 181 skills, 47 sub-agents, and 79 commands for AI coding.",
     "idea": "Evaluate Everything Cloud Code as a potential enhancement for the shop's Claude Code workflows; if useful, integrate its security scanning and memory optimization skills into the LiteLLM gateway or DGX Spark setup, and consider creating a short tutorial or blog post comparing it with existing tools."
    },
    {
     "video": "https://www.tiktok.com/@sina.growthtech/video/7645926003889458445",
     "author": "sina.growthtech",
     "posted": "20260531",
     "views": 9319,
     "one_line": "Demonstrates using ChatGPT Codex to spawn Claude subagents for better front-end design in a multi-agent coding workflow.",
     "idea": "Build a multi-agent orchestration workflow for the shop's coding projects: use a primary coding agent (e.g., Claude Code) as orchestrator to spawn specialized subagents (e.g., DeepSeek/GLM via LiteLLM) for front-end design, then integrate results into the shop's internal tools and Slack/Monday.com pipelines."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7637338491625557262",
     "author": "chase_ai_",
     "posted": "20260508",
     "views": 15300,
     "one_line": "Shows running Claude Code inside the Codex desktop app to cross-critique coding work.",
     "idea": "Write a comparison post on thestochasticparrot.com about running Claude Code inside the Codex desktop terminal to cross-critique plans, and test whether routing both through the LiteLLM gateway to cheap DeepSeek/GLM models gives similar results at lower cost."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cursor",
   "name": "Cursor",
   "what": "AI-powered code editor that works with Open Montage for video production automation.",
   "where": "https://cursor.sh",
   "category": "coding",
   "cost": "Free tier available, paid plans start at $20/month",
   "relevance": 5,
   "mentions": 9,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agilesingh/video/7684680459539746068",
     "author": "agilesingh",
     "posted": "20260912",
     "views": 72300,
     "one_line": "ECC plugin adds 68 AI agents and 286 skills to Claude Code, Cursor, and Codex for free.",
     "idea": "Evaluate ECC as a plugin layer on the shop's Claude Code setup: test its 'plan it/secure it/test it' agents on the LiteLLM gateway and trading-data projects, and write a thestochasticparrot.com review comparing ECC-driven workflows against the shop's existing DeepSeek/GLM cheap-model pipeline."
    },
    {
     "video": "https://www.tiktok.com/@colton.deannn/video/7674025953676381453",
     "author": "colton.deannn",
     "posted": "20260814",
     "views": 2704,
     "one_line": "Promo for a free GitHub Claude Code skill that searches social platforms for recent topic sentiment.",
     "idea": "Install the Last 30 Days skill into the shop's Claude Code setup and use it to run weekly 'what are people actually saying' briefs on AI tooling, trading-data tools, and media-gen models for thestochasticparrot.com content, feeding findings into Slack/Monday pipelines."
    },
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7671419649484983566",
     "author": "ai.honeycove",
     "posted": "20260807",
     "views": 82100,
     "one_line": "Open Montage turns Claude Code into a free automated video studio with AI agents for research, scripting, and editing.",
     "idea": "Integrate Open Montage into the shop's AI/media pipeline to automate video content creation for news articles or marketing, leveraging existing Claude Code and cheap models via LiteLLM gateway, and potentially use it for generating video summaries of trading data projects."
    },
    {
     "video": "https://www.tiktok.com/@kira.nex.tech/video/7670323861266795799",
     "author": "kira.nex.tech",
     "posted": "20260804",
     "views": 80500,
     "one_line": "Promo for Everything Claude Code, a GitHub repo adding 28 sub-agents and 119 skills to Claude Code.",
     "idea": "Clone and evaluate the Everything Claude Code repo on the DGX Spark, then adapt its sub-agents, skills, and MCP servers to automate the shop's workflows (e.g., trading-data pipelines, content generation, Slack/Monday.com integration) and publish a review or integration guide on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@github.signals/video/7668329974360853781",
     "author": "github.signals",
     "posted": "20260730",
     "views": 47900,
     "one_line": "Graft is an open-source code-mapping tool that gives AI coding agents persistent repo context to cut token costs.",
     "idea": "Run Graft on the shop's own repos (LiteLLM gateway, trading-data projects) and publish a benchmark post on thestochasticparrot.com measuring token savings and latency vs. baseline Claude Code runs, then wire it into the DGX Spark dev workflow."
    },
    {
     "video": "https://www.tiktok.com/@brockmesarich/video/7665332366822395150",
     "author": "brockmesarich",
     "posted": "20260722",
     "views": 91300,
     "one_line": "Promo for 'Everything Claude Code' repo adding subagents, skills, and MCP servers to Claude Code.",
     "idea": "Install Everything Claude Code on the DGX Spark and wire its subagents/skills/MCP servers into the LiteLLM gateway so cheap DeepSeek/GLM models handle routine tasks while Claude handles complex ones; then write a thestochasticparrot.com post benchmarking the setup and its trading-data workflows."
    },
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7657383720315260173",
     "author": "ai.honeycove",
     "posted": "20260701",
     "views": 200400,
     "one_line": "NVIDIA offers free API keys for 80+ AI models via Build by NVIDIA.",
     "idea": "Use Build by NVIDIA to obtain free API keys for models like DeepSeek and GLM, and integrate them into the LiteLLM gateway to reduce costs for the shop's AI agent and coding workflows."
    },
    {
     "video": "https://www.tiktok.com/@oleg.build/video/7649837117173992734",
     "author": "oleg.build",
     "posted": "20260610",
     "views": 169500,
     "one_line": "Open-source Claude Code setup with 181 skills, 47 sub-agents, and 79 commands for AI coding.",
     "idea": "Evaluate Everything Cloud Code as a potential enhancement for the shop's Claude Code workflows; if useful, integrate its security scanning and memory optimization skills into the LiteLLM gateway or DGX Spark setup, and consider creating a short tutorial or blog post comparing it with existing tools."
    },
    {
     "video": "https://www.tiktok.com/@meech.s.ward/video/7579019304511737108",
     "author": "meech.s.ward",
     "posted": "20251201",
     "views": 35700000,
     "one_line": "Video highlights Claude Code features: skip permissions, resume, security review, thinking budget, and VS Code extension.",
     "idea": "Create a tutorial or blog post on thestochasticparrot.com about using Claude Code's advanced features (dangerously skip permissions, resume, security review, thinking budget) with the VS Code extension, and integrate it with the shop's LiteLLM gateway and Slack for team workflows."
    }
   ],
   "link": "https://cursor.sh",
   "open_source": false
  },
  {
   "id": "gemini",
   "name": "Gemini",
   "what": "Google's AI model/platform that the repo claims compatibility with.",
   "where": "Google AI",
   "category": "ai-agent",
   "cost": "freemium/paid",
   "relevance": 5,
   "mentions": 7,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@malikontech/video/7683342642863738143",
     "author": "malikontech",
     "posted": "20260909",
     "views": 2197,
     "one_line": "Meta's new Muse AI agent embeds into Instagram, Facebook, Threads and WhatsApp to act for creators.",
     "idea": "Build a social-media agent integration for the shop's Slack/Monday workflow that drafts and schedules posts across platforms via APIs, positioning it as a cross-platform alternative to Meta's walled-garden Muse; also cover Muse's ToS and agent-ecosystem lock-in on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@ai.amirtech/video/7678775496020380942",
     "author": "ai.amirtech",
     "posted": "20260827",
     "views": 1059,
     "one_line": "Google released official Claude Code skills for Firebase, Cloud Run, and Gemini to streamline AI-assisted development.",
     "idea": "Add Google's official Claude Code skills (Firebase, Cloud Run, Gemini) to the shop's Claude Code setup to speed up building client portals, deploying services, and creating AI tools; document the workflow for thestochasticparrot.com readers."
    },
    {
     "video": "https://www.tiktok.com/@kira.nex.tech/video/7670323861266795799",
     "author": "kira.nex.tech",
     "posted": "20260804",
     "views": 80500,
     "one_line": "Promo for Everything Claude Code, a GitHub repo adding 28 sub-agents and 119 skills to Claude Code.",
     "idea": "Clone and evaluate the Everything Claude Code repo on the DGX Spark, then adapt its sub-agents, skills, and MCP servers to automate the shop's workflows (e.g., trading-data pipelines, content generation, Slack/Monday.com integration) and publish a review or integration guide on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@foton.labs/video/7668950524825324830",
     "author": "foton.labs",
     "posted": "20260801",
     "views": 2278,
     "one_line": "Unclaw CLI connects local Unclaw app to AI coding agents like Claude Code via auto-installed MCPs.",
     "idea": "Test Unclaw CLI as a bridge between our LiteLLM gateway and Claude Code/DeepSeek/GLM agents to see if it simplifies MCP/skill setup for our DGX Spark workflows; if useful, write a short review post for thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@brockmesarich/video/7665332366822395150",
     "author": "brockmesarich",
     "posted": "20260722",
     "views": 91300,
     "one_line": "Promo for 'Everything Claude Code' repo adding subagents, skills, and MCP servers to Claude Code.",
     "idea": "Install Everything Claude Code on the DGX Spark and wire its subagents/skills/MCP servers into the LiteLLM gateway so cheap DeepSeek/GLM models handle routine tasks while Claude handles complex ones; then write a thestochasticparrot.com post benchmarking the setup and its trading-data workflows."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7658493328647834893",
     "author": "agentic.james",
     "posted": "20260704",
     "views": 4916,
     "one_line": "Explains chaining OpenCode, Codex, and Claude Code CLIs with different models across agentic coding stages.",
     "idea": "Build a multi-harness routing layer in the LiteLLM gateway that chains OpenCode/Gemini research into Claude Code planning and Codex implementation loops, then expose it as a Slack-triggered agentic coding service for the shop's trading-data and media projects."
    },
    {
     "video": "https://www.tiktok.com/@oleg.build/video/7649837117173992734",
     "author": "oleg.build",
     "posted": "20260610",
     "views": 169500,
     "one_line": "Open-source Claude Code setup with 181 skills, 47 sub-agents, and 79 commands for AI coding.",
     "idea": "Evaluate Everything Cloud Code as a potential enhancement for the shop's Claude Code workflows; if useful, integrate its security scanning and memory optimization skills into the LiteLLM gateway or DGX Spark setup, and consider creating a short tutorial or blog post comparing it with existing tools."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "everything-claude-code",
   "name": "Everything Cloud Code",
   "what": "GitHub repo that extends Claude Code with 28 sub-agents, 119 skills, 60 slash commands, 34 rules, 20 automated hooks, and 14 MCP servers for security scanning, memory optimization, continuous learning, and research-first development.",
   "where": "GitHub (search 'Everything Claude Code')",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 5,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kira.nex.tech/video/7670323861266795799",
     "author": "kira.nex.tech",
     "posted": "20260804",
     "views": 80500,
     "one_line": "Promo for Everything Claude Code, a GitHub repo adding 28 sub-agents and 119 skills to Claude Code.",
     "idea": "Clone and evaluate the Everything Claude Code repo on the DGX Spark, then adapt its sub-agents, skills, and MCP servers to automate the shop's workflows (e.g., trading-data pipelines, content generation, Slack/Monday.com integration) and publish a review or integration guide on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@brockmesarich/video/7665332366822395150",
     "author": "brockmesarich",
     "posted": "20260722",
     "views": 91300,
     "one_line": "Promo for 'Everything Claude Code' repo adding subagents, skills, and MCP servers to Claude Code.",
     "idea": "Install Everything Claude Code on the DGX Spark and wire its subagents/skills/MCP servers into the LiteLLM gateway so cheap DeepSeek/GLM models handle routine tasks while Claude handles complex ones; then write a thestochasticparrot.com post benchmarking the setup and its trading-data workflows."
    },
    {
     "video": "https://www.tiktok.com/@oleg.build/video/7649837117173992734",
     "author": "oleg.build",
     "posted": "20260610",
     "views": 169500,
     "one_line": "Open-source Claude Code setup with 181 skills, 47 sub-agents, and 79 commands for AI coding.",
     "idea": "Evaluate Everything Cloud Code as a potential enhancement for the shop's Claude Code workflows; if useful, integrate its security scanning and memory optimization skills into the LiteLLM gateway or DGX Spark setup, and consider creating a short tutorial or blog post comparing it with existing tools."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "obsidian",
   "name": "Obsidian",
   "what": "Local markdown-based note-taking app used here as a persistent memory store for project state, decisions, and session logs.",
   "where": "obsidian.md",
   "category": "productivity",
   "cost": "Free (personal use); paid sync/publish add-ons",
   "relevance": 5,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@humzabuilds/video/7666153617543417102",
     "author": "humzabuilds",
     "posted": "20260724",
     "views": 1413,
     "one_line": "Three Claude Code tips: agent group chats via Obsidian, self-spawning workflows, and spend/deploy guardrail hooks.",
     "idea": "Build a multi-agent orchestration template for the shop: Claude Code (or cheap DeepSeek/GLM via LiteLLM) spawns fan-out sub-agents that verify each other's work, with a shared Obsidian/markdown message bus and hooks that block spend or deploys without Slack approval."
    },
    {
     "video": "https://www.tiktok.com/@codenameposhan/video/7655494268454276382",
     "author": "codenameposhan",
     "posted": "20260626",
     "views": 633700,
     "one_line": "Connecting Claude Code with Obsidian via MCP to give AI a persistent project memory layer.",
     "idea": "Build a similar memory layer for our LiteLLM gateway and Claude Code setup: use Obsidian vaults to store project architecture, decisions, and context, and expose it via MCP so our AI agents can maintain persistent memory across sessions. Could integrate with Slack/Monday.com for team-wide knowledge sharing."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7655546899499470094",
     "author": "brennan_wells",
     "posted": "20260626",
     "views": 1308,
     "one_line": "Shows a custom Claude Code skill that uses Obsidian to give Claude persistent project memory across cleared conversations.",
     "idea": "Build a similar 'project state' skill for our Claude Code + LiteLLM setup that logs session summaries, decisions, and trading-data project state into a local markdown vault (or Monday.com/Slack), giving our cheap models persistent memory across gateway calls."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "open-montage",
   "name": "Open Montage",
   "what": "Open-source video production engine that takes a one-sentence prompt and handles research, scriptwriting, storyboarding, image generation, music selection, editing, and final video rendering via an orchestration layer that routes tasks to appropriate models; runs locally inside Claude Code or Codex.",
   "where": "GitHub (52,000 stars; link in video comments)",
   "category": "media-gen",
   "cost": "Free (GPL license, local/self-hosted; requires Python, Node, FFmpeg setup)",
   "relevance": 5,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@creativelyange/video/7678874225574284574",
     "author": "creativelyange",
     "posted": "20260828",
     "views": 18900,
     "one_line": "Open-source Open Montage turns one sentence into a full video, running locally in Claude Code or Codex.",
     "idea": "Run Open Montage on the DGX Spark as a local video production pipeline for thestochasticparrot.com, using the LiteLLM gateway to route script/storyboard steps to cheap DeepSeek/GLM models and image/video generation to local models, then post finished videos to Slack for review and log production tasks in Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7672445627493551374",
     "author": "whitewhoadie",
     "posted": "20260810",
     "views": 20200,
     "one_line": "OpenMontage, a free open-source AI agent that turns one prompt into a fully rendered video.",
     "idea": "Self-host OpenMontage on the DGX Spark behind the LiteLLM gateway (routing cheap DeepSeek/GLM models for script/research and local image/video gen) to auto-produce short explainer videos for thestochasticparrot.com; wire it to Slack so a single prompt in a channel kicks off a render and posts the finished MP4 back."
    },
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7671419649484983566",
     "author": "ai.honeycove",
     "posted": "20260807",
     "views": 82100,
     "one_line": "Open Montage turns Claude Code into a free automated video studio with AI agents for research, scripting, and editing.",
     "idea": "Integrate Open Montage into the shop's AI/media pipeline to automate video content creation for news articles or marketing, leveraging existing Claude Code and cheap models via LiteLLM gateway, and potentially use it for generating video summaries of trading data projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "playwright-mcp",
   "name": "Playwright MCP",
   "what": "Model Context Protocol server for browser automation, mentioned as a token-heavy alternative.",
   "where": "Playwright MCP",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 5,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ericsocal/video/7671344033922288910",
     "author": "ericsocal",
     "posted": "20260807",
     "views": 36400,
     "one_line": "Five MCP servers that extend Claude Code with web search, browsing, scraping, media generation, and Chrome control.",
     "idea": "Wire Perplexity, Firecrawl, and Glyph MCPs into the shop's LiteLLM gateway so Claude Code can do live research and auto-generate images/video for thestochasticparrot.com posts and trading-data writeups without leaving Slack."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7665924855719644430",
     "author": "brennan_wells",
     "posted": "20260724",
     "views": 5323,
     "one_line": "Vercel's Agent Browser lets Claude Code control a browser token-efficiently, outperforming Playwright MCP and Claude for Chrome.",
     "idea": "Integrate Agent Browser into the shop's LiteLLM gateway and Claude Code workflows to enable cheap, token-efficient web scraping and automation for research, trading-data collection, and content generation, reducing reliance on expensive screenshot-based methods."
    },
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7646597249971064077",
     "author": "theaisurfer",
     "posted": "20260602",
     "views": 19100,
     "one_line": "Video lists five MCP servers (Perplexity, Playwright, Firecrawl, QuickBooks, Higgsfield) that extend Claude's capabilities.",
     "idea": "Set up a LiteLLM-gateway-backed MCP stack for the shop: Firecrawl + Perplexity for research, Playwright for automated testing of the news site and trading dashboards, and Higgsfield for generating ad creatives and social media assets for thestochasticparrot.com, all orchestrated via Claude Code and logged to Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "deepseek",
   "name": "DeepSeek",
   "what": "Low-cost model; role-played dramatically and nearly won, at a fraction of o3's cost",
   "where": "DeepSeek",
   "category": "ai-agent",
   "cost": "very cheap API",
   "relevance": 5,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7658493328647834893",
     "author": "agentic.james",
     "posted": "20260704",
     "views": 4916,
     "one_line": "Explains chaining OpenCode, Codex, and Claude Code CLIs with different models across agentic coding stages.",
     "idea": "Build a multi-harness routing layer in the LiteLLM gateway that chains OpenCode/Gemini research into Claude Code planning and Codex implementation loops, then expose it as a Slack-triggered agentic coding service for the shop's trading-data and media projects."
    },
    {
     "video": "https://www.tiktok.com/@sarainwondertech/video/7513553833750990102",
     "author": "sarainwondertech",
     "posted": "20250608",
     "views": 26200,
     "one_line": "AI models play Diplomacy; ChatGPT o3 wins by deception, DeepSeek cheap and dramatic, Claude too trusting.",
     "idea": "Run a similar multi-model Diplomacy or negotiation benchmark through the LiteLLM gateway using cheap DeepSeek/GLM models vs Claude, then publish a cost-vs-deception/alignment writeup on thestochasticparrot.com with charts and a reproducible GitHub repo."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "deepseek-v4-pro",
   "name": "DeepSeek V4 Pro",
   "what": "Upcoming larger DeepSeek model, reportedly 1.6T parameters with 49B active per token, expected to inherit the agentic post-training improvements",
   "where": "DeepSeek (not yet released)",
   "category": "ai-agent",
   "cost": "not announced",
   "relevance": 5,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@rockheouo8e/video/7671979388950433037",
     "author": "rockheouo8e",
     "posted": "20260809",
     "views": 532,
     "one_line": "DeepSeek V4 Flash gets a same-size post-training upgrade that sharply boosts agentic tool-use performance.",
     "idea": "Benchmark DeepSeek V4 Flash's new agentic upgrade against your current cheap-model routing in the LiteLLM gateway: run identical coding/terminal tasks through V4 Flash, DeepSeek/GLM cheap models, and Claude Code, then publish a cost-per-task comparison on thestochasticparrot.com and tune gateway routing rules accordingly."
    },
    {
     "video": "https://www.tiktok.com/@nick.puru/video/7642451717090463007",
     "author": "nick.puru",
     "posted": "20260521",
     "views": 11400,
     "one_line": "Claims DeepSeek V4 Pro matches Claude Opus for 90% less and shows plugging it into Claude Code.",
     "idea": "Publish a step-by-step guide on thestochasticparrot.com showing how to route Claude Code through the LiteLLM gateway to DeepSeek/GLM cheap models, with cost comparison vs Anthropic Max plan — directly matches the shop's existing stack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "firecrawl-mcp",
   "name": "Firecrawl MCP",
   "what": "Crawls entire websites and loads content directly into the conversation for research",
   "where": "Firecrawl MCP server",
   "category": "research",
   "cost": "Free tier + paid API",
   "relevance": 5,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ericsocal/video/7671344033922288910",
     "author": "ericsocal",
     "posted": "20260807",
     "views": 36400,
     "one_line": "Five MCP servers that extend Claude Code with web search, browsing, scraping, media generation, and Chrome control.",
     "idea": "Wire Perplexity, Firecrawl, and Glyph MCPs into the shop's LiteLLM gateway so Claude Code can do live research and auto-generate images/video for thestochasticparrot.com posts and trading-data writeups without leaving Slack."
    },
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7646597249971064077",
     "author": "theaisurfer",
     "posted": "20260602",
     "views": 19100,
     "one_line": "Video lists five MCP servers (Perplexity, Playwright, Firecrawl, QuickBooks, Higgsfield) that extend Claude's capabilities.",
     "idea": "Set up a LiteLLM-gateway-backed MCP stack for the shop: Firecrawl + Perplexity for research, Playwright for automated testing of the news site and trading dashboards, and Higgsfield for generating ad creatives and social media assets for thestochasticparrot.com, all orchestrated via Claude Code and logged to Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "opencode",
   "name": "OpenCode",
   "what": "Open-source coding assistant, compatible with Everything Cloud Code.",
   "where": "Open source",
   "category": "coding",
   "cost": "Free",
   "relevance": 5,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@brockmesarich/video/7665332366822395150",
     "author": "brockmesarich",
     "posted": "20260722",
     "views": 91300,
     "one_line": "Promo for 'Everything Claude Code' repo adding subagents, skills, and MCP servers to Claude Code.",
     "idea": "Install Everything Claude Code on the DGX Spark and wire its subagents/skills/MCP servers into the LiteLLM gateway so cheap DeepSeek/GLM models handle routine tasks while Claude handles complex ones; then write a thestochasticparrot.com post benchmarking the setup and its trading-data workflows."
    },
    {
     "video": "https://www.tiktok.com/@oleg.build/video/7649837117173992734",
     "author": "oleg.build",
     "posted": "20260610",
     "views": 169500,
     "one_line": "Open-source Claude Code setup with 181 skills, 47 sub-agents, and 79 commands for AI coding.",
     "idea": "Evaluate Everything Cloud Code as a potential enhancement for the shop's Claude Code workflows; if useful, integrate its security scanning and memory optimization skills into the LiteLLM gateway or DGX Spark setup, and consider creating a short tutorial or blog post comparing it with existing tools."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "perplexity-mcp",
   "name": "Perplexity MCP",
   "what": "Gives Claude live internet access and web search inside the workflow",
   "where": "Perplexity MCP server (link in bio)",
   "category": "research",
   "cost": "Perplexity API usage-based",
   "relevance": 5,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ericsocal/video/7671344033922288910",
     "author": "ericsocal",
     "posted": "20260807",
     "views": 36400,
     "one_line": "Five MCP servers that extend Claude Code with web search, browsing, scraping, media generation, and Chrome control.",
     "idea": "Wire Perplexity, Firecrawl, and Glyph MCPs into the shop's LiteLLM gateway so Claude Code can do live research and auto-generate images/video for thestochasticparrot.com posts and trading-data writeups without leaving Slack."
    },
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7646597249971064077",
     "author": "theaisurfer",
     "posted": "20260602",
     "views": 19100,
     "one_line": "Video lists five MCP servers (Perplexity, Playwright, Firecrawl, QuickBooks, Higgsfield) that extend Claude's capabilities.",
     "idea": "Set up a LiteLLM-gateway-backed MCP stack for the shop: Firecrawl + Perplexity for research, Playwright for automated testing of the news site and trading dashboards, and Higgsfield for generating ad creatives and social media assets for thestochasticparrot.com, all orchestrated via Claude Code and logged to Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "agents",
   "name": "/agents",
   "what": "Lets you zoom out of a Claude Code session so it runs in the background, allowing parallel sessions.",
   "where": "Claude Code slash command",
   "category": "ai-agent",
   "cost": "Consumes Claude Code credits",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7642106520158752014",
     "author": "agentic.james",
     "posted": "20260520",
     "views": 65800,
     "one_line": "Video explains a Claude Code slash-command stack for long-running agentic coding loops and reviews.",
     "idea": "Build a local orchestration wrapper around Claude Code that recreates /ultraplan and /ultrareview using cheap models via LiteLLM, then logs long-running /goal loops to Slack and Monday.com for the shop's client projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "goal",
   "name": "/goal",
   "what": "Loops Claude Code over a plan until the defined goal is achieved, enabling long-running autonomous coding sessions.",
   "where": "Claude Code slash command",
   "category": "ai-agent",
   "cost": "Consumes Claude Code credits",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7642106520158752014",
     "author": "agentic.james",
     "posted": "20260520",
     "views": 65800,
     "one_line": "Video explains a Claude Code slash-command stack for long-running agentic coding loops and reviews.",
     "idea": "Build a local orchestration wrapper around Claude Code that recreates /ultraplan and /ultrareview using cheap models via LiteLLM, then logs long-running /goal loops to Slack and Monday.com for the shop's client projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ultraplan",
   "name": "/ultraplan",
   "what": "Deploys cloud sub-agents on Anthropic servers to generate a detailed multi-step plan; can be recreated locally to save credits.",
   "where": "Claude Code slash command",
   "category": "ai-agent",
   "cost": "Consumes Claude Code credits",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7642106520158752014",
     "author": "agentic.james",
     "posted": "20260520",
     "views": 65800,
     "one_line": "Video explains a Claude Code slash-command stack for long-running agentic coding loops and reviews.",
     "idea": "Build a local orchestration wrapper around Claude Code that recreates /ultraplan and /ultrareview using cheap models via LiteLLM, then logs long-running /goal loops to Slack and Monday.com for the shop's client projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ultrareview",
   "name": "/ultrareview",
   "what": "Deploys cloud sub-agents to review code produced by a /goal looping session; can be run locally to save credits.",
   "where": "Claude Code slash command",
   "category": "coding",
   "cost": "Consumes Claude Code credits",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7642106520158752014",
     "author": "agentic.james",
     "posted": "20260520",
     "views": 65800,
     "one_line": "Video explains a Claude Code slash-command stack for long-running agentic coding loops and reviews.",
     "idea": "Build a local orchestration wrapper around Claude Code that recreates /ultraplan and /ultrareview using cheap models via LiteLLM, then logs long-running /goal loops to Slack and Monday.com for the shop's client projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "60-open-source-claude-code-skills",
   "name": "60+ open source Claude Code skills",
   "what": "A GitHub collection of open-source skills that extend Claude Code to build presentations, create Excel models, analyze competitor ads, and more, running locally.",
   "where": "GitHub (exact repo not named in transcript)",
   "category": "ai-agent",
   "cost": "Free (open source)",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7621683790414400790",
     "author": "nathanhodgson.ai",
     "posted": "20260326",
     "views": 737600,
     "one_line": "Showcases 60+ free open-source Claude Code skills that let Claude build files, run code, and control apps locally.",
     "idea": "Clone the 60+ open-source Claude Code skills repo, audit which ones fit the shop's stack (LiteLLM gateway, Slack, Monday.com, image/video gen, trading data), and wire the best ones into the DGX Spark + Claude Code workflow; then publish a 'best skills for a small AI shop' roundup on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "aider",
   "name": "Aider",
   "what": "Terminal-based AI coding assistant that sends a ranked repo map of key classes/functions instead of the whole codebase, works with Claude, DeepSeek, GPT and local models, and commits every change to git",
   "where": "https://github.com/Aider-AI/aider",
   "category": "coding",
   "cost": "free/open-source (you pay for model API usage)",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dailyaisignal/video/7685511917003132190",
     "author": "dailyaisignal",
     "posted": "20260914",
     "views": 342,
     "one_line": "Aider is a terminal AI coding tool that sends a ranked repo map instead of your whole codebase.",
     "idea": "Run Aider against the shop's own repos (LiteLLM gateway, trading-data hobby projects) with DeepSeek/GLM via the gateway to cut token costs, and write a thestochasticparrot.com post benchmarking Aider's repo-map approach vs. full-context prompting on a real codebase."
    }
   ],
   "link": "https://github.com/Aider-AI/aider",
   "open_source": true
  },
  {
   "id": "brat",
   "name": "BRAT",
   "what": "Obsidian community plugin that allows installing beta plugins from GitHub repos",
   "where": "Obsidian Community Plugins",
   "category": "productivity",
   "cost": "Free",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@codenameposhan/video/7655494268454276382",
     "author": "codenameposhan",
     "posted": "20260626",
     "views": 633700,
     "one_line": "Connecting Claude Code with Obsidian via MCP to give AI a persistent project memory layer.",
     "idea": "Build a similar memory layer for our LiteLLM gateway and Claude Code setup: use Obsidian vaults to store project architecture, decisions, and context, and expose it via MCP so our AI agents can maintain persistent memory across sessions. Could integrate with Slack/Monday.com for team-wide knowledge sharing."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "build-by-nvidia",
   "name": "Build by NVIDIA",
   "what": "Provides free API keys for 80+ AI models including Kimi, Minimax, GLM, DeepSeek, and OpenAI, with instant key generation for integration into coding tools.",
   "where": "Build by NVIDIA (platform)",
   "category": "infra",
   "cost": "free",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7657383720315260173",
     "author": "ai.honeycove",
     "posted": "20260701",
     "views": 200400,
     "one_line": "NVIDIA offers free API keys for 80+ AI models via Build by NVIDIA.",
     "idea": "Use Build by NVIDIA to obtain free API keys for models like DeepSeek and GLM, and integrate them into the LiteLLM gateway to reduce costs for the shop's AI agent and coding workflows."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "chrome-mcp",
   "name": "Chrome MCP",
   "what": "Lets Claude see and work with open Google Chrome tabs",
   "where": "ships with Claude Code",
   "category": "automation",
   "cost": "free (bundled)",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ericsocal/video/7671344033922288910",
     "author": "ericsocal",
     "posted": "20260807",
     "views": 36400,
     "one_line": "Five MCP servers that extend Claude Code with web search, browsing, scraping, media generation, and Chrome control.",
     "idea": "Wire Perplexity, Firecrawl, and Glyph MCPs into the shop's LiteLLM gateway so Claude Code can do live research and auto-generate images/video for thestochasticparrot.com posts and trading-data writeups without leaving Slack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-code-mcp-repo-by-ian-sinnot",
   "name": "Claude Code MCP repo by Ian Sinnot",
   "what": "MCP server that connects Obsidian to Claude Code, enabling Claude to read/write notes",
   "where": "GitHub (Ian Sinnot's repo)",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@codenameposhan/video/7655494268454276382",
     "author": "codenameposhan",
     "posted": "20260626",
     "views": 633700,
     "one_line": "Connecting Claude Code with Obsidian via MCP to give AI a persistent project memory layer.",
     "idea": "Build a similar memory layer for our LiteLLM gateway and Claude Code setup: use Obsidian vaults to store project architecture, decisions, and context, and expose it via MCP so our AI agents can maintain persistent memory across sessions. Could integrate with Slack/Monday.com for team-wide knowledge sharing."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "codex-plugin-for-claude-code",
   "name": "Codex plugin for Claude Code",
   "what": "Plugin that lets Claude Code call GPT/Codex as a sub-agent",
   "where": "GitHub repo (link in bio)",
   "category": "ai-agent",
   "cost": "free (open source)",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7663357924462300429",
     "author": "theaisurfer",
     "posted": "20260717",
     "views": 215600,
     "one_line": "Tutorial on running Claude Code as orchestrator with GPT/Codex as worker via a plugin.",
     "idea": "Build a LiteLLM-gateway-backed 'boss/worker' orchestration skill for our DGX Spark: Claude Code as orchestrator, cheap DeepSeek/GLM models as workers, with a /route slash command and review loop, then write it up on thestochasticparrot.com as a cost-saving multi-model workflow guide."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "deepseek-v4-flash",
   "name": "DeepSeek V4 Flash",
   "what": "Open-weight MoE LLM (284B params, ~13B active) with a post-training upgrade boosting agentic abilities like tool use, running commands, and file inspection; Terminal Bench 2.1 score rose from 61.8 to 82.7",
   "where": "DeepSeek API (api.deepseek.com); web chat and mobile app unaffected",
   "category": "ai-agent",
   "cost": "$0.28 per million output tokens",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@rockheouo8e/video/7671979388950433037",
     "author": "rockheouo8e",
     "posted": "20260809",
     "views": 532,
     "one_line": "DeepSeek V4 Flash gets a same-size post-training upgrade that sharply boosts agentic tool-use performance.",
     "idea": "Benchmark DeepSeek V4 Flash's new agentic upgrade against your current cheap-model routing in the LiteLLM gateway: run identical coding/terminal tasks through V4 Flash, DeepSeek/GLM cheap models, and Claude Code, then publish a cost-per-task comparison on thestochasticparrot.com and tune gateway routing rules accordingly."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "dev-swarm",
   "name": "Dev Swarm",
   "what": "Agentic IDE that runs multiple AI coding agents across branches with isolated VS Code environments",
   "where": "devswarm.ai",
   "category": "coding",
   "cost": "Not specified (likely paid)",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@codenameposhan/video/7655494268454276382",
     "author": "codenameposhan",
     "posted": "20260626",
     "views": 633700,
     "one_line": "Connecting Claude Code with Obsidian via MCP to give AI a persistent project memory layer.",
     "idea": "Build a similar memory layer for our LiteLLM gateway and Claude Code setup: use Obsidian vaults to store project architecture, decisions, and context, and expose it via MCP so our AI agents can maintain persistent memory across sessions. Could integrate with Slack/Monday.com for team-wide knowledge sharing."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "fable-5",
   "name": "Fable 5",
   "what": "Orchestrator model that interviews the user, plans, and reviews worker output",
   "where": "referenced in prompt",
   "category": "ai-agent",
   "cost": "usage-based",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7663357924462300429",
     "author": "theaisurfer",
     "posted": "20260717",
     "views": 215600,
     "one_line": "Tutorial on running Claude Code as orchestrator with GPT/Codex as worker via a plugin.",
     "idea": "Build a LiteLLM-gateway-backed 'boss/worker' orchestration skill for our DGX Spark: Claude Code as orchestrator, cheap DeepSeek/GLM models as workers, with a /route slash command and review loop, then write it up on thestochasticparrot.com as a cost-saving multi-model workflow guide."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "glm",
   "name": "GLM",
   "what": "Cheap open model used with OpenCode for agentic coding",
   "where": "Zhipu GLM",
   "category": "ai-agent",
   "cost": "~$5/month",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7658493328647834893",
     "author": "agentic.james",
     "posted": "20260704",
     "views": 4916,
     "one_line": "Explains chaining OpenCode, Codex, and Claude Code CLIs with different models across agentic coding stages.",
     "idea": "Build a multi-harness routing layer in the LiteLLM gateway that chains OpenCode/Gemini research into Claude Code planning and Codex implementation loops, then expose it as a Slack-triggered agentic coding service for the shop's trading-data and media projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "glyph-mcp",
   "name": "Glyph MCP",
   "what": "Connects Claude to hundreds of image and video generation models and auto-optimizes prompts",
   "where": "Glyph MCP server",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ericsocal/video/7671344033922288910",
     "author": "ericsocal",
     "posted": "20260807",
     "views": 36400,
     "one_line": "Five MCP servers that extend Claude Code with web search, browsing, scraping, media generation, and Chrome control.",
     "idea": "Wire Perplexity, Firecrawl, and Glyph MCPs into the shop's LiteLLM gateway so Claude Code can do live research and auto-generate images/video for thestochasticparrot.com posts and trading-data writeups without leaving Slack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gpt-5-6",
   "name": "GPT-5.6",
   "what": "Worker model that executes structured instructions from the orchestrator",
   "where": "OpenAI",
   "category": "ai-agent",
   "cost": "usage-based",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7663357924462300429",
     "author": "theaisurfer",
     "posted": "20260717",
     "views": 215600,
     "one_line": "Tutorial on running Claude Code as orchestrator with GPT/Codex as worker via a plugin.",
     "idea": "Build a LiteLLM-gateway-backed 'boss/worker' orchestration skill for our DGX Spark: Claude Code as orchestrator, cheap DeepSeek/GLM models as workers, with a /route slash command and review loop, then write it up on thestochasticparrot.com as a cost-saving multi-model workflow guide."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "graft",
   "name": "Graft",
   "what": "Builds a permanent local markdown graph of your codebase so AI coding agents get instant context instead of re-exploring from scratch",
   "where": "github.com/nanonets/graft",
   "category": "coding",
   "cost": "open source / free",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7668329974360853781",
     "author": "github.signals",
     "posted": "20260730",
     "views": 47900,
     "one_line": "Graft is an open-source code-mapping tool that gives AI coding agents persistent repo context to cut token costs.",
     "idea": "Run Graft on the shop's own repos (LiteLLM gateway, trading-data projects) and publish a benchmark post on thestochasticparrot.com measuring token savings and latency vs. baseline Claude Code runs, then wire it into the DGX Spark dev workflow."
    }
   ],
   "link": "https://github.com/nanonets/graft",
   "open_source": true
  },
  {
   "id": "munder-difflin",
   "name": "Munder Difflin",
   "what": "Local multi-agent harness for coordinating and orchestrating multiple AI coding agents from the terminal, with role-based agent manifests and task management",
   "where": "github.com/chaitanyagiri/munder-difflin",
   "category": "ai-agent",
   "cost": "free (open source)",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7674089229856689429",
     "author": "github.signals",
     "posted": "20260815",
     "views": 18300,
     "one_line": "Open-source local multi-agent harness for orchestrating role-based AI coding agents from the terminal.",
     "idea": "Run Munder Difflin on the DGX Spark as a local agent office: define role manifests for a code-reviewer, a trading-data analyst, and a content-drafter, wire them to the LiteLLM gateway with cheap DeepSeek/GLM models, and post task results to Slack and Monday.com."
    }
   ],
   "link": "https://github.com/chaitanyagiri/munder-difflin",
   "open_source": true
  },
  {
   "id": "oh-my-claude-code",
   "name": "Oh My Claude Code",
   "what": "Single-command install that upgrades Claude Code with 32 specialized agents, 5 execution modes (Autopilot, UltraPilot, Eco Mode), automatic parallelization, rate-limit handling, auto-resume, real-time metrics, and skill learning.",
   "where": "GitHub (link in comments; search 'Oh My Claude Code')",
   "category": "ai-agent",
   "cost": "Free/open-source (GitHub); Eco Mode claims 30-50% token savings",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@emmanuelsamms/video/7670019200999607583",
     "author": "emmanuelsamms",
     "posted": "20260804",
     "views": 2429,
     "one_line": "Promo for Oh My Claude Code, a multi-agent upgrade for Claude Code with parallel modes and token savings.",
     "idea": "Test Oh My Claude Code on the DGX Spark with the LiteLLM gateway to route Eco Mode tasks to DeepSeek/GLM cheap models, then benchmark token savings and parallel-agent speed against plain Claude Code for the shop's coding workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "opencode-cli",
   "name": "OpenCode CLI",
   "what": "Open-source coding agent CLI supporting any model (open or closed source) for agentic coding",
   "where": "opencode CLI",
   "category": "coding",
   "cost": "$5/month Go subscription",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7658493328647834893",
     "author": "agentic.james",
     "posted": "20260704",
     "views": 4916,
     "one_line": "Explains chaining OpenCode, Codex, and Claude Code CLIs with different models across agentic coding stages.",
     "idea": "Build a multi-harness routing layer in the LiteLLM gateway that chains OpenCode/Gemini research into Claude Code planning and Codex implementation loops, then expose it as a Slack-triggered agentic coding service for the shop's trading-data and media projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "pxpipe",
   "name": "pxpipe",
   "what": "Local proxy that renders bulky text (system prompts, tool docs, chat history) into compact PNGs so LLMs read them as images at lower token cost, auto-converting only when it saves money",
   "where": "github.com/teamchong/pxpipe (open source, spotted on Hacker News)",
   "category": "infra",
   "cost": "free/open source",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7658894071401843988",
     "author": "github.signals",
     "posted": "20260705",
     "views": 52000,
     "one_line": "Open-source local proxy that converts bulky prompt text into images to cut LLM API costs up to 70%.",
     "idea": "Run pxpipe in front of the LiteLLM gateway to cut token spend on long system prompts and tool docs for Claude Code and cheap DeepSeek/GLM calls, then benchmark cost savings on the DGX Spark and write a thestochasticparrot.com post with real numbers."
    }
   ],
   "link": "https://github.com/teamchong/pxpipe",
   "open_source": true
  },
  {
   "id": "quantmind",
   "name": "QuantMind",
   "what": "Turns quant finance papers, news, SEC filings, and blog posts into a queryable knowledge graph with semantic search, multi-hop reasoning, and domain-specific tagging.",
   "where": "https://github.com/LLMQuant/quant-mind",
   "category": "data/finance",
   "cost": "free, open source",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7647193872505801997",
     "author": "whitewhoadie",
     "posted": "20260603",
     "views": 48100,
     "one_line": "Open-source QuantMind turns quant finance papers, news, and SEC filings into a queryable knowledge graph.",
     "idea": "Run QuantMind on the DGX Spark to build a queryable knowledge graph of quant finance papers and SEC filings, then expose it through the LiteLLM gateway so Claude Code and cheap DeepSeek/GLM models can answer trading-research questions and post digests to Slack."
    }
   ],
   "link": "https://github.com/LLMQuant/quant-mind",
   "open_source": true
  },
  {
   "id": "rtk",
   "name": "rtk",
   "what": "Sits between AI coding agents and the shell, auto-rewriting commands like git push, cargo test, ls, grep and compressing their output before it enters the model context to cut token usage and cost.",
   "where": "https://github.com/rtk-ai/rtk",
   "category": "coding",
   "cost": "free / open source",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7632330867213470990",
     "author": "whitewhoadie",
     "posted": "20260424",
     "views": 47500,
     "one_line": "Open-source rtk proxy compresses shell command output to cut Claude Code token costs by up to 90%.",
     "idea": "Deploy rtk on the DGX Spark and route the LiteLLM gateway's Claude Code traffic through it, then publish a before/after token-cost benchmark on thestochasticparrot.com and offer a paid 'AI coding cost audit' service for clients."
    }
   ],
   "link": "https://github.com/rtk-ai/rtk",
   "open_source": true
  },
  {
   "id": "skillopt",
   "name": "SkillOpt",
   "what": "Self-evolving agent skills framework that runs a base model on a task, then uses an optimizer to rewrite instructions based on results, isolating successful paths, auto-rejecting edits that don't beat the benchmark",
   "where": "https://github.com/microsoft/SkillOpt",
   "category": "ai-agent",
   "cost": "free, open source",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7665051172364979470",
     "author": "whitewhoadie",
     "posted": "20260721",
     "views": 66100,
     "one_line": "Microsoft's open-source SkillOpt lets agent skills self-improve by rewriting their own instructions against benchmarks.",
     "idea": "Run SkillOpt against our LiteLLM gateway to auto-optimize the system prompts and skill definitions for our Claude Code / DeepSeek / GLM agents, benchmarking rewrites on real shop tasks (Slack triage, Monday.com updates, trading-data summaries) so cheap models close the gap with expensive ones."
    }
   ],
   "link": "https://github.com/microsoft/SkillOpt",
   "open_source": true
  },
  {
   "id": "tradingagents",
   "name": "TradingAgents",
   "what": "Open-source multi-agent LLM framework that simulates a trading firm: fundamental/news/sentiment/technical analysts, bull vs bear debate, trader, risk team, and portfolio manager, with learning from past decisions",
   "where": "GitHub (search TradingAgents)",
   "category": "data/finance",
   "cost": "free / open-source",
   "relevance": 5,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.amirtech/video/7675434896634039565",
     "author": "ai.amirtech",
     "posted": "20260818",
     "views": 18900,
     "one_line": "Open-source TradingAgents turns multiple AI agents into a full AI trading firm that debates and grades stock calls.",
     "idea": "Run TradingAgents on the DGX Spark against the shop's trading-data hobby projects, then publish a recurring 'AI trading desk' column on thestochasticparrot.com comparing its bull/bear debates and graded calls to real market outcomes, with a LiteLLM gateway routing cheap DeepSeek/GLM models for the analyst agents."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "claude",
   "name": "Claude",
   "what": "AI assistant used to search the web for personal data exposure, list data brokers/people-search sites, and draft opt-out removal requests",
   "where": "claude.ai",
   "category": "ai-agent",
   "cost": "freemium",
   "relevance": 4,
   "mentions": 25,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@malikontech/video/7683342642863738143",
     "author": "malikontech",
     "posted": "20260909",
     "views": 2197,
     "one_line": "Meta's new Muse AI agent embeds into Instagram, Facebook, Threads and WhatsApp to act for creators.",
     "idea": "Build a social-media agent integration for the shop's Slack/Monday workflow that drafts and schedules posts across platforms via APIs, positioning it as a cross-platform alternative to Meta's walled-garden Muse; also cover Muse's ToS and agent-ecosystem lock-in on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@bengusberg/video/7681850278634589471",
     "author": "bengusberg",
     "posted": "20260905",
     "views": 7615,
     "one_line": "Founder shows using Claude to find $1.9M in startup credits, free programs, and discounts.",
     "idea": "Build a 'startup free money finder' agent on the LiteLLM gateway that scans for credits, free tiers, and founder discounts, then posts a ranked savings report to Slack and creates follow-up tasks in Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@shazmathew/video/7681785167870004494",
     "author": "shazmathew",
     "posted": "20260904",
     "views": 818,
     "one_line": "Creator shows off Claude generating full slide decks from one prompt.",
     "idea": "Build a 'prompt-to-deck' pipeline: use Claude to generate slide copy and layout specs, then render branded decks via a template engine, and offer it as a service or internal tool for client content."
    },
    {
     "video": "https://www.tiktok.com/@vitaly.korovitz/video/7679464826153798926",
     "author": "vitaly.korovitz",
     "posted": "20260829",
     "views": 5718,
     "one_line": "Promo for a Claude-based marketing automation system with AI agents for campaign sub-tasks.",
     "idea": "Prototype a similar Claude Code-driven marketing agent pipeline that decomposes campaigns into research/writing/publishing sub-tasks, wired into Slack and Monday.com for the shop's own content and client work."
    },
    {
     "video": "https://www.tiktok.com/@day_trading_jesus/video/7675179837484485919",
     "author": "day_trading_jesus",
     "posted": "20260818",
     "views": 31300,
     "one_line": "Tutorial on connecting Claude to TradingView via a free desktop app for AI-assisted trading strategy backtesting.",
     "idea": "Build a similar integration for our trading-data hobby projects: a lightweight desktop app that connects Claude (via our LiteLLM gateway) to TradingView's data feed for real-time strategy backtesting and analysis, potentially using our DGX Spark for local processing."
    },
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7673725946012192031",
     "author": "hutchbuildsai",
     "posted": "20260814",
     "views": 13600,
     "one_line": "Showcase of Canvas UI repo's 33 animated components, generated via Codex/Claude and Atlas Cloud MCP.",
     "idea": "Clone the Canvas UI repo and build a 'component gallery' landing page for thestochasticparrot.com showcasing 5-10 animated hero components, using Atlas Cloud MCP to auto-generate imagery and Claude Code to wire it into the existing site."
    },
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7669075255373122848",
     "author": "jackroberts____",
     "posted": "20260801",
     "views": 66700,
     "one_line": "A local Claude skill that rips videos into frames so Claude can analyze why they went viral.",
     "idea": "Build a local Claude Skill that ingests competitor TikToks/Reels, extracts frames, and produces a frame-by-frame virality breakdown (first frame, cut timing, on-screen text, b-roll placement) to feed the shop's video generation and marketing pipeline."
    },
    {
     "video": "https://www.tiktok.com/@theaiimpact/video/7666270105914838292",
     "author": "theaiimpact",
     "posted": "20260725",
     "views": 17200,
     "one_line": "Tutorial on connecting Zapier to Claude to automate 8,000+ apps from one chat.",
     "idea": "Wire the LiteLLM gateway into Zapier so cheap DeepSeek/GLM models can trigger the same 8,000-app workflows Claude does, then post results to Slack and Monday.com for the shop's content and trading-data pipelines."
    },
    {
     "video": "https://www.tiktok.com/@bengusberg/video/7665173417880030495",
     "author": "bengusberg",
     "posted": "20260722",
     "views": 6930,
     "one_line": "Founder shares three Anthropic prompting rules for Claude/Fable 5: harder tasks, shorter prompts, explain why.",
     "idea": "Write a short blog post or Slack tip series translating Anthropic's developer prompting guide into practical rules for the shop's Claude Code and LiteLLM workflows, then A/B test short vs. mega prompts on the DGX Spark models."
    },
    {
     "video": "https://www.tiktok.com/@the.ai.solopreneur/video/7665043865602198806",
     "author": "the.ai.solopreneur",
     "posted": "20260721",
     "views": 82200,
     "one_line": "Tutorial on connecting Claude to apps via Composio MCP connectors.",
     "idea": "Use Composio MCP connectors to wire Claude Code into the shop's Slack, Monday.com, and LiteLLM gateway so the agent can read/write tasks and route model calls directly from chat."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7663960456087817494",
     "author": "nathanhodgson.ai",
     "posted": "20260718",
     "views": 796700,
     "one_line": "Using Claude and Claude Cowork to find and auto-submit data-broker opt-out requests.",
     "idea": "Build a recurring 'digital footprint audit' agent on the LiteLLM gateway that scans data brokers, drafts opt-outs, and files them via browser automation, then posts a weekly status digest to Slack/Monday.com as a paid privacy service."
    },
    {
     "video": "https://www.tiktok.com/@the.ai.solopreneur/video/7660574950419418400",
     "author": "the.ai.solopreneur",
     "posted": "20260709",
     "views": 59600,
     "one_line": "Tutorial on building a dynamic dashboard in Claude using artifacts and connected apps.",
     "idea": "Build a daily command center dashboard using Claude artifacts that pulls data from our LiteLLM gateway, Slack, Monday.com, and trading data to show key metrics and tasks in one view."
    },
    {
     "video": "https://www.tiktok.com/@andrilance/video/7659540873633418510",
     "author": "andrilance",
     "posted": "20260706",
     "views": 131500,
     "one_line": "Hype video pitching a Claude prompt to create and sell digital products.",
     "idea": "Build a free 'turn your expertise into a digital product' prompt template and landing page that funnels visitors into the shop's newsletter or paid AI workflow bundle, using Claude to generate the product outline and content plan."
    },
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7652031359262674194",
     "author": "future.with.ai98",
     "posted": "20260616",
     "views": 61400,
     "one_line": "Promo for GLM 5.2 open-source model used to build games inside an agent OS.",
     "idea": "Publish a guide on wiring GLM 5.2 into the shop's LiteLLM gateway as a cheap DeepSeek/GLM alternative, with a demo agent team (Claude + GLM) building a small game or trading dashboard on the DGX Spark."
    },
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    },
    {
     "video": "https://www.tiktok.com/@sina.growthtech/video/7645926003889458445",
     "author": "sina.growthtech",
     "posted": "20260531",
     "views": 9319,
     "one_line": "Demonstrates using ChatGPT Codex to spawn Claude subagents for better front-end design in a multi-agent coding workflow.",
     "idea": "Build a multi-agent orchestration workflow for the shop's coding projects: use a primary coding agent (e.g., Claude Code) as orchestrator to spawn specialized subagents (e.g., DeepSeek/GLM via LiteLLM) for front-end design, then integrate results into the shop's internal tools and Slack/Monday.com pipelines."
    },
    {
     "video": "https://www.tiktok.com/@pierce.ai/video/7642881771721346318",
     "author": "pierce.ai",
     "posted": "20260523",
     "views": 82200,
     "one_line": "Tutorial on connecting Higgsfield's MCP to Claude to generate AI cinematic videos.",
     "idea": "Wire Higgsfield's MCP into our LiteLLM/Claude Code stack so the shop can generate cinematic b-roll and social clips for thestochasticparrot.com posts straight from an agent workflow."
    },
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7640705714633051422",
     "author": "carter.braydon",
     "posted": "20260517",
     "views": 509800,
     "one_line": "Tutorial showing how to install a GitHub Claude skill to generate cartoon-style commercial videos.",
     "idea": "Install the RCAD Claude skill on the DGX Spark and wire it into the LiteLLM gateway so the shop can auto-generate cartoon-style promo videos for thestochasticparrot.com from a website URL, then post them via Slack/Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@gambill_/video/7639462596642491678",
     "author": "gambill_",
     "posted": "20260513",
     "views": 48600,
     "one_line": "Tutorial on connecting Meta Ads to Claude via the official Meta Ads MCP connector.",
     "idea": "Wire the Meta Ads MCP into the shop's LiteLLM gateway so cheap models (DeepSeek/GLM) can pull ad performance data into Slack/Monday dashboards and auto-generate campaign reports for clients."
    },
    {
     "video": "https://www.tiktok.com/@pierce.ai/video/7634569267693784334",
     "author": "pierce.ai",
     "posted": "20260430",
     "views": 26600,
     "one_line": "Short tip showing how to install Claude's PDF connector to auto-fill forms",
     "idea": "Add a PDF form-filling connector/tool to the LiteLLM gateway so the shop's agents can auto-complete client intake forms and invoices"
    },
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7634276566658207006",
     "author": "carter.braydon",
     "posted": "20260429",
     "views": 27500,
     "one_line": "Claude now connects to Adobe Photoshop, Premiere, and Blender for AI-assisted creative editing.",
     "idea": "Integrate Claude's Adobe connector into the shop's media generation pipeline to automate photo/video editing for client projects or content creation, leveraging existing AI tools."
    },
    {
     "video": "https://www.tiktok.com/@golandingsite.ai/video/7629732383402626322",
     "author": "golandingsite.ai",
     "posted": "20260417",
     "views": 129100,
     "one_line": "Tutorial on using Claude plus golandingsite.ai to sell $800 websites to local businesses.",
     "idea": "Build a lead-gen + auto-site pipeline: scrape Google Maps for local businesses lacking websites, use Claude to draft copy from their reviews, generate a landing page, and pitch them via Slack/Monday outreach with a hosted site offer."
    },
    {
     "video": "https://www.tiktok.com/@sarainwondertech/video/7513553833750990102",
     "author": "sarainwondertech",
     "posted": "20250608",
     "views": 26200,
     "one_line": "AI models play Diplomacy; ChatGPT o3 wins by deception, DeepSeek cheap and dramatic, Claude too trusting.",
     "idea": "Run a similar multi-model Diplomacy or negotiation benchmark through the LiteLLM gateway using cheap DeepSeek/GLM models vs Claude, then publish a cost-vs-deception/alignment writeup on thestochasticparrot.com with charts and a reproducible GitHub repo."
    },
    {
     "video": "https://www.tiktok.com/@digitalsamaritan/video/7496272980046138630",
     "author": "digitalsamaritan",
     "posted": "20250422",
     "views": 712400,
     "one_line": "Automated marketing newsletter workflow using Perplexity, Claude, and Zapier.",
     "idea": "Build a daily AI-generated industry newsletter for the shop using Perplexity + Claude + Zapier, then publish it on thestochasticparrot.com to attract marketing/AI readers and demo the shop's automation stack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "chatgpt",
   "name": "ChatGPT",
   "what": "AI chatbot used with seven prompts for competitor analysis, monetization, learning, social media growth, prompt discovery, negotiation, and marketing",
   "where": "chat.openai.com",
   "category": "ai-agent",
   "cost": "Freemium",
   "relevance": 4,
   "mentions": 7,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@malikontech/video/7683342642863738143",
     "author": "malikontech",
     "posted": "20260909",
     "views": 2197,
     "one_line": "Meta's new Muse AI agent embeds into Instagram, Facebook, Threads and WhatsApp to act for creators.",
     "idea": "Build a social-media agent integration for the shop's Slack/Monday workflow that drafts and schedules posts across platforms via APIs, positioning it as a cross-platform alternative to Meta's walled-garden Muse; also cover Muse's ToS and agent-ecosystem lock-in on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7679494037128121631",
     "author": "carter.braydon",
     "posted": "20260829",
     "views": 50900,
     "one_line": "TikTok claiming four ChatGPT slash commands create exploded, cutaway, x-ray and schematic views",
     "idea": "Test whether these slash commands actually exist in ChatGPT; if not, build a LiteLLM-gateway prompt preset that turns a product photo into exploded/cutaway/x-ray/schematic views via image-gen, and publish a short 'real vs fake AI tip' post for thestochasticparrot.com"
    },
    {
     "video": "https://www.tiktok.com/@robtheaiguy/video/7664659813128752397",
     "author": "robtheaiguy",
     "posted": "20260720",
     "views": 29300,
     "one_line": "Short TikTok about new ChatGPT settings users should turn on.",
     "idea": "Publish a quick 'ChatGPT settings checklist' post for the shop's audience, tying it to the LiteLLM gateway and cheap-model routing so readers know which settings matter when using ChatGPT alongside DeepSeek/GLM."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7550649596666596616",
     "author": "nocode.joshua",
     "posted": "20250916",
     "views": 129700,
     "one_line": "Prompt to build a ChatGPT usage dashboard using Gemini and Canvas mode.",
     "idea": "Create a similar dashboard tool for the shop's LiteLLM gateway that analyzes conversation logs across Claude Code, DeepSeek, and GLM to provide usage insights and recommendations."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7503739583415274794",
     "author": "brennan_wells",
     "posted": "20250513",
     "views": 53800,
     "one_line": "Video sharing seven ChatGPT prompts for business, marketing, and productivity growth.",
     "idea": "Package these seven prompt templates as a free lead magnet on thestochasticparrot.com, then upsell a paid prompt library or automated prompt-runner via the LiteLLM gateway."
    },
    {
     "video": "https://www.tiktok.com/@evhandd/video/7501752929406225707",
     "author": "evhandd",
     "posted": "20250507",
     "views": 10100,
     "one_line": "n8n automation using Perplexity and ChatGPT to email 25 daily content ideas before waking up.",
     "idea": "Build a similar n8n + Perplexity + cheap-model (DeepSeek/GLM via LiteLLM) morning digest that scrapes niche AI/media sources and posts 25 categorized content ideas to Slack and Monday.com for the shop's own marketing pipeline."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "openclaw",
   "name": "OpenClaw",
   "what": "Self-hosted always-on AI agent framework that runs in Telegram and lets you switch between any AI model (Claude, OpenAI, Grok, Gemini, local/cheaper models)",
   "where": "Setup guide via IG @Itsmariahbrunner (comment 'swap')",
   "category": "ai-agent",
   "cost": "not stated (self-hosted; model API costs vary)",
   "relevance": 4,
   "mentions": 7,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@itsmariahbrunner/video/7678679198566829326",
     "author": "itsmariahbrunner",
     "posted": "20260827",
     "views": 4873,
     "one_line": "Comparison of OpenClaw vs Grok Bot, arguing model-switching flexibility beats convenience.",
     "idea": "Prototype an OpenClaw-style always-on agent on the DGX Spark that runs in Slack and routes through the LiteLLM gateway, so the shop can hot-swap between Claude, DeepSeek/GLM, and local models per task; log runs to Monday.com and expose a trading-data agent as a demo."
    },
    {
     "video": "https://www.tiktok.com/@foton.labs/video/7668950524825324830",
     "author": "foton.labs",
     "posted": "20260801",
     "views": 2278,
     "one_line": "Unclaw CLI connects local Unclaw app to AI coding agents like Claude Code via auto-installed MCPs.",
     "idea": "Test Unclaw CLI as a bridge between our LiteLLM gateway and Claude Code/DeepSeek/GLM agents to see if it simplifies MCP/skill setup for our DGX Spark workflows; if useful, write a short review post for thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7664033056428199182",
     "author": "agentic.james",
     "posted": "20260719",
     "views": 5917,
     "one_line": "Video introduces Crabbox, a CLI tool for running coding agents in cloud sandboxes.",
     "idea": "Use Crabbox to run parallel tests of different git states in cloud sandboxes, integrating with the shop's LiteLLM gateway and Slack for notifications, and potentially building autonomous coding fleets for trading-data projects."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7660200097770212621",
     "author": "agentic.james",
     "posted": "20260708",
     "views": 3270,
     "one_line": "Overview of Crabbox, a CLI letting coding agents run cloud sandboxes and nested agent runtimes.",
     "idea": "Prototype a Crabbox-style sandbox runner for our LiteLLM gateway: let Claude Code/DeepSeek agents spin up ephemeral cloud sandboxes to test trading-data scripts and generated media pipelines in parallel, streaming logs back to Slack."
    },
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7652031359262674194",
     "author": "future.with.ai98",
     "posted": "20260616",
     "views": 61400,
     "one_line": "Promo for GLM 5.2 open-source model used to build games inside an agent OS.",
     "idea": "Publish a guide on wiring GLM 5.2 into the shop's LiteLLM gateway as a cheap DeepSeek/GLM alternative, with a demo agent team (Claude + GLM) building a small game or trading dashboard on the DGX Spark."
    },
    {
     "video": "https://www.tiktok.com/@theaveragenoobfb/video/7637235485647080735",
     "author": "theaveragenoobfb",
     "posted": "20260507",
     "views": 81600,
     "one_line": "Creator demos a gamified ecosystem of AI agents including Hermes, Hunter, Spark, Webby, and Scout.",
     "idea": "Build a gamified dashboard for the shop's LiteLLM gateway that shows each agent (Claude Code, DeepSeek/GLM, image/video gen, trading bots) as a character with idle/working/locked states, tying into Slack and Monday.com for status."
    },
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7628553540314696978",
     "author": "future.with.ai98",
     "posted": "20260414",
     "views": 185200,
     "one_line": "Hype video claiming free GitHub agent Open Jarvis rivals OpenClaw.",
     "idea": "Spin up Open Jarvis on the DGX Spark as a local autonomous agent and benchmark it against our LiteLLM gateway + Claude Code setup, then write a hands-on comparison post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "n8n",
   "name": "n8n",
   "what": "Open-source workflow automation platform used to orchestrate the prompt generation, video creation, polling, and saving steps",
   "where": "n8n.io",
   "category": "automation",
   "cost": "Free self-hosted; paid cloud plans",
   "relevance": 4,
   "mentions": 5,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7522977189940251959",
     "author": "chase_ai_",
     "posted": "20250703",
     "views": 29000,
     "one_line": "Review of String Alpha, a prompt-based AI agent builder, compared to n8n, finding it not production-ready.",
     "idea": "Build a comparison or migration guide between String and n8n for the shop's automation stack, highlighting self-hosting and production readiness for the DGX Spark and LiteLLM gateway."
    },
    {
     "video": "https://www.tiktok.com/@duncanrogoff/video/7517094968515775758",
     "author": "duncanrogoff",
     "posted": "20250618",
     "views": 244700,
     "one_line": "Automated n8n workflow using Google Veo 3 and Fal.ai to mass-produce viral AI yeti vlog videos.",
     "idea": "Build a 'viral character vlog' generator for the shop: an n8n/LiteLLM pipeline that uses a detailed system prompt to create character vlogs (e.g., a mascot or trading-bot persona), calls Veo 3 via Fal.ai, polls for completion, and auto-publishes to socials—then offer it as a paid template or service on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@saintpeguero/video/7514310740954598686",
     "author": "saintpeguero",
     "posted": "20250610",
     "views": 449300,
     "one_line": "Promo for a leaked pack of 2,000+ sellable n8n AI automation workflows.",
     "idea": "Download the leaked n8n workflow pack, triage the best templates, and publish a curated 'top 20 AI automation workflows' post on thestochasticparrot.com with LiteLLM-gateway variants for cheap models."
    },
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    },
    {
     "video": "https://www.tiktok.com/@evhandd/video/7501752929406225707",
     "author": "evhandd",
     "posted": "20250507",
     "views": 10100,
     "one_line": "n8n automation using Perplexity and ChatGPT to email 25 daily content ideas before waking up.",
     "idea": "Build a similar n8n + Perplexity + cheap-model (DeepSeek/GLM via LiteLLM) morning digest that scrapes niche AI/media sources and posts 25 categorized content ideas to Slack and Monday.com for the shop's own marketing pipeline."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "grokbot",
   "name": "Grokbot",
   "what": "AI agent platform for building and managing teams of bots that can execute tasks and coordinate with other AI tools",
   "where": "Grokbot (likely grokbot.ai or similar)",
   "category": "ai-agent",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7681458719103765790",
     "author": "carter.braydon",
     "posted": "20260903",
     "views": 3485,
     "one_line": "Creator shows a Grok bot with a phone number that sends and auto-responds to texts via GoHighLevel.",
     "idea": "Wire a Grok/LLM agent to an SMS number and poll a CRM (or Slack) for inbound messages so the shop's bot can auto-reply to leads and route trading alerts as texts."
    },
    {
     "video": "https://www.tiktok.com/@angusthenontechnical/video/7678312142755335438",
     "author": "angusthenontechnical",
     "posted": "20260826",
     "views": 10300,
     "one_line": "Argues Grokbot's AI teammates are inferior to self-updating, database-tracked AI skills for workflow automation.",
     "idea": "Build a self-improving 'skills' registry for the shop: a database table of every AI skill/prompt used across Claude Code, DeepSeek/GLM, and LiteLLM gateway, plus a second table of desired changes; run a scheduled prompt that reads the change requests and auto-updates the skill definitions, then version-control them in git and surface updates in Slack."
    },
    {
     "video": "https://www.tiktok.com/@mr.paidsocial/video/7678063516909096205",
     "author": "mr.paidsocial",
     "posted": "20260825",
     "views": 12700,
     "one_line": "Tutorial on using Grokbot with Claude Code and Tailscale to create a multi-agent system for task automation.",
     "idea": "Set up a similar multi-agent system using Grokbot (or an alternative like CrewAI) with Tailscale to connect the DGX Spark and other machines, enabling agents to access local code repositories and automate tasks, potentially integrating with existing LiteLLM gateway and Slack for notifications."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "higgsfield",
   "name": "Higgsfield",
   "what": "Generates images for websites when connected to Claude Design",
   "where": "Higgs Field",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@imjonathanacuna/video/7685397670424284447",
     "author": "imjonathanacuna",
     "posted": "20260914",
     "views": 5569,
     "one_line": "Video shows using a prompt in Claude Code to replace graphic designers and content tools.",
     "idea": "Create a prompt template that turns Claude Code into a graphic design assistant for generating marketing visuals, and offer it as a service to clients."
    },
    {
     "video": "https://www.tiktok.com/@dominiccapaci/video/7664089805357108494",
     "author": "dominiccapaci",
     "posted": "20260719",
     "views": 40000,
     "one_line": "Three tips for using Claude Design to create motion graphics, themed websites, and AI-generated images.",
     "idea": "Create a blog post or tutorial on thestochasticparrot.com demonstrating how to use Claude Design with free templates and GitHub palettes to quickly generate branded motion graphics and website mockups, and integrate Higgs Field for image generation."
    },
    {
     "video": "https://www.tiktok.com/@pierce.ai/video/7642881771721346318",
     "author": "pierce.ai",
     "posted": "20260523",
     "views": 82200,
     "one_line": "Tutorial on connecting Higgsfield's MCP to Claude to generate AI cinematic videos.",
     "idea": "Wire Higgsfield's MCP into our LiteLLM/Claude Code stack so the shop can generate cinematic b-roll and social clips for thestochasticparrot.com posts straight from an agent workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "higgsfield-mcp",
   "name": "Higgsfield MCP",
   "what": "Connects Claude to 30+ image/video generation models (Kling, Sora, etc.) via MCP, enabling plain-English video creation and 4K output.",
   "where": "https://mcp.higgfield.ai/mcp",
   "category": "media-gen",
   "cost": "Not specified (likely paid API)",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    },
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7646597249971064077",
     "author": "theaisurfer",
     "posted": "20260602",
     "views": 19100,
     "one_line": "Video lists five MCP servers (Perplexity, Playwright, Firecrawl, QuickBooks, Higgsfield) that extend Claude's capabilities.",
     "idea": "Set up a LiteLLM-gateway-backed MCP stack for the shop: Firecrawl + Perplexity for research, Playwright for automated testing of the news site and trading dashboards, and Higgsfield for generating ad creatives and social media assets for thestochasticparrot.com, all orchestrated via Claude Code and logged to Slack/Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@dominiccapaci/video/7642204439708716301",
     "author": "dominiccapaci",
     "posted": "20260521",
     "views": 44000,
     "one_line": "Higgsfield MCP turns Claude into a video studio with 30+ models via simple setup.",
     "idea": "Integrate Higgsfield MCP into the shop's LiteLLM gateway to enable automated video generation for marketing content or client projects, leveraging existing Claude Code setup."
    }
   ],
   "link": "https://mcp.higgfield.ai/mcp",
   "open_source": false
  },
  {
   "id": "impeccable",
   "name": "Impeccable",
   "what": "A Claude Code skill with 23 commands that identifies and removes generic 'AI slop' design patterns via live browser iteration.",
   "where": "GitHub",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7669891653683006733",
     "author": "chase_ai_",
     "posted": "20260803",
     "views": 78600,
     "one_line": "Video lists five free plugins to improve front-end design with Claude Code.",
     "idea": "Use these plugins to speed up front-end design for client projects or internal tools, and create a blog post or tutorial on thestochasticparrot.com about integrating them into a Claude Code workflow."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7654442142974135565",
     "author": "chase_ai_",
     "posted": "20260623",
     "views": 7406,
     "one_line": "Top three GitHub repos for improving Claude Code front-end design: Impeccable, awesomedesign.md, and skill UI.",
     "idea": "Use Impeccable, awesomedesign.md, and skill UI to rapidly generate and refine front-end designs for thestochasticparrot.com and client projects, reducing AI slop and speeding up UI iteration."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7644318435471658253",
     "author": "chase_ai_",
     "posted": "20260526",
     "views": 11600,
     "one_line": "Three Claude Code skills for beginners: Skill Creator, Caveman, and Impeccable.",
     "idea": "Install and benchmark these Claude Code skills on the DGX Spark to improve internal coding workflows and front-end output for client projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "last-30-days",
   "name": "last30days",
   "what": "GitHub repo/skill that enhances Claude Code's search by pulling full transcripts, comments, and sentiment from Reddit, Twitter, and YouTube over the last 30 days.",
   "where": "GitHub (trending repo, exact URL not stated)",
   "category": "research",
   "cost": "free (open-source GitHub repo)",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@colton.deannn/video/7674025953676381453",
     "author": "colton.deannn",
     "posted": "20260814",
     "views": 2704,
     "one_line": "Promo for a free GitHub Claude Code skill that searches social platforms for recent topic sentiment.",
     "idea": "Install the Last 30 Days skill into the shop's Claude Code setup and use it to run weekly 'what are people actually saying' briefs on AI tooling, trading-data tools, and media-gen models for thestochasticparrot.com content, feeding findings into Slack/Monday pipelines."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7667720796860583181",
     "author": "chase_ai_",
     "posted": "20260728",
     "views": 21300,
     "one_line": "Showcases 'Last 30 Days' GitHub repo that upgrades Claude Code search with Reddit, Twitter, YouTube transcripts and sentiment.",
     "idea": "Integrate the Last 30 Days skill into the shop's Claude Code workflow to power deeper social sentiment research for news stories and trading-data hobby projects, feeding insights into the LiteLLM gateway and Slack/Monday.com pipelines."
    },
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7660254429597273358",
     "author": "johann_andre",
     "posted": "20260708",
     "views": 1427,
     "one_line": "Three open-source GitHub repos giving AI agents research, local memory, and secure code sandboxes.",
     "idea": "Integrate last30days, local agent memory, and cube sandbox into the shop's LiteLLM gateway and Claude Code workflow to give agents persistent memory and safe code execution for research and trading-data projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "lightrag",
   "name": "LightRag",
   "what": "A GraphRAG system mentioned as an alternative to Graphify, using embeddings for unstructured document retrieval.",
   "where": "Open source",
   "category": "research",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7673634732797644046",
     "author": "chase_ai_",
     "posted": "20260813",
     "views": 36500,
     "one_line": "CLI Anything generates CLIs for any app so Claude Code can control it.",
     "idea": "Use CLI Anything to auto-generate CLIs for the shop's internal tools (Monday.com, Slack, LiteLLM gateway, image/video generators) so Claude Code agents can drive them directly, then write a blog post on thestochasticparrot.com comparing generated CLIs vs MCP servers."
    },
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7652449792701762829",
     "author": "dtpw4b8o",
     "posted": "20260617",
     "views": 9957,
     "one_line": "Promo for CLI Anything, an open-source repo generating CLI tools for Claude Code as an MCP alternative.",
     "idea": "Wrap our internal stack (LiteLLM gateway, DGX Spark, Monday.com, Slack, trading-data scripts) as auto-generated CLI tools via CLI Anything so Claude Code and cheap DeepSeek/GLM models can call them directly instead of maintaining MCP servers, then publish a short writeup on thestochasticparrot.com comparing CLI-tool vs MCP workflows."
    },
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "nemotron-3-ultra",
   "name": "Nemotron 3 Ultra",
   "what": "Free open-source AI model with a million-token context window that runs five times faster than other models, automating complex coding tasks without subscription fees.",
   "where": "NVIDIA (open-source release)",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@maya.ai.world/video/7684269967671364897",
     "author": "maya.ai.world",
     "posted": "20260911",
     "views": 63600,
     "one_line": "NVIDIA's free open-source Nemotron 3 Ultra AI model with million-token context for faster coding.",
     "idea": "Benchmark Nemotron 3 Ultra on the DGX Spark for coding tasks and compare it against Claude Code and cheap DeepSeek/GLM models via the LiteLLM gateway; publish a performance/cost analysis on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@matty.creator/video/7660669703383158030",
     "author": "matty.creator",
     "posted": "20260709",
     "views": 9443,
     "one_line": "Video promotes NVIDIA's Nemotron 3 Ultra AI model and shows how to run it locally via Ollama.",
     "idea": "Test Nemotron 3 Ultra via Ollama on the DGX Spark for coding and research tasks, and compare its performance against Claude Code and cheap DeepSeek/GLM models through the LiteLLM gateway; publish a benchmark article on thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7658105093404855566",
     "author": "jgoldieseo",
     "posted": "20260703",
     "views": 3005,
     "one_line": "NVIDIA unveils NemoClaw, Nemotron 3 Ultra, and OpenShell for autonomous AI agents.",
     "idea": "Prototype a self-hosted autonomous agent using NemoClaw and OpenShell on the DGX Spark, integrated with the LiteLLM gateway and Slack for task automation in content generation and trading-data monitoring."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "ui-ux-pro-max",
   "name": "UI-UX-PRO-MAX skill",
   "what": "GitHub skill that gives Claude a database of 50+ UI styles, 97 color palettes, and 57 font pairings for web design",
   "where": "GitHub (search for UI-UX-PRO-MAX)",
   "category": "coding",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 3,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7654197612857298184",
     "author": "nocode.joshua",
     "posted": "20260622",
     "views": 94100,
     "one_line": "TikTok listing 10 Claude Skills for designers, covering motion, UI/UX, brand kits, and code generation.",
     "idea": "Use these Claude Skills to rapidly prototype and audit client websites, then offer a 'design system extraction' service that pulls brand assets from existing sites for small businesses."
    },
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7653531329849576718",
     "author": "dtpw4b8o",
     "posted": "20260620",
     "views": 760,
     "one_line": "TikTok listing five GitHub repos to boost Claude Code projects, including design, spec-driven dev, and n8n MCP tools.",
     "idea": "Wire the n8n MCP server into the shop's LiteLLM/Claude Code setup so the team can auto-generate n8n workflows for Slack, Monday.com, and trading-data pipelines from natural language, and use UI UX Pro Max to standardize front-end design for thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7644171990961573142",
     "author": "nathanhodgson.ai",
     "posted": "20260526",
     "views": 1200000,
     "one_line": "Tutorial on using Claude Code with UI-UX-PRO-MAX skill and 21st.dev MCP to build professional websites.",
     "idea": "Create a tutorial or service that combines Claude Code with UI-UX-PRO-MAX and 21st.dev Magic MCP to rapidly generate professional websites for clients, potentially integrated with the shop's existing AI/media pipeline."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "ai-seo-skill",
   "name": "AI SEO skill",
   "what": "Rewrites content so AI engines like ChatGPT and Claude can rank it",
   "where": "Claude skill",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "anthropic-marketing-plugin",
   "name": "Anthropic Marketing Plugin",
   "what": "One install gives six commands wired into HubSpot, Slack, Canva, and Clavio",
   "where": "Anthropic",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "behavior-skills-claude-md",
   "name": "Behavior Skills CLAUDE.md",
   "what": "A single markdown file dropped into a project that reportedly reduces Claude over-engineering, instruction-ignoring, false completion claims, and API hallucination.",
   "where": "GitHub (repo not explicitly named in transcript; described as a single file with 170,000 stars)",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ayinnekuxvf/video/7668011723852369174",
     "author": "ayinnekuxvf",
     "posted": "20260729",
     "views": 8068,
     "one_line": "Promo for a GitHub CLAUDE.md file claiming to make Claude Code smarter and less error-prone.",
     "idea": "Test the CLAUDE.md behavioral-skills file against our Claude Code workflows on the DGX Spark, then publish a before/after benchmark post on thestochasticparrot.com showing whether it reduces over-engineering and hallucinated APIs in our LiteLLM gateway and trading-data scripts."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7660203288016604438",
     "author": "nathanhodgson.ai",
     "posted": "20260708",
     "views": 34700,
     "one_line": "Promo for a free GitHub CLAUDE.md file that makes Claude follow instructions and stop hallucinating.",
     "idea": "Test the Behavior Skills CLAUDE.md against our Claude Code setup on the DGX Spark, benchmark it on real tasks (LiteLLM gateway configs, trading-data scripts), and publish a before/after writeup on thestochasticparrot.com with our own hardened CLAUDE.md variant."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "brand-guideline-skill",
   "name": "Brand Guideline skill",
   "what": "Applies a full brand system (colors, fonts, voice) to your business",
   "where": "Claude skill",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "campaign-launcher-oss",
   "name": "Campaign Launcher OSS",
   "what": "Plans and launches a multi-channel ad campaign directly for your business",
   "where": "Open source",
   "category": "marketing",
   "cost": "free (open source)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "claude-council",
   "name": "Claude Council of 5 Skill",
   "what": "A Claude skill that spins up five AI agents with different thinking styles (contrarian, first principles, expansionist, outsider, executor) to analyze a problem, then peer reviews and synthesizes via a chairman agent to reduce hallucination.",
   "where": "Available by commenting 'council' on the TikTok video by @nocode.joshua",
   "category": "ai-agent",
   "cost": "Free (requires Claude access)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7650833420448238870",
     "author": "nathanhodgson.ai",
     "posted": "20260613",
     "views": 10100,
     "one_line": "Claude Council is a skill that makes Claude simulate a five-advisor debate for better decisions.",
     "idea": "Build a similar multi-agent debate skill for the shop's LiteLLM gateway, letting cheap models like DeepSeek or GLM simulate a council for trading-data analysis or content strategy, and offer it as a Slack bot or Monday.com automation."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7630454987293854984",
     "author": "nocode.joshua",
     "posted": "20260419",
     "views": 253800,
     "one_line": "A Claude skill that uses five AI agents with distinct thinking styles to reduce hallucinations and improve outputs.",
     "idea": "Build a similar multi-agent 'council' skill for our LiteLLM gateway that uses cheap models (DeepSeek/GLM) for the five perspectives and a stronger model for the chairman, then integrate it into Slack for automated decision reviews on trading-data projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cli-anything",
   "name": "CLI Anything",
   "what": "Open-source repo that generates CLI tools from any open-source software so Claude Code can use them, positioned as an alternative to MCP servers.",
   "where": "GitHub (repo named 'CLI Anything')",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7673634732797644046",
     "author": "chase_ai_",
     "posted": "20260813",
     "views": 36500,
     "one_line": "CLI Anything generates CLIs for any app so Claude Code can control it.",
     "idea": "Use CLI Anything to auto-generate CLIs for the shop's internal tools (Monday.com, Slack, LiteLLM gateway, image/video generators) so Claude Code agents can drive them directly, then write a blog post on thestochasticparrot.com comparing generated CLIs vs MCP servers."
    },
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7652449792701762829",
     "author": "dtpw4b8o",
     "posted": "20260617",
     "views": 9957,
     "one_line": "Promo for CLI Anything, an open-source repo generating CLI tools for Claude Code as an MCP alternative.",
     "idea": "Wrap our internal stack (LiteLLM gateway, DGX Spark, Monday.com, Slack, trading-data scripts) as auto-generated CLI tools via CLI Anything so Claude Code and cheap DeepSeek/GLM models can call them directly instead of maintaining MCP servers, then publish a short writeup on thestochasticparrot.com comparing CLI-tool vs MCP workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "crabbox",
   "name": "Crabbox",
   "what": "CLI tool that lets coding agents run their own coding workbenches or agent runtimes in cloud sandboxes, streaming logs, screenshots, and screen recordings back to the local machine.",
   "where": "Not provided in video; likely searchable as 'Crabbox'",
   "category": "ai-agent",
   "cost": "Not mentioned",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7664033056428199182",
     "author": "agentic.james",
     "posted": "20260719",
     "views": 5917,
     "one_line": "Video introduces Crabbox, a CLI tool for running coding agents in cloud sandboxes.",
     "idea": "Use Crabbox to run parallel tests of different git states in cloud sandboxes, integrating with the shop's LiteLLM gateway and Slack for notifications, and potentially building autonomous coding fleets for trading-data projects."
    },
    {
     "video": "https://www.tiktok.com/@agentic.james/video/7660200097770212621",
     "author": "agentic.james",
     "posted": "20260708",
     "views": 3270,
     "one_line": "Overview of Crabbox, a CLI letting coding agents run cloud sandboxes and nested agent runtimes.",
     "idea": "Prototype a Crabbox-style sandbox runner for our LiteLLM gateway: let Claude Code/DeepSeek agents spin up ephemeral cloud sandboxes to test trading-data scripts and generated media pipelines in parallel, streaming logs back to Slack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "diagram-design",
   "name": "diagram-design",
   "what": "Provides Claude Code with 38 editorial diagram types (process maps, pitch decks, SOPs) output as clean HTML/SVG, not Mermaid.",
   "where": "GitHub (search 'diagram-design')",
   "category": "media-gen",
   "cost": "free",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    },
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7683618095503510797",
     "author": "johann_andre",
     "posted": "20260909",
     "views": 1155,
     "one_line": "Three trending GitHub AI repos for coding agents: concise answers, editorial diagrams, and agent OS.",
     "idea": "Use diagram-design to offer a paid 'editorial diagram' service for client pitch decks, process maps, and SOPs, and integrate i-have-adhd into the shop's Claude Code/LiteLLM agent workflows to reduce token costs."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ecc",
   "name": "ECC",
   "what": "Plugin that adds 68 AI agents and 286 skills to Claude Code, Cursor, or Codex for planning, security red-teaming, and testing",
   "where": "GitHub repo, installed via '/plugin marketplace add' in Claude Code/Cursor/Codex",
   "category": "coding",
   "cost": "Free (MIT licensed)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@agilesingh/video/7684680459539746068",
     "author": "agilesingh",
     "posted": "20260912",
     "views": 72300,
     "one_line": "ECC plugin adds 68 AI agents and 286 skills to Claude Code, Cursor, and Codex for free.",
     "idea": "Evaluate ECC as a plugin layer on the shop's Claude Code setup: test its 'plan it/secure it/test it' agents on the LiteLLM gateway and trading-data projects, and write a thestochasticparrot.com review comparing ECC-driven workflows against the shop's existing DeepSeek/GLM cheap-model pipeline."
    },
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7683618095503510797",
     "author": "johann_andre",
     "posted": "20260909",
     "views": 1155,
     "one_line": "Three trending GitHub AI repos for coding agents: concise answers, editorial diagrams, and agent OS.",
     "idea": "Use diagram-design to offer a paid 'editorial diagram' service for client pitch decks, process maps, and SOPs, and integrate i-have-adhd into the shop's Claude Code/LiteLLM agent workflows to reduce token costs."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "firecrawl",
   "name": "Firecrawl",
   "what": "Open-source web scraping and crawling API that turns websites into clean markdown or structured data for AI agents, with search, click, scroll, and page interaction capabilities.",
   "where": "GitHub (firecrawl)",
   "category": "ai-agent",
   "cost": "Open source (self-hostable); hosted API likely has paid tiers",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@sinh.giang08/video/7678530088291372319",
     "author": "sinh.giang08",
     "posted": "20260827",
     "views": 8070,
     "one_line": "Showcase of Firecrawl, an open-source browser/scraping tool that feeds clean web data to AI agents.",
     "idea": "Wire Firecrawl into the LiteLLM gateway as a shared web-research tool so Claude Code and the cheap DeepSeek/GLM models can autonomously scrape sources for news posts and trading-data projects, caching markdown output on the DGX Spark."
    },
    {
     "video": "https://www.tiktok.com/@tristanwaddellx/video/7639177050137349389",
     "author": "tristanwaddellx",
     "posted": "20260513",
     "views": 49800,
     "one_line": "Top five integrations for OpenClaw/Hermes AI agents: Firecrawl, Browserbase, Google Workspaces, YouTube Transcripts, Apify.",
     "idea": "Build a 'tool shelf' integration guide and LiteLLM-gateway-compatible wrapper for these five agent tools, then publish a comparison post on thestochasticparrot.com showing token/cost savings for each in a real agent workflow."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "google-docs",
   "name": "Google Docs",
   "what": "Stores and displays refined content ideas as documents.",
   "where": "docs.google.com",
   "category": "productivity",
   "cost": "Free/Paid (Google Workspace)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    },
    {
     "video": "https://www.tiktok.com/@digitalsamaritan/video/7496272980046138630",
     "author": "digitalsamaritan",
     "posted": "20250422",
     "views": 712400,
     "one_line": "Automated marketing newsletter workflow using Perplexity, Claude, and Zapier.",
     "idea": "Build a daily AI-generated industry newsletter for the shop using Perplexity + Claude + Zapier, then publish it on thestochasticparrot.com to attract marketing/AI readers and demo the shop's automation stack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "head-of-content-skill",
   "name": "Head of Content skill",
   "what": "Tracks top creators and turns their patterns into a content plan",
   "where": "Claude skill by Brad Automates",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "kronos",
   "name": "Kronos",
   "what": "Open-source foundation model that tokenizes candlestick OHLCV data to read financial markets like a language for trading/forecasting",
   "where": "https://github.com/shiyu-coder/Kronos",
   "category": "data/finance",
   "cost": "free (open source)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@timharrisoninvest/video/7673868840719191328",
     "author": "timharrisoninvest",
     "posted": "20260814",
     "views": 158000,
     "one_line": "Promo for free open-source Kronos AI that tokenizes stock candlestick data for trading.",
     "idea": "Prototype a Kronos-based market-regime or signal model on the shop's trading-data hobby projects, serving it behind the LiteLLM gateway and posting daily tokenized-market summaries to Slack/Monday.com."
    },
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7672414273280167190",
     "author": "daniel.cross.market",
     "posted": "20260810",
     "views": 97200,
     "one_line": "Promo for Kronos, a free open-source AI foundation model that reads candlestick data like language.",
     "idea": "Spin up Kronos on the DGX Spark and wire it into the trading-data hobby projects: build a small internal service that ingests OHLCV feeds, runs Kronos forecasts, and posts signals/summaries to Slack via the LiteLLM gateway, then write a thestochasticparrot.com explainer benchmarking it against simple baselines."
    }
   ],
   "link": "https://github.com/shiyu-coder/Kronos",
   "open_source": true
  },
  {
   "id": "lessee-skill",
   "name": "Lessee skill",
   "what": "Finds real creators and B2B leads across 100 live sources and verifies emails",
   "where": "Claude skill",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "marketing-council-skill",
   "name": "Marketing Council skill",
   "what": "Simulates a board of marketing experts debating your strategy",
   "where": "Claude skill",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7679561237000195335",
     "author": "nocode.joshua",
     "posted": "20260829",
     "views": 60100,
     "one_line": "Video lists 10 marketing skills for Claude, covering content, SEO, brand, and ads.",
     "idea": "Build a Claude skill that automates content repurposing for the shop's news site, turning articles into social posts and tracking engagement."
    },
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7663973344026397960",
     "author": "nocode.joshua",
     "posted": "20260718",
     "views": 249700,
     "one_line": "Video lists 10 Claude marketing skills, from content planning to campaign launching.",
     "idea": "Build a Claude skill that auto-generates marketing content for the shop's AI/media projects, using the DGX Spark and cheap models to create posts, videos, and trading-data insights, then distributes via Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "notebooklm",
   "name": "NotebookLM",
   "what": "Free Google AI platform that acts as a second brain for research, generating podcasts, voice demos, and infographics from sources.",
   "where": "Google (notebooklm.google.com)",
   "category": "research",
   "cost": "Free",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@vladojoinee/video/7670838700552883477",
     "author": "vladojoinee",
     "posted": "20260806",
     "views": 699,
     "one_line": "Combining Claude Code with Notebook LM Pi to automate content creation and build research agents.",
     "idea": "Build a custom research agent using Claude Code and Notebook LM Pi to automate content creation for the shop's niche (AI/media news), generating podcasts, infographics, and articles from curated sources."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7646426651001130262",
     "author": "nathanhodgson.ai",
     "posted": "20260601",
     "views": 15400,
     "one_line": "Shows a Claude Code skill that connects NotebookLM notebooks to Claude for free source-grounded research.",
     "idea": "Build a source-grounded research agent for the shop by installing the NotebookLM Claude skill into Claude Code, then pipe its output into the LiteLLM gateway so cheap models (DeepSeek/GLM) can query NotebookLM notebooks for news research and trading-data analysis, with results posted to Slack or Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "notebooklm-claude-skill",
   "name": "NotebookLM Claude skill",
   "what": "A Claude Code skill (installed from a repo) that lets Claude query NotebookLM notebooks directly, turning them into searchable context",
   "where": "GitHub repo (link mentioned in video, not shown in transcript)",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@vladojoinee/video/7670838700552883477",
     "author": "vladojoinee",
     "posted": "20260806",
     "views": 699,
     "one_line": "Combining Claude Code with Notebook LM Pi to automate content creation and build research agents.",
     "idea": "Build a custom research agent using Claude Code and Notebook LM Pi to automate content creation for the shop's niche (AI/media news), generating podcasts, infographics, and articles from curated sources."
    },
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7646426651001130262",
     "author": "nathanhodgson.ai",
     "posted": "20260601",
     "views": 15400,
     "one_line": "Shows a Claude Code skill that connects NotebookLM notebooks to Claude for free source-grounded research.",
     "idea": "Build a source-grounded research agent for the shop by installing the NotebookLM Claude skill into Claude Code, then pipe its output into the LiteLLM gateway so cheap models (DeepSeek/GLM) can query NotebookLM notebooks for news research and trading-data analysis, with results posted to Slack or Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ollama",
   "name": "Ollama",
   "what": "Local LLM runner that lets you run models like Nemotron 3 Ultra from the terminal with a simple command.",
   "where": "ollama.com",
   "category": "infra",
   "cost": "Free (open-source)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7678570915570912526",
     "author": "jgoldieseo",
     "posted": "20260827",
     "views": 29500,
     "one_line": "Ollama update lets you plug local models into Claude Desktop for free.",
     "idea": "Write a guide on thestochasticparrot.com showing how to wire Ollama into Claude Desktop and route it through the LiteLLM gateway so the DGX Spark can serve local models to the whole team via Slack, cutting API spend on cheap-model tasks."
    },
    {
     "video": "https://www.tiktok.com/@matty.creator/video/7660669703383158030",
     "author": "matty.creator",
     "posted": "20260709",
     "views": 9443,
     "one_line": "Video promotes NVIDIA's Nemotron 3 Ultra AI model and shows how to run it locally via Ollama.",
     "idea": "Test Nemotron 3 Ultra via Ollama on the DGX Spark for coding and research tasks, and compare its performance against Claude Code and cheap DeepSeek/GLM models through the LiteLLM gateway; publish a benchmark article on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "perplexity",
   "name": "Perplexity",
   "what": "Scrapes and summarizes five niche news sources each morning for trend research",
   "where": "perplexity.ai",
   "category": "research",
   "cost": "Free tier; Pro ~$20/mo",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@evhandd/video/7501752929406225707",
     "author": "evhandd",
     "posted": "20250507",
     "views": 10100,
     "one_line": "n8n automation using Perplexity and ChatGPT to email 25 daily content ideas before waking up.",
     "idea": "Build a similar n8n + Perplexity + cheap-model (DeepSeek/GLM via LiteLLM) morning digest that scrapes niche AI/media sources and posts 25 categorized content ideas to Slack and Monday.com for the shop's own marketing pipeline."
    },
    {
     "video": "https://www.tiktok.com/@digitalsamaritan/video/7496272980046138630",
     "author": "digitalsamaritan",
     "posted": "20250422",
     "views": 712400,
     "one_line": "Automated marketing newsletter workflow using Perplexity, Claude, and Zapier.",
     "idea": "Build a daily AI-generated industry newsletter for the shop using Perplexity + Claude + Zapier, then publish it on thestochasticparrot.com to attract marketing/AI readers and demo the shop's automation stack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "printify",
   "name": "Printify",
   "what": "Print-on-demand platform that places generated designs on product templates and fulfills orders",
   "where": "printify.com",
   "category": "automation",
   "cost": "free to start, pay per product",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@androoagi/video/7647731853352275231",
     "author": "androoagi",
     "posted": "20260605",
     "views": 29700,
     "one_line": "Three AI-agent business ideas: print-on-demand Etsy stores, service agencies, and AI influencers.",
     "idea": "Build an AI-agent-run print-on-demand storefront (Etsy or own site) using GPT Image for designs and Printify for fulfillment, with agents handling listing copy, SEO, and customer messages; optionally pair with an AI influencer character to drive traffic."
    },
    {
     "video": "https://www.tiktok.com/@jonreiter/video/7490804638531308842",
     "author": "jonreiter",
     "posted": "20250408",
     "views": 195600,
     "one_line": "Guide on using AI tools to make $10k/month on TikTok Shop via print-on-demand and affiliate marketing.",
     "idea": "Use Kalodata to spot trending TikTok Shop products, generate unique designs with Sora, fulfill via Printify, and automate affiliate outreach with UpTick to scale a print-on-demand store."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "rag-anything",
   "name": "RAG-Anything",
   "what": "RAG toolkit for multimodal/all-in-one retrieval, cited as prior work by the same creators.",
   "where": "GitHub",
   "category": "research",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7673634732797644046",
     "author": "chase_ai_",
     "posted": "20260813",
     "views": 36500,
     "one_line": "CLI Anything generates CLIs for any app so Claude Code can control it.",
     "idea": "Use CLI Anything to auto-generate CLIs for the shop's internal tools (Monday.com, Slack, LiteLLM gateway, image/video generators) so Claude Code agents can drive them directly, then write a blog post on thestochasticparrot.com comparing generated CLIs vs MCP servers."
    },
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7652449792701762829",
     "author": "dtpw4b8o",
     "posted": "20260617",
     "views": 9957,
     "one_line": "Promo for CLI Anything, an open-source repo generating CLI tools for Claude Code as an MCP alternative.",
     "idea": "Wrap our internal stack (LiteLLM gateway, DGX Spark, Monday.com, Slack, trading-data scripts) as auto-generated CLI tools via CLI Anything so Claude Code and cheap DeepSeek/GLM models can call them directly instead of maintaining MCP servers, then publish a short writeup on thestochasticparrot.com comparing CLI-tool vs MCP workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "remotion",
   "name": "Remotion",
   "what": "Plugin that lets ChatGPT/Codex programmatically edit videos: cut silences, add subtitles, export TikTok and landscape versions",
   "where": "Remotion plugin in ChatGPT Codex plugins",
   "category": "media-gen",
   "cost": "free (no extra cost per video)",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7678511717797629214",
     "author": "carter.braydon",
     "posted": "20260827",
     "views": 707900,
     "one_line": "Using ChatGPT Codex with the Remotion plugin to auto-edit videos, cut silences, and add subtitles.",
     "idea": "Add a Remotion-based auto-edit step to the shop's video pipeline: feed raw recordings through Codex+Remotion to auto-cut silences, add subtitles, and export vertical + landscape cuts for social clips."
    },
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7671864537431297293",
     "author": "brennan_wells",
     "posted": "20260809",
     "views": 9550,
     "one_line": "Promo for a free Claude Code skill that turns Remotion into an AI motion-design studio for product videos.",
     "idea": "Install Video Shot Craft on the DGX Spark and wire it into the LiteLLM gateway so the shop can auto-generate cinematic promo videos for thestochasticparrot.com articles and trading-data projects from a single product brief, then post drafts to Slack for review."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "telegram",
   "name": "Telegram",
   "what": "Messaging app used as the interface for the AI agent to receive voice/text notes and send back content.",
   "where": "telegram.org",
   "category": "productivity",
   "cost": "Free",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@itsmariahbrunner/video/7678679198566829326",
     "author": "itsmariahbrunner",
     "posted": "20260827",
     "views": 4873,
     "one_line": "Comparison of OpenClaw vs Grok Bot, arguing model-switching flexibility beats convenience.",
     "idea": "Prototype an OpenClaw-style always-on agent on the DGX Spark that runs in Slack and routes through the LiteLLM gateway, so the shop can hot-swap between Claude, DeepSeek/GLM, and local models per task; log runs to Monday.com and expose a trading-data agent as a demo."
    },
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "zapier",
   "name": "Zapier",
   "what": "Automation platform connecting 8,000+ apps (HubSpot, Shopify, Stripe, Airtable, Webflow, Meta Lead Ads) to Claude for workflows like lead qualification, CRM updates, invoicing, and content publishing",
   "where": "zapier.com",
   "category": "automation",
   "cost": "Free tier; paid plans from ~$20/mo",
   "relevance": 4,
   "mentions": 2,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaiimpact/video/7666270105914838292",
     "author": "theaiimpact",
     "posted": "20260725",
     "views": 17200,
     "one_line": "Tutorial on connecting Zapier to Claude to automate 8,000+ apps from one chat.",
     "idea": "Wire the LiteLLM gateway into Zapier so cheap DeepSeek/GLM models can trigger the same 8,000-app workflows Claude does, then post results to Slack and Monday.com for the shop's content and trading-data pipelines."
    },
    {
     "video": "https://www.tiktok.com/@digitalsamaritan/video/7496272980046138630",
     "author": "digitalsamaritan",
     "posted": "20250422",
     "views": 712400,
     "one_line": "Automated marketing newsletter workflow using Perplexity, Claude, and Zapier.",
     "idea": "Build a daily AI-generated industry newsletter for the shop using Perplexity + Claude + Zapier, then publish it on thestochasticparrot.com to attract marketing/AI readers and demo the shop's automation stack."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "10-cent-agent-memory",
   "name": "10-cent agent memory",
   "what": "Fully local long-term memory for AI agents, so agents remember clients and data stays on your machine",
   "where": "GitHub (open source)",
   "category": "ai-agent",
   "cost": "free/open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7660254429597273358",
     "author": "johann_andre",
     "posted": "20260708",
     "views": 1427,
     "one_line": "Three open-source GitHub repos giving AI agents research, local memory, and secure code sandboxes.",
     "idea": "Integrate last30days, local agent memory, and cube sandbox into the shop's LiteLLM gateway and Claude Code workflow to give agents persistent memory and safe code execution for research and trading-data projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "21st-dev-magic-mcp-server",
   "name": "21st.dev Magic MCP server",
   "what": "MCP server that provides professional web design components like animations, glass morphism, and gradients to Claude Code",
   "where": "21st.dev",
   "category": "coding",
   "cost": "Free tier available (likely paid plans)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7644171990961573142",
     "author": "nathanhodgson.ai",
     "posted": "20260526",
     "views": 1200000,
     "one_line": "Tutorial on using Claude Code with UI-UX-PRO-MAX skill and 21st.dev MCP to build professional websites.",
     "idea": "Create a tutorial or service that combines Claude Code with UI-UX-PRO-MAX and 21st.dev Magic MCP to rapidly generate professional websites for clients, potentially integrated with the shop's existing AI/media pipeline."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "actionway",
   "name": "ActionWay",
   "what": "Remote MCP server providing stock/earnings analysis services that AI agents can call",
   "where": "ActionWay (actionway.ai)",
   "category": "data/finance",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@actionway.ai/video/7681588497492348190",
     "author": "actionway.ai",
     "posted": "20260904",
     "views": 463,
     "one_line": "Demo of connecting ActionWay's remote MCP to Codex for automated stock and earnings analysis dashboards.",
     "idea": "Wire ActionWay's remote MCP into the LiteLLM gateway so the shop's cheap DeepSeek/GLM agents can pull stock and earnings data for the trading-data hobby projects, and auto-generate earnings dashboards."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "adobe-photoshop",
   "name": "Adobe Photoshop",
   "what": "Professional image editing software, accessible via Claude connector for AI-assisted photo editing",
   "where": "Adobe Creative Cloud; connected through Claude's app connectors",
   "category": "media-gen",
   "cost": "Subscription-based (Adobe Creative Cloud)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7634276566658207006",
     "author": "carter.braydon",
     "posted": "20260429",
     "views": 27500,
     "one_line": "Claude now connects to Adobe Photoshop, Premiere, and Blender for AI-assisted creative editing.",
     "idea": "Integrate Claude's Adobe connector into the shop's media generation pipeline to automate photo/video editing for client projects or content creation, leveraging existing AI tools."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "adobe-premiere",
   "name": "Adobe Premiere",
   "what": "Video editing software, accessible via Claude connector for AI-assisted video editing",
   "where": "Adobe Creative Cloud; connected through Claude's app connectors",
   "category": "media-gen",
   "cost": "Subscription-based (Adobe Creative Cloud)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7634276566658207006",
     "author": "carter.braydon",
     "posted": "20260429",
     "views": 27500,
     "one_line": "Claude now connects to Adobe Photoshop, Premiere, and Blender for AI-assisted creative editing.",
     "idea": "Integrate Claude's Adobe connector into the shop's media generation pipeline to automate photo/video editing for client projects or content creation, leveraging existing AI tools."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "agent-browser",
   "name": "Agent Browser",
   "what": "GitHub repo by Vercel that lets Claude Code spin up its own independent browser session to open pages, click buttons, navigate, and pull content without screenshots, using 15x fewer tokens than Playwright MCP or Claude for Chrome.",
   "where": "GitHub (search 'Agent Browser' by Vercel)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7665924855719644430",
     "author": "brennan_wells",
     "posted": "20260724",
     "views": 5323,
     "one_line": "Vercel's Agent Browser lets Claude Code control a browser token-efficiently, outperforming Playwright MCP and Claude for Chrome.",
     "idea": "Integrate Agent Browser into the shop's LiteLLM gateway and Claude Code workflows to enable cheap, token-efficient web scraping and automation for research, trading-data collection, and content generation, reducing reliance on expensive screenshot-based methods."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "agent-memory",
   "name": "agent memory",
   "what": "Gives a coding agent persistent memory so it learns across tasks instead of starting from zero.",
   "where": "GitHub (link in video description)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "agent-reach",
   "name": "Agent-Reach",
   "what": "Gives AI agents read access to Twitter, Reddit, YouTube, GitHub and more via a single command, with no paid APIs",
   "where": "https://github.com/Panniantong/Agent-Reach",
   "category": "ai-agent",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7669098548784270605",
     "author": "whitewhoadie",
     "posted": "20260801",
     "views": 88100,
     "one_line": "Promo for Agent-Reach, an open-source tool giving AI agents free read access to major web platforms.",
     "idea": "Wire Agent-Reach into the LiteLLM gateway so Claude Code and cheap DeepSeek/GLM agents on the DGX Spark can pull live Reddit/Twitter/YouTube chatter for news sourcing and trading-sentiment signals, then pipe digests into Slack and Monday.com."
    }
   ],
   "link": "https://github.com/Panniantong/Agent-Reach",
   "open_source": true
  },
  {
   "id": "agnes-2-5-flash",
   "name": "Agnes 2.5 Flash",
   "what": "Free multimodal AI model for text, images, and video with no usage cap",
   "where": "Sapiens AI (Singapore)",
   "category": "media-gen",
   "cost": "free, no usage cap",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7663979906119814413",
     "author": "jgoldieseo",
     "posted": "20260719",
     "views": 14700,
     "one_line": "Singapore's Sapiens AI launches free Agnes 2.5 Flash model and Agnes Code desktop coding app.",
     "idea": "Benchmark Agnes 2.5 Flash and Agnes Code against DeepSeek/GLM on the LiteLLM gateway; if it holds up, add it as a free fallback route and write a comparison post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "agnes-code",
   "name": "Agnes Code",
   "what": "Desktop coding app that builds projects from plain-English prompts, reading/writing files and running commands",
   "where": "Sapiens AI (Singapore)",
   "category": "coding",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7663979906119814413",
     "author": "jgoldieseo",
     "posted": "20260719",
     "views": 14700,
     "one_line": "Singapore's Sapiens AI launches free Agnes 2.5 Flash model and Agnes Code desktop coding app.",
     "idea": "Benchmark Agnes 2.5 Flash and Agnes Code against DeepSeek/GLM on the LiteLLM gateway; if it holds up, add it as a free fallback route and write a comparison post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ahrefs",
   "name": "Ahrefs",
   "what": "SEO analysis tool for keyword research, finding high search volume and low difficulty keywords.",
   "where": "ahrefs.com",
   "category": "marketing",
   "cost": "Paid (free tools available)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@promptwarrior/video/7486132552806239510",
     "author": "promptwarrior",
     "posted": "20250326",
     "views": 47800,
     "one_line": "Video presents three tools for finding product ideas: Exploding Topics, Gummy Search, and Ahrefs.",
     "idea": "Use these tools to identify trending topics and user pain points, then build AI-powered solutions (e.g., AI video editor) and monetize via the shop's AI/media services."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "anthropic-cybersecurity-skills",
   "name": "anthropic cybersecurity skills",
   "what": "Cybersecurity skills built for modern coding agents.",
   "where": "GitHub (link in video description)",
   "category": "coding",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "anthropic-skilljar",
   "name": "Anthropic Skilljar",
   "what": "Free certification training for setting up AI inside small businesses (covers QuickBooks, HubSpot, Canva, Google Workspace)",
   "where": "Anthropic.skilljar.com",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@codenameaiagentna/video/7649108936951352590",
     "author": "codenameaiagentna",
     "posted": "20260608",
     "views": 19700,
     "one_line": "Promotes free Anthropic certification to start an AI setup business for small businesses.",
     "idea": "Create a service offering to set up AI tools for local small businesses, using the free Anthropic certification as credibility; charge a setup fee and monthly retainer."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "antigravity",
   "name": "Antigravity",
   "what": "VS Code fork that can use Claude Code via VS Code extension",
   "where": "Antigravity",
   "category": "coding",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@meech.s.ward/video/7579019304511737108",
     "author": "meech.s.ward",
     "posted": "20251201",
     "views": 35700000,
     "one_line": "Video highlights Claude Code features: skip permissions, resume, security review, thinking budget, and VS Code extension.",
     "idea": "Create a tutorial or blog post on thestochasticparrot.com about using Claude Code's advanced features (dangerously skip permissions, resume, security review, thinking budget) with the VS Code extension, and integrate it with the shop's LiteLLM gateway and Slack for team workflows."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "apify",
   "name": "Apify",
   "what": "Provides agents with scrapers for X, Instagram, TikTok, and other platforms via community-supported actors",
   "where": "apify.com",
   "category": "automation",
   "cost": "freemium",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@tristanwaddellx/video/7639177050137349389",
     "author": "tristanwaddellx",
     "posted": "20260513",
     "views": 49800,
     "one_line": "Top five integrations for OpenClaw/Hermes AI agents: Firecrawl, Browserbase, Google Workspaces, YouTube Transcripts, Apify.",
     "idea": "Build a 'tool shelf' integration guide and LiteLLM-gateway-compatible wrapper for these five agent tools, then publish a comparison post on thestochasticparrot.com showing token/cost savings for each in a real agent workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "apify-mcp",
   "name": "Apify MCP",
   "what": "MCP server for scraping and downloading TikTok/Instagram content for analysis",
   "where": "Apify MCP server (apify.com)",
   "category": "automation",
   "cost": "Freemium (Apify free tier + paid)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jensheitmann_/video/7633235134455631135",
     "author": "jensheitmann_",
     "posted": "20260427",
     "views": 12200,
     "one_line": "Three-system Claude Code workflow for social media research using Apify MCP, Meta's Tribe V2, and Modal.",
     "idea": "Build a 'brain-response content audit' service: use Apify MCP to pull a client's TikTok/IG history, run Meta's Tribe V2 on Modal, and deliver a report mapping predicted neural engagement to hooks/edits — package as a paid add-on for the shop's content clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "archify",
   "name": "Archify",
   "what": "Agent-native architecture diagramming tool that turns plain text descriptions or entire code repositories into interactive, motion-enabled architecture, sequence, and workflow diagrams rendered as self-contained HTML, SVG, or PNG files.",
   "where": "https://github.com/tt-a1i/archify",
   "category": "coding",
   "cost": "free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@howtowebdev/video/7683513158467620114",
     "author": "howtowebdev",
     "posted": "20260909",
     "views": 40800,
     "one_line": "Showcases Archify, an open-source agent-native tool for generating architecture diagrams from code or text.",
     "idea": "Use Archify to auto-generate architecture diagrams of the shop's LiteLLM gateway, DGX Spark, and trading-data pipelines, then embed them in thestochasticparrot.com posts or Slack docs for quick visual reviews."
    }
   ],
   "link": "https://github.com/tt-a1i/archify",
   "open_source": true
  },
  {
   "id": "atlas-cloud-mcp",
   "name": "Atlas Cloud MCP",
   "what": "MCP server (Higgsfield-based) that generates image assets automatically for sites",
   "where": "Atlas Cloud MCP",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7673725946012192031",
     "author": "hutchbuildsai",
     "posted": "20260814",
     "views": 13600,
     "one_line": "Showcase of Canvas UI repo's 33 animated components, generated via Codex/Claude and Atlas Cloud MCP.",
     "idea": "Clone the Canvas UI repo and build a 'component gallery' landing page for thestochasticparrot.com showcasing 5-10 animated hero components, using Atlas Cloud MCP to auto-generate imagery and Claude Code to wire it into the existing site."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "automaton",
   "name": "Automaton",
   "what": "Autonomous AI agent with a crypto wallet that must earn money to survive; creates products, deploys websites, sells services, and clones itself if profitable.",
   "where": "Not specified in video",
   "category": "ai-agent",
   "cost": "Not specified",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@timharrisoninvest/video/7676454176574016801",
     "author": "timharrisoninvest",
     "posted": "20260821",
     "views": 767600,
     "one_line": "An AI called Automaton that survives by making money and clones itself if profitable.",
     "idea": "Build a survival-based AI agent that autonomously generates revenue by creating and selling digital products or services, using a crypto wallet for operational costs, and potentially cloning itself when profitable."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "autopilot",
   "name": "Autopilot",
   "what": "An investing app that allows users to automatically copy portfolios, including the Quiver Quant lobbying strategy.",
   "where": "joinautopilot.com",
   "category": "data/finance",
   "cost": "Not specified (likely management fees)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chrisjjosephs/video/7504814275936931090",
     "author": "chrisjjosephs",
     "posted": "20250515",
     "views": 4697,
     "one_line": "Video showcases Quiver Quant's lobbying-spend stock strategy and Autopilot's copy-trading feature.",
     "idea": "Build a similar lobbying-spend tracking strategy using public Lobbying Disclosure Act data, and offer it as a signal or automated portfolio to the shop's trading-data hobby projects audience."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "awesome-claude-design",
   "name": "Awesome Claude Design",
   "what": "GitHub collection containing design palettes for major companies like Apple, Spotify, and Stripe",
   "where": "GitHub",
   "category": "other",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dominiccapaci/video/7664089805357108494",
     "author": "dominiccapaci",
     "posted": "20260719",
     "views": 40000,
     "one_line": "Three tips for using Claude Design to create motion graphics, themed websites, and AI-generated images.",
     "idea": "Create a blog post or tutorial on thestochasticparrot.com demonstrating how to use Claude Design with free templates and GitHub palettes to quickly generate branded motion graphics and website mockups, and integrate Higgs Field for image generation."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "awesome-design",
   "name": "Awesome Design",
   "what": "Curated list of design.md files based on existing websites for design foundations",
   "where": "not specified",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7669891653683006733",
     "author": "chase_ai_",
     "posted": "20260803",
     "views": 78600,
     "one_line": "Video lists five free plugins to improve front-end design with Claude Code.",
     "idea": "Use these plugins to speed up front-end design for client projects or internal tools, and create a blog post or tutorial on thestochasticparrot.com about integrating them into a Claude Code workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "awesome-harness-engineering",
   "name": "awesome harness engineering",
   "what": "Orchestration patterns for AI agents.",
   "where": "GitHub (link in video description)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "awesome-systematic-trading",
   "name": "Awesome Systematic Trading",
   "what": "Curated GitHub collection of Python libraries, quant models, backtesting frameworks, and execution tutorials for automated crypto trading pipelines, historical data simulations, and risk management systems.",
   "where": "GitHub (link pinned in comments)",
   "category": "data/finance",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@wadoodai/video/7670190551404203277",
     "author": "wadoodai",
     "posted": "20260804",
     "views": 31600,
     "one_line": "Promotes a free GitHub repo of institutional-grade quant trading tools for local crypto automation.",
     "idea": "Clone the Awesome Systematic Trading repo and use its backtesting frameworks and execution tutorials to build a lightweight crypto trading-data pipeline on the DGX Spark, feeding signals into the LiteLLM gateway and posting daily backtest summaries to Slack/Monday.com for the shop's trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "awesomedesign-md",
   "name": "awesomedesign.md",
   "what": "Provides preloaded design templates (typography, components, colors, responsiveness) from websites/brands to use as front-end templates, built on Google Stitch's design.md concept.",
   "where": "GitHub",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7654442142974135565",
     "author": "chase_ai_",
     "posted": "20260623",
     "views": 7406,
     "one_line": "Top three GitHub repos for improving Claude Code front-end design: Impeccable, awesomedesign.md, and skill UI.",
     "idea": "Use Impeccable, awesomedesign.md, and skill UI to rapidly generate and refine front-end designs for thestochasticparrot.com and client projects, reducing AI slop and speeding up UI iteration."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "banana-pro-director",
   "name": "Banana Pro Director",
   "what": "Builds character sheets, outfit references, scene layouts, and detailed image prompts optimized for Nano Banana",
   "where": "DM 'GENERATE' on Instagram; link in bio",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nateherkai/video/7662430312265239821",
     "author": "nateherkai",
     "posted": "20260714",
     "views": 51100,
     "one_line": "Promotes two AI skills for generating cinematic AI videos via image and video prompt pipelines.",
     "idea": "Build a similar two-stage pipeline for the shop: a prompt-engineering agent that generates character/scene sheets and a second agent that converts them into cinematic video prompts for our image/video generation stack, then offer it as a paid workflow or content series."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "beehive",
   "name": "Beehive",
   "what": "Email marketing platform showing subscriber count, open rate, and click rate",
   "where": "beehive.com",
   "category": "marketing",
   "cost": "Paid",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@the.ai.solopreneur/video/7660574950419418400",
     "author": "the.ai.solopreneur",
     "posted": "20260709",
     "views": 59600,
     "one_line": "Tutorial on building a dynamic dashboard in Claude using artifacts and connected apps.",
     "idea": "Build a daily command center dashboard using Claude artifacts that pulls data from our LiteLLM gateway, Slack, Monday.com, and trading data to show key metrics and tasks in one view."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "blender",
   "name": "Blender",
   "what": "3D creation suite, accessible via Claude connector for AI-assisted 3D modeling and animation",
   "where": "Blender (open-source); connected through Claude's app connectors",
   "category": "media-gen",
   "cost": "Free (open-source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7634276566658207006",
     "author": "carter.braydon",
     "posted": "20260429",
     "views": 27500,
     "one_line": "Claude now connects to Adobe Photoshop, Premiere, and Blender for AI-assisted creative editing.",
     "idea": "Integrate Claude's Adobe connector into the shop's media generation pipeline to automate photo/video editing for client projects or content creation, leveraging existing AI tools."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "book-to-skill",
   "name": "book-to-skill",
   "what": "Converts any book into a Claude agent skill with SKILL.md, per-chapter files, glossary, patterns, and cheatsheet so agents answer grounded in the book with low token usage",
   "where": "https://github.com/virgiliojr94/book-to-skill",
   "category": "ai-agent",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7664657277286239502",
     "author": "whitewhoadie",
     "posted": "20260720",
     "views": 64300,
     "one_line": "Open-source tool turns any book into a token-efficient Claude agent skill.",
     "idea": "Run book-to-skill on trading and AI books to build grounded Claude Code skills for the shop's trading-data hobby projects and internal research, then write a blog post on thestochasticparrot.com benchmarking token savings vs. stuffing full books into context."
    }
   ],
   "link": "https://github.com/virgiliojr94/book-to-skill",
   "open_source": true
  },
  {
   "id": "botfather",
   "name": "BotFather",
   "what": "Telegram bot for creating and managing Telegram bots.",
   "where": "Telegram app (search @BotFather)",
   "category": "automation",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "brandkit",
   "name": "Brandkit",
   "what": "Turns a rough idea into a full brand board with logos, colors, mockups, visual direction",
   "where": "Claude Skill (not specified)",
   "category": "marketing",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7654197612857298184",
     "author": "nocode.joshua",
     "posted": "20260622",
     "views": 94100,
     "one_line": "TikTok listing 10 Claude Skills for designers, covering motion, UI/UX, brand kits, and code generation.",
     "idea": "Use these Claude Skills to rapidly prototype and audit client websites, then offer a 'design system extraction' service that pulls brand assets from existing sites for small businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "browser-use",
   "name": "browser use",
   "what": "Lets an AI agent control a real browser to click through pages and fill out forms like a human.",
   "where": "GitHub (link in video description)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "browserbase",
   "name": "Browserbase",
   "what": "Lets agents interact with websites for browser-based automation",
   "where": "browserbase.com",
   "category": "automation",
   "cost": "paid (free tier available)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@tristanwaddellx/video/7639177050137349389",
     "author": "tristanwaddellx",
     "posted": "20260513",
     "views": 49800,
     "one_line": "Top five integrations for OpenClaw/Hermes AI agents: Firecrawl, Browserbase, Google Workspaces, YouTube Transcripts, Apify.",
     "idea": "Build a 'tool shelf' integration guide and LiteLLM-gateway-compatible wrapper for these five agent tools, then publish a comparison post on thestochasticparrot.com showing token/cost savings for each in a real agent workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "canvas-ui",
   "name": "Canvas UI",
   "what": "GitHub repo with 33+ animated UI components (liquid effects, particles, physics, motion graphics) for landing pages and hero sections",
   "where": "GitHub repo (canvas UI)",
   "category": "coding",
   "cost": "free/open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7673725946012192031",
     "author": "hutchbuildsai",
     "posted": "20260814",
     "views": 13600,
     "one_line": "Showcase of Canvas UI repo's 33 animated components, generated via Codex/Claude and Atlas Cloud MCP.",
     "idea": "Clone the Canvas UI repo and build a 'component gallery' landing page for thestochasticparrot.com showcasing 5-10 animated hero components, using Atlas Cloud MCP to auto-generate imagery and Claude Code to wire it into the existing site."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "caveman",
   "name": "Caveman",
   "what": "Makes Claude Code less verbose and more succinct",
   "where": "open source GitHub repo",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7644318435471658253",
     "author": "chase_ai_",
     "posted": "20260526",
     "views": 11600,
     "one_line": "Three Claude Code skills for beginners: Skill Creator, Caveman, and Impeccable.",
     "idea": "Install and benchmark these Claude Code skills on the DGX Spark to improve internal coding workflows and front-end output for client projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "chatgpt-o3",
   "name": "ChatGPT o3",
   "what": "OpenAI reasoning model; in the experiment it won Diplomacy through deception and backstabbing",
   "where": "OpenAI / ChatGPT",
   "category": "ai-agent",
   "cost": "paid subscription/API",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@sarainwondertech/video/7513553833750990102",
     "author": "sarainwondertech",
     "posted": "20250608",
     "views": 26200,
     "one_line": "AI models play Diplomacy; ChatGPT o3 wins by deception, DeepSeek cheap and dramatic, Claude too trusting.",
     "idea": "Run a similar multi-model Diplomacy or negotiation benchmark through the LiteLLM gateway using cheap DeepSeek/GLM models vs Claude, then publish a cost-vs-deception/alignment writeup on thestochasticparrot.com with charts and a reproducible GitHub repo."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "checkup",
   "name": "Checkup",
   "what": "A Claude Code plugin/skill that audits your Claude Code configuration (skills, MCPs, plugins, CLAUDE.md) and suggests optimizations and cleanup.",
   "where": "Claude Code plugin marketplace / Anthropic",
   "category": "coding",
   "cost": "Free (part of Claude Code)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@the.ai.alchemist7/video/7662734781884550413",
     "author": "the.ai.alchemist7",
     "posted": "20260715",
     "views": 1302,
     "one_line": "TikTok tip on using Claude Code's Checkup plugin to audit and clean up your Claude configuration.",
     "idea": "Write a short blog post or Slack tip for the shop on running the Checkup skill to audit our Claude Code setup (skills, MCPs, LiteLLM gateway config, CLAUDE.md) and clean up bloat, tying it to our DGX Spark workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cinema-world-builder",
   "name": "Cinema World Builder",
   "what": "Turns images into cinematic video prompts with camera movements, lens settings, and shooting styles for models like Seed Dance 2.0",
   "where": "DM 'GENERATE' on Instagram; link in bio",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nateherkai/video/7662430312265239821",
     "author": "nateherkai",
     "posted": "20260714",
     "views": 51100,
     "one_line": "Promotes two AI skills for generating cinematic AI videos via image and video prompt pipelines.",
     "idea": "Build a similar two-stage pipeline for the shop: a prompt-engineering agent that generates character/scene sheets and a second agent that converts them into cinematic video prompts for our image/video generation stack, then offer it as a paid workflow or content series."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-code-agents-aitmpl-com",
   "name": "Claude Code Agents (aitmpl.com)",
   "what": "Library of 162 free prebuilt Claude Code subagents (writer, coder, researcher, reviewer) that can be copied and pasted into a Claude workspace and orchestrate tasks together",
   "where": "aitmpl.com/agents",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaiimpact/video/7562330353881468180",
     "author": "theaiimpact",
     "posted": "20251017",
     "views": 58600,
     "one_line": "Promo for 162 free copy-paste Claude Code agents that chain together as an AI team.",
     "idea": "Mirror the aitmpl.com agent library into our LiteLLM gateway so the shop's cheap DeepSeek/GLM models can run the same research->writer->reviewer agent chains, and publish a short post comparing cost per agent run vs Claude."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-code-setup",
   "name": "Claude Code Setup",
   "what": "Official Anthropic plugin that scans codebase and recommends best hooks, skills, sub-agents, and MCP servers, removing useless fluff.",
   "where": "Link in video description",
   "category": "coding",
   "cost": "Free (official Anthropic plugin)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@milesreevesai/video/7671053862857477408",
     "author": "milesreevesai",
     "posted": "20260806",
     "views": 805300,
     "one_line": "Video showcases five Claude Code plugins for unlimited tokens, memory, efficiency, and coding insight.",
     "idea": "Test OmniRoute with the LiteLLM gateway to see if it can reduce costs by routing to free providers; if effective, integrate it into the shop's Claude Code workflow and document token savings for the blog."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-code-skills",
   "name": "Claude Code Skills",
   "what": "A set of 30 branding skills for Claude Code and Codex that help build, audit, or rebrand a brand, covering target audience, competitor branding, email marketing, meta ads, and more.",
   "where": "Available via a link shared by the creator (justyn.ai) upon commenting 'brand'",
   "category": "marketing",
   "cost": "Unknown (likely free or paid, not specified)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@justyn.ai/video/7658362429856042261",
     "author": "justyn.ai",
     "posted": "20260703",
     "views": 24900,
     "one_line": "Video showcases 30 branding skills for Claude Code and Codex, installable via a link.",
     "idea": "Create a similar set of modular skills for the shop's internal workflows (e.g., trading-data analysis, content generation) that can be installed into Claude Code or Codex, and offer them as a lead magnet or product."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-design",
   "name": "Claude Design",
   "what": "Anthropic's design tool for generating motion graphics, building websites from URLs, and applying design themes",
   "where": "Anthropic / Claude",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dominiccapaci/video/7664089805357108494",
     "author": "dominiccapaci",
     "posted": "20260719",
     "views": 40000,
     "one_line": "Three tips for using Claude Design to create motion graphics, themed websites, and AI-generated images.",
     "idea": "Create a blog post or tutorial on thestochasticparrot.com demonstrating how to use Claude Design with free templates and GitHub palettes to quickly generate branded motion graphics and website mockups, and integrate Higgs Field for image generation."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-desktop",
   "name": "Claude Desktop",
   "what": "Anthropic's desktop AI app that can now be configured to use local Ollama models instead of paid cloud models",
   "where": "claude.ai/download",
   "category": "productivity",
   "cost": "free (with local models)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7678570915570912526",
     "author": "jgoldieseo",
     "posted": "20260827",
     "views": 29500,
     "one_line": "Ollama update lets you plug local models into Claude Desktop for free.",
     "idea": "Write a guide on thestochasticparrot.com showing how to wire Ollama into Claude Desktop and route it through the LiteLLM gateway so the DGX Spark can serve local models to the whole team via Slack, cutting API spend on cheap-model tasks."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-for-chrome",
   "name": "Claude for Chrome",
   "what": "Browser extension for Claude, mentioned as a token-heavy alternative for browser control.",
   "where": "Chrome Web Store / Anthropic",
   "category": "ai-agent",
   "cost": "free/paid (likely requires Claude subscription)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7665924855719644430",
     "author": "brennan_wells",
     "posted": "20260724",
     "views": 5323,
     "one_line": "Vercel's Agent Browser lets Claude Code control a browser token-efficiently, outperforming Playwright MCP and Claude for Chrome.",
     "idea": "Integrate Agent Browser into the shop's LiteLLM gateway and Claude Code workflows to enable cheap, token-efficient web scraping and automation for research, trading-data collection, and content generation, reducing reliance on expensive screenshot-based methods."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-mem",
   "name": "Claude Mem",
   "what": "Gives Claude persistent memory across sessions so it remembers projects and files without re-explaining.",
   "where": "Link in video description",
   "category": "ai-agent",
   "cost": "Not specified",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@milesreevesai/video/7671053862857477408",
     "author": "milesreevesai",
     "posted": "20260806",
     "views": 805300,
     "one_line": "Video showcases five Claude Code plugins for unlimited tokens, memory, efficiency, and coding insight.",
     "idea": "Test OmniRoute with the LiteLLM gateway to see if it can reduce costs by routing to free providers; if effective, integrate it into the shop's Claude Code workflow and document token savings for the blog."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-skill-llm-council",
   "name": "Claude Skill (LLM Council)",
   "what": "Turns the LLM Council repo into a Claude skill invoked via /llm-council, spawning 5 agents to review an idea",
   "where": "Claude Code skills; distributed via creator's DMs",
   "category": "ai-agent",
   "cost": "free (DM from creator)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7684223188749913358",
     "author": "johann_andre",
     "posted": "20260911",
     "views": 900,
     "one_line": "Creator turns Karpathy's open-source LLM Council multi-agent repo into a Claude skill for idea validation.",
     "idea": "Wrap LLM Council as a Claude Code skill in the shop's LiteLLM gateway so cheap DeepSeek/GLM models act as the council sub-agents, then expose it as a Slack slash command for idea validation on thestochasticparrot.com projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-skill-for-video-frame-analysis",
   "name": "Claude Skill for video frame analysis",
   "what": "Grabs a video, rips it into frames, and lets Claude analyze the video frame by frame to find why it went viral",
   "where": "Claude Skills (referenced in video, no explicit URL)",
   "category": "media-gen",
   "cost": "free, runs 100% locally, no API bill",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7669075255373122848",
     "author": "jackroberts____",
     "posted": "20260801",
     "views": 66700,
     "one_line": "A local Claude skill that rips videos into frames so Claude can analyze why they went viral.",
     "idea": "Build a local Claude Skill that ingests competitor TikToks/Reels, extracts frames, and produces a frame-by-frame virality breakdown (first frame, cut timing, on-screen text, b-roll placement) to feed the shop's video generation and marketing pipeline."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-skills",
   "name": "Claude Skills",
   "what": "Extends Claude with installable skills for coding, research, writing, and automation tasks",
   "where": "Anthropic Claude (skills library referenced in video comments)",
   "category": "ai-agent",
   "cost": "Free/paid depending on Claude plan",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7651837704124009741",
     "author": "ai.honeycove",
     "posted": "20260616",
     "views": 231700,
     "one_line": "Video explains using Claude Skills, the Find Skills matcher, and a security audit page to safely install skills.",
     "idea": "Build a curated, security-audited Claude Skills directory for the shop's internal workflows (LiteLLM gateway, Slack, Monday.com, trading data) and publish a short review/audit series on thestochasticparrot.com to attract AI-tooling readers."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-skills-guide",
   "name": "Claude Skills Guide",
   "what": "33-page blueprint for teaching Claude workflows once so they apply automatically",
   "where": "Anthropic",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-skills-security-audit-page",
   "name": "Claude Skills security audit page",
   "what": "Shows which Claude skills are safe, have alerts, or are high risk before installation",
   "where": "Same site as the skills library (link in video comments)",
   "category": "infra",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7651837704124009741",
     "author": "ai.honeycove",
     "posted": "20260616",
     "views": 231700,
     "one_line": "Video explains using Claude Skills, the Find Skills matcher, and a security audit page to safely install skills.",
     "idea": "Build a curated, security-audited Claude Skills directory for the shop's internal workflows (LiteLLM gateway, Slack, Monday.com, trading data) and publish a short review/audit series on thestochasticparrot.com to attract AI-tooling readers."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-unlimited",
   "name": "Claude Unlimited",
   "what": "Local tool that pools multiple Claude and ChatGPT subscriptions into one endless pool, auto-switching accounts between requests when one hits its usage limit",
   "where": "github.com/devdock-ai/claude-unlimited",
   "category": "ai-agent",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7685309262762954004",
     "author": "github.signals",
     "posted": "20260914",
     "views": 20200,
     "one_line": "Open-source local tool that pools Claude and ChatGPT subscriptions to avoid AI coding usage limits.",
     "idea": "Run Claude Unlimited on the DGX Spark as a local fallback layer behind the LiteLLM gateway so Claude Code sessions never stall mid-task; pair it with cheap DeepSeek/GLM models for overflow and log account switches to Slack."
    }
   ],
   "link": "https://github.com/devdock-ai/claude-unlimited",
   "open_source": true
  },
  {
   "id": "claude-watch",
   "name": "Claude Watch",
   "what": "A free GitHub repo that lets Claude watch any video frame by frame and listen to audio, enabling summarization, key moment extraction, and note generation from YouTube, TikTok, or local files.",
   "where": "GitHub (free repo)",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7665754838554250518",
     "author": "nathanhodgson.ai",
     "posted": "20260723",
     "views": 58300,
     "one_line": "Claude Watch is a free GitHub repo that lets Claude watch and analyze any video.",
     "idea": "Integrate Claude Watch into the shop's content pipeline to automatically generate summaries and key moments from competitor videos or trending TikToks, feeding insights into Monday.com for content planning."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cloud-run",
   "name": "Cloud Run",
   "what": "Google's serverless platform for deploying and running containerized apps",
   "where": "cloud.google.com/run",
   "category": "infra",
   "cost": "Pay-per-use",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.amirtech/video/7678775496020380942",
     "author": "ai.amirtech",
     "posted": "20260827",
     "views": 1059,
     "one_line": "Google released official Claude Code skills for Firebase, Cloud Run, and Gemini to streamline AI-assisted development.",
     "idea": "Add Google's official Claude Code skills (Firebase, Cloud Run, Gemini) to the shop's Claude Code setup to speed up building client portals, deploying services, and creating AI tools; document the workflow for thestochasticparrot.com readers."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cloudflare",
   "name": "Cloudflare",
   "what": "Alternative hosting/deployment platform",
   "where": "cloudflare.com",
   "category": "infra",
   "cost": "Free tier available",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cloudflare-os",
   "name": "cloudflare-os",
   "what": "Open-sourced internal AI productivity platform with sandboxed 'gadgets' (per-app sandboxes), gatekeepers for OAuth/logging/async action approval, built on Durable Objects + Dynamic Workers, agents write and execute code, capability-based security, shareable blueprints",
   "where": "https://github.com/cloudflare/cloudflare-os",
   "category": "ai-agent",
   "cost": "free/open-source (Cloudflare account for deployment)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7670605977304960270",
     "author": "whitewhoadie",
     "posted": "20260805",
     "views": 57300,
     "one_line": "Cloudflare open-sourced its internal AI OS with sandboxed gadgets and OAuth gatekeepers for agents.",
     "idea": "Deploy cloudflare-os on the shop's Cloudflare account to host sandboxed agent 'gadgets' that wrap the LiteLLM gateway, Slack, Monday.com, and trading-data APIs behind gatekeepers, giving the DGX Spark/Claude Code stack a capability-scoped agent OS with per-action approval and audit logging."
    }
   ],
   "link": "https://github.com/cloudflare/cloudflare-os",
   "open_source": true
  },
  {
   "id": "co-work",
   "name": "Co-work",
   "what": "Tool where the RCAD skill is invoked to research, plan, and produce a cartoon-style commercial",
   "where": "co-work (app/platform referenced in video)",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7640705714633051422",
     "author": "carter.braydon",
     "posted": "20260517",
     "views": 509800,
     "one_line": "Tutorial showing how to install a GitHub Claude skill to generate cartoon-style commercial videos.",
     "idea": "Install the RCAD Claude skill on the DGX Spark and wire it into the LiteLLM gateway so the shop can auto-generate cartoon-style promo videos for thestochasticparrot.com from a website URL, then post them via Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "codegraff",
   "name": "Codegraff",
   "what": "Open-source AI agent OS in Zig with persistent memory, tool execution, sub-agent orchestration, and a self-improving evolution loop for coding strategies",
   "where": "GitHub: justrach/codegraff",
   "category": "ai-agent",
   "cost": "free/open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7677471118512491797",
     "author": "github.signals",
     "posted": "20260824",
     "views": 13100,
     "one_line": "Open-source Zig-based AI agent OS with persistent memory and a self-improving evolution loop",
     "idea": "Prototype Codegraff as the persistent agent runtime behind the shop's LiteLLM gateway on the DGX Spark, letting cheap DeepSeek/GLM models accumulate memory across Slack and Monday.com tasks and self-improve their own coding strategies over time."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "composio",
   "name": "Composio",
   "what": "Connects Claude/ChatGPT to many apps via MCP connectors so you can work inside those apps from the chat interface",
   "where": "composio.dev",
   "category": "automation",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@the.ai.solopreneur/video/7665043865602198806",
     "author": "the.ai.solopreneur",
     "posted": "20260721",
     "views": 82200,
     "one_line": "Tutorial on connecting Claude to apps via Composio MCP connectors.",
     "idea": "Use Composio MCP connectors to wire Claude Code into the shop's Slack, Monday.com, and LiteLLM gateway so the agent can read/write tasks and route model calls directly from chat."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "copilot",
   "name": "Copilot",
   "what": "AI coding assistant that integrates with Open Montage for video production workflows.",
   "where": "https://github.com/features/copilot",
   "category": "coding",
   "cost": "Free for individuals, paid plans for businesses",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7671419649484983566",
     "author": "ai.honeycove",
     "posted": "20260807",
     "views": 82100,
     "one_line": "Open Montage turns Claude Code into a free automated video studio with AI agents for research, scripting, and editing.",
     "idea": "Integrate Open Montage into the shop's AI/media pipeline to automate video content creation for news articles or marketing, leveraging existing Claude Code and cheap models via LiteLLM gateway, and potentially use it for generating video summaries of trading data projects."
    }
   ],
   "link": "https://github.com/features/copilot",
   "open_source": false
  },
  {
   "id": "cube-sandbox",
   "name": "cube sandbox",
   "what": "Instant secure sandboxes so agents can run code without touching your machine",
   "where": "GitHub (open source)",
   "category": "infra",
   "cost": "free/open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7660254429597273358",
     "author": "johann_andre",
     "posted": "20260708",
     "views": 1427,
     "one_line": "Three open-source GitHub repos giving AI agents research, local memory, and secure code sandboxes.",
     "idea": "Integrate last30days, local agent memory, and cube sandbox into the shop's LiteLLM gateway and Claude Code workflow to give agents persistent memory and safe code execution for research and trading-data projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "cursor-composer",
   "name": "Cursor Composer",
   "what": "AI coding tool for building better app designs/front ends",
   "where": "Cursor IDE",
   "category": "coding",
   "cost": "subscription",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@sina.growthtech/video/7645926003889458445",
     "author": "sina.growthtech",
     "posted": "20260531",
     "views": 9319,
     "one_line": "Demonstrates using ChatGPT Codex to spawn Claude subagents for better front-end design in a multi-agent coding workflow.",
     "idea": "Build a multi-agent orchestration workflow for the shop's coding projects: use a primary coding agent (e.g., Claude Code) as orchestrator to spawn specialized subagents (e.g., DeepSeek/GLM via LiteLLM) for front-end design, then integrate results into the shop's internal tools and Slack/Monday.com pipelines."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "deepspec",
   "name": "DeepSpec",
   "what": "Open-source toolkit that speeds up inference for open AI models using chunked speculative decoding (DSpark), compatible with DeepSeek, Qwen, and Gemma models.",
   "where": "GitHub (free, MIT license)",
   "category": "infra",
   "cost": "Free (MIT license)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7657831550368763149",
     "author": "jgoldieseo",
     "posted": "20260702",
     "views": 11700,
     "one_line": "DeepSeek's free open-source DeepSpec toolkit speeds up open AI models via chunked speculative decoding.",
     "idea": "Benchmark DeepSpec on the DGX Spark with local Qwen/Gemma models behind the LiteLLM gateway, then publish a latency/cost comparison post on thestochasticparrot.com and wire the fastest config into the shop's Slack/Claude Code workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "diplomacy-open-source-experiment",
   "name": "Diplomacy (open-source experiment)",
   "what": "Strategy game harness where LLMs negotiate, ally, and betray each other; code public on GitHub",
   "where": "GitHub (linked in video)",
   "category": "research",
   "cost": "free/open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@sarainwondertech/video/7513553833750990102",
     "author": "sarainwondertech",
     "posted": "20250608",
     "views": 26200,
     "one_line": "AI models play Diplomacy; ChatGPT o3 wins by deception, DeepSeek cheap and dramatic, Claude too trusting.",
     "idea": "Run a similar multi-model Diplomacy or negotiation benchmark through the LiteLLM gateway using cheap DeepSeek/GLM models vs Claude, then publish a cost-vs-deception/alignment writeup on thestochasticparrot.com with charts and a reproducible GitHub repo."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "donkey-cut",
   "name": "Donkey Cut",
   "what": "Free open-source browser-based video editor with an AI creative director sidebar that generates video, images, voiceovers, and music from chat prompts; supports local or cloud projects and a Mac companion app for local transcription/screen recording",
   "where": "GitHub: donkeycut/donkey",
   "category": "media-gen",
   "cost": "Free, open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7676484460098915600",
     "author": "github.signals",
     "posted": "20260821",
     "views": 73400,
     "one_line": "Open-source browser video editor with an AI creative director sidebar that generates media from chat.",
     "idea": "Run Donkey Cut's AI generation through the LiteLLM gateway so the shop's cheap DeepSeek/GLM models handle script-to-scene prompts, then pipe generated clips into the existing image/video generation pipeline for client social cuts."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "elevenlabs-mcp-server",
   "name": "ElevenLabs MCP server",
   "what": "Connects AI agents to ElevenLabs text-to-speech and voice generation capabilities",
   "where": "Listed in the AI skills/MCP server library website mentioned in the video",
   "category": "media-gen",
   "cost": "Unknown (likely free tier / paid API)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@futureshiftt/video/7675937485834292488",
     "author": "futureshiftt",
     "posted": "20260820",
     "views": 32100,
     "one_line": "Showcases a website library of thousands of AI skills and MCP servers for Claude and ChatGPT.",
     "idea": "Build a curated internal directory of MCP servers and Claude skills relevant to the shop's stack (LiteLLM, Slack, Monday.com, image/video gen, trading data) and expose it via the LiteLLM gateway so agents can one-click install them."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "emil-kowalski-design-skill",
   "name": "Emil Kowalski Design Skill",
   "what": "Adds motion to UI components in Claude-generated designs",
   "where": "Claude Skill (not specified)",
   "category": "ai-agent",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7654197612857298184",
     "author": "nocode.joshua",
     "posted": "20260622",
     "views": 94100,
     "one_line": "TikTok listing 10 Claude Skills for designers, covering motion, UI/UX, brand kits, and code generation.",
     "idea": "Use these Claude Skills to rapidly prototype and audit client websites, then offer a 'design system extraction' service that pulls brand assets from existing sites for small businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "etsy",
   "name": "Etsy",
   "what": "Marketplace to sell print-on-demand and personalized products",
   "where": "etsy.com",
   "category": "marketing",
   "cost": "listing fees + transaction fees",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@androoagi/video/7647731853352275231",
     "author": "androoagi",
     "posted": "20260605",
     "views": 29700,
     "one_line": "Three AI-agent business ideas: print-on-demand Etsy stores, service agencies, and AI influencers.",
     "idea": "Build an AI-agent-run print-on-demand storefront (Etsy or own site) using GPT Image for designs and Printify for fulfillment, with agents handling listing copy, SEO, and customer messages; optionally pair with an AI influencer character to drive traffic."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "exploding-topics",
   "name": "Exploding Topics",
   "what": "Collects and shows fast-growing topics and trends to help find product ideas.",
   "where": "explodingtopics.com",
   "category": "research",
   "cost": "Freemium (free tier available, paid plans)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@promptwarrior/video/7486132552806239510",
     "author": "promptwarrior",
     "posted": "20250326",
     "views": 47800,
     "one_line": "Video presents three tools for finding product ideas: Exploding Topics, Gummy Search, and Ahrefs.",
     "idea": "Use these tools to identify trending topics and user pain points, then build AI-powered solutions (e.g., AI video editor) and monetize via the shop's AI/media services."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "extract-design-system-ai-skill",
   "name": "Extract Design System AI Skill",
   "what": "Pulls colors, typography, spacing, shadows from any public website",
   "where": "Claude Skill (not specified)",
   "category": "coding",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7654197612857298184",
     "author": "nocode.joshua",
     "posted": "20260622",
     "views": 94100,
     "one_line": "TikTok listing 10 Claude Skills for designers, covering motion, UI/UX, brand kits, and code generation.",
     "idea": "Use these Claude Skills to rapidly prototype and audit client websites, then offer a 'design system extraction' service that pulls brand assets from existing sites for small businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "fal-ai",
   "name": "Fal.ai",
   "what": "Hosted API platform for running generative media models like Veo 3, with async job status polling",
   "where": "fal.ai",
   "category": "infra",
   "cost": "Pay-per-use API credits",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@duncanrogoff/video/7517094968515775758",
     "author": "duncanrogoff",
     "posted": "20250618",
     "views": 244700,
     "one_line": "Automated n8n workflow using Google Veo 3 and Fal.ai to mass-produce viral AI yeti vlog videos.",
     "idea": "Build a 'viral character vlog' generator for the shop: an n8n/LiteLLM pipeline that uses a detailed system prompt to create character vlogs (e.g., a mascot or trading-bot persona), calls Veo 3 via Fal.ai, polls for completion, and auto-publishes to socials—then offer it as a paid template or service on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "faster-whisper",
   "name": "faster-whisper",
   "what": "Transcribes video and audio files as part of Graphify's second pass to include media content in the knowledge graph.",
   "where": "Open source library",
   "category": "media-gen",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "feynman",
   "name": "Feynman",
   "what": "Open-source AI agent that reads scientific papers, checks their code repositories, and writes verified research summaries using four internal agents (research, review, write, verify).",
   "where": "GitHub: advaitpaliwal/feynman",
   "category": "research",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7682794082082557192",
     "author": "github.signals",
     "posted": "20260907",
     "views": 59600,
     "one_line": "Feynman is an open-source AI agent that reads papers, checks code, and writes verified research briefs.",
     "idea": "Run Feynman on the DGX Spark via the LiteLLM gateway with cheap DeepSeek/GLM models to auto-generate verified research briefs on AI/ML papers, then post the briefs to thestochasticparrot.com and share highlights in Slack."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "find-skills",
   "name": "Find Skills",
   "what": "Skill that matches a user's task description to the best Claude skill from a large library",
   "where": "Claude skills library (link in video comments)",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.honeycove/video/7651837704124009741",
     "author": "ai.honeycove",
     "posted": "20260616",
     "views": 231700,
     "one_line": "Video explains using Claude Skills, the Find Skills matcher, and a security audit page to safely install skills.",
     "idea": "Build a curated, security-audited Claude Skills directory for the shop's internal workflows (LiteLLM gateway, Slack, Monday.com, trading data) and publish a short review/audit series on thestochasticparrot.com to attract AI-tooling readers."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "firebase",
   "name": "Firebase",
   "what": "Google's app development platform for building client portals and apps",
   "where": "firebase.google.com",
   "category": "infra",
   "cost": "Free tier + paid",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.amirtech/video/7678775496020380942",
     "author": "ai.amirtech",
     "posted": "20260827",
     "views": 1059,
     "one_line": "Google released official Claude Code skills for Firebase, Cloud Run, and Gemini to streamline AI-assisted development.",
     "idea": "Add Google's official Claude Code skills (Firebase, Cloud Run, Gemini) to the shop's Claude Code setup to speed up building client portals, deploying services, and creating AI tools; document the workflow for thestochasticparrot.com readers."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "g-stack",
   "name": "G-stack",
   "what": "A free AI agent system that simulates a 30-person company with roles like CEO, engineering manager, and QA lead that communicate in sequence, with memory to avoid repeating mistakes.",
   "where": "Website mentioned in video (not specified in transcript)",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@bengusberg/video/7677437944822631694",
     "author": "bengusberg",
     "posted": "20260824",
     "views": 13300,
     "one_line": "Promotes G-stack, a free AI agent system simulating a 30-person company for solo founders.",
     "idea": "Build a similar multi-agent orchestration system for the shop's internal workflows, using cheap models via LiteLLM to simulate roles like researcher, writer, and editor for content generation or trading analysis."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ga4",
   "name": "GA4",
   "what": "Web analytics service for tracking website traffic, conversions, and user behavior",
   "where": "analytics.google.com",
   "category": "data/finance",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@restructureai/video/7673353459688574226",
     "author": "restructureai",
     "posted": "20260813",
     "views": 139200,
     "one_line": "Explains a $15k agentic AI marketing system with 10 agents integrating HubSpot, Meta Ads, GA4, Klaviyo, Webflow.",
     "idea": "Build a similar agentic marketing system for the shop using Claude Code and cheap models via LiteLLM, integrating with Slack and Monday.com for orchestration and human review, and offering it as a service to local businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gemini-2-5",
   "name": "Gemini 2.5",
   "what": "Google model; strongest strategic play in the experiment until it was betrayed",
   "where": "Google Gemini",
   "category": "ai-agent",
   "cost": "free tier / paid API",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@sarainwondertech/video/7513553833750990102",
     "author": "sarainwondertech",
     "posted": "20250608",
     "views": 26200,
     "one_line": "AI models play Diplomacy; ChatGPT o3 wins by deception, DeepSeek cheap and dramatic, Claude too trusting.",
     "idea": "Run a similar multi-model Diplomacy or negotiation benchmark through the LiteLLM gateway using cheap DeepSeek/GLM models vs Claude, then publish a cost-vs-deception/alignment writeup on thestochasticparrot.com with charts and a reproducible GitHub repo."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "github",
   "name": "GitHub",
   "what": "Stores the website's code so an AI agent can modify it",
   "where": "github.com",
   "category": "infra",
   "cost": "Free tier available",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "github-integration-skill",
   "name": "GitHub integration skill",
   "what": "Lets AI agents interact with GitHub repositories, issues, and code",
   "where": "Listed in the AI skills/MCP server library website mentioned in the video",
   "category": "coding",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@futureshiftt/video/7675937485834292488",
     "author": "futureshiftt",
     "posted": "20260820",
     "views": 32100,
     "one_line": "Showcases a website library of thousands of AI skills and MCP servers for Claude and ChatGPT.",
     "idea": "Build a curated internal directory of MCP servers and Claude skills relevant to the shop's stack (LiteLLM, Slack, Monday.com, image/video gen, trading data) and expose it via the LiteLLM gateway so agents can one-click install them."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "glm-5-1",
   "name": "GLM 5.1",
   "what": "744B parameter open-source model, MIT license, tops coding leaderboard",
   "where": "GPUAI",
   "category": "ai-agent",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "glm-5-2",
   "name": "GLM 5.2",
   "what": "Open-source LLM used for building games, 3D shooters, and agent workflows",
   "where": "Open-source release (China); link in bio",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7652031359262674194",
     "author": "future.with.ai98",
     "posted": "20260616",
     "views": 61400,
     "one_line": "Promo for GLM 5.2 open-source model used to build games inside an agent OS.",
     "idea": "Publish a guide on wiring GLM 5.2 into the shop's LiteLLM gateway as a cheap DeepSeek/GLM alternative, with a demo agent team (Claude + GLM) building a small game or trading dashboard on the DGX Spark."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "godmode",
   "name": "Godmode",
   "what": "Single HTML file that queries 50+ AI models (ChatGPT, Claude, Gemini, Grok, etc.) in parallel from one prompt and ranks the best answer, running locally in the browser",
   "where": "GitHub (search 'Godmode' open-source project)",
   "category": "ai-agent",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathan.moore326/video/7657797964101995789",
     "author": "nathan.moore326",
     "posted": "20260702",
     "views": 1576,
     "one_line": "Promo for Godmode, a free open-source HTML tool that runs 50+ AI models in parallel and ranks answers.",
     "idea": "Prototype a similar local single-file 'model race' UI that fans out one prompt across the shop's LiteLLM gateway (Claude Code, DeepSeek, GLM, etc.), ranks responses, and logs results to Slack/Monday.com for internal eval and content generation."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "google-ai-skills-for-claude",
   "name": "Google AI Skills for Claude",
   "what": "Official Google-provided skill instructions that teach Claude Code step-by-step workflows for Google tools like Firebase, Cloud Run, and Gemini",
   "where": "Google (official skills library, link via video creator)",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.amirtech/video/7678775496020380942",
     "author": "ai.amirtech",
     "posted": "20260827",
     "views": 1059,
     "one_line": "Google released official Claude Code skills for Firebase, Cloud Run, and Gemini to streamline AI-assisted development.",
     "idea": "Add Google's official Claude Code skills (Firebase, Cloud Run, Gemini) to the shop's Claude Code setup to speed up building client portals, deploying services, and creating AI tools; document the workflow for thestochasticparrot.com readers."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "google-drive",
   "name": "Google Drive",
   "what": "Cloud storage where generated videos are automatically saved",
   "where": "drive.google.com",
   "category": "productivity",
   "cost": "Free tier; paid Google One plans",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@duncanrogoff/video/7517094968515775758",
     "author": "duncanrogoff",
     "posted": "20250618",
     "views": 244700,
     "one_line": "Automated n8n workflow using Google Veo 3 and Fal.ai to mass-produce viral AI yeti vlog videos.",
     "idea": "Build a 'viral character vlog' generator for the shop: an n8n/LiteLLM pipeline that uses a detailed system prompt to create character vlogs (e.g., a mascot or trading-bot persona), calls Veo 3 via Fal.ai, polls for completion, and auto-publishes to socials—then offer it as a paid template or service on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "google-gemini",
   "name": "Google Gemini",
   "what": "Processes large exported ChatGPT JSON/HTML files to generate insights",
   "where": "gemini.google.com",
   "category": "ai-agent",
   "cost": "Free tier available; Advanced $19.99/month",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7550649596666596616",
     "author": "nocode.joshua",
     "posted": "20250916",
     "views": 129700,
     "one_line": "Prompt to build a ChatGPT usage dashboard using Gemini and Canvas mode.",
     "idea": "Create a similar dashboard tool for the shop's LiteLLM gateway that analyzes conversation logs across Claude Code, DeepSeek, and GLM to provide usage insights and recommendations."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "google-veo-3",
   "name": "Google Veo 3",
   "what": "Generates hyper-realistic 8-second videos with synchronized audio from text prompts",
   "where": "Google (via Gemini/Vertex AI)",
   "category": "media-gen",
   "cost": "Paid API / Google AI subscription",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@duncanrogoff/video/7517094968515775758",
     "author": "duncanrogoff",
     "posted": "20250618",
     "views": 244700,
     "one_line": "Automated n8n workflow using Google Veo 3 and Fal.ai to mass-produce viral AI yeti vlog videos.",
     "idea": "Build a 'viral character vlog' generator for the shop: an n8n/LiteLLM pipeline that uses a detailed system prompt to create character vlogs (e.g., a mascot or trading-bot persona), calls Veo 3 via Fal.ai, polls for completion, and auto-publishes to socials—then offer it as a paid template or service on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "google-workspaces",
   "name": "Google Workspaces",
   "what": "Gives agents access to Gmail, Google Drive, Google Calendar, etc.",
   "where": "workspace.google.com",
   "category": "productivity",
   "cost": "paid subscription",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@tristanwaddellx/video/7639177050137349389",
     "author": "tristanwaddellx",
     "posted": "20260513",
     "views": 49800,
     "one_line": "Top five integrations for OpenClaw/Hermes AI agents: Firecrawl, Browserbase, Google Workspaces, YouTube Transcripts, Apify.",
     "idea": "Build a 'tool shelf' integration guide and LiteLLM-gateway-compatible wrapper for these five agent tools, then publish a comparison post on thestochasticparrot.com showing token/cost savings for each in a real agent workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gpt",
   "name": "GPT",
   "what": "AI model used to refine and expand content ideas.",
   "where": "OpenAI API",
   "category": "ai-agent",
   "cost": "Paid (API usage)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gpt-image",
   "name": "GPT Image",
   "what": "Generates product designs/images for print-on-demand stores",
   "where": "OpenAI ChatGPT / API",
   "category": "media-gen",
   "cost": "paid (API usage)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@androoagi/video/7647731853352275231",
     "author": "androoagi",
     "posted": "20260605",
     "views": 29700,
     "one_line": "Three AI-agent business ideas: print-on-demand Etsy stores, service agencies, and AI influencers.",
     "idea": "Build an AI-agent-run print-on-demand storefront (Etsy or own site) using GPT Image for designs and Printify for fulfillment, with agents handling listing copy, SEO, and customer messages; optionally pair with an AI influencer character to drive traffic."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gpt-realtime-2",
   "name": "GPT Realtime 2",
   "what": "Real-time voice model with GPT-5 class reasoning",
   "where": "OpenAI",
   "category": "ai-agent",
   "cost": "Unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gpt-realtime-translate",
   "name": "GPT Realtime Translate",
   "what": "Live speech translation across 70+ languages",
   "where": "OpenAI",
   "category": "ai-agent",
   "cost": "Unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gpt-realtime-whisper",
   "name": "GPT Realtime Whisper",
   "what": "Streaming transcription as you speak",
   "where": "OpenAI",
   "category": "ai-agent",
   "cost": "Unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "graphify",
   "name": "Graphify",
   "what": "Turns any repository into a queryable knowledge graph for AI coding assistants, reducing token costs and improving answer accuracy.",
   "where": "Open source, likely on GitHub (not specified in transcript)",
   "category": "coding",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "graphiti",
   "name": "Graphiti",
   "what": "Open source Python library that turns conversations into a temporal knowledge graph for AI agent memory, storing facts with time windows so outdated info is invalidated rather than deleted, enabling temporal queries.",
   "where": "Open source Python library (likely GitHub)",
   "category": "ai-agent",
   "cost": "Free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@mingdaoai/video/7683169742944816398",
     "author": "mingdaoai",
     "posted": "20260908",
     "views": 1225,
     "one_line": "Graphiti is an open source temporal knowledge graph library giving AI agents memory that tracks changing facts over time.",
     "idea": "Integrate Graphiti as the memory layer for the shop's AI agents (e.g., Claude Code workflows or LiteLLM gateway agents) so they retain user preferences and project context across sessions, and publish a blog post or tutorial on thestochasticparrot.com comparing Graphiti with other agent-memory approaches."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "grilleme-codex-skill",
   "name": "Grilleme Codex skill",
   "what": "Orchestrates Claude and Codex to debate and refine a project plan over up to five rounds before execution.",
   "where": "Created by chase_ai_ (TikTok); based on Matt Pocock's Grilleme skill",
   "category": "ai-agent",
   "cost": "Free (community skill)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7671040142617971981",
     "author": "chase_ai_",
     "posted": "20260806",
     "views": 15300,
     "one_line": "A skill that makes Claude and Codex debate a plan until agreement, then execute.",
     "idea": "Build a LiteLLM-gateway-backed multi-model debate skill for the shop's coding agents (Claude Code + DeepSeek/GLM) that auto-critiques and refines plans before execution, logging rounds to Slack/Monday for review."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "grilleme-skill",
   "name": "Grilleme skill",
   "what": "Matt Pocock's skill for generating robust plans with Claude.",
   "where": "Matt Pocock (likely GitHub)",
   "category": "ai-agent",
   "cost": "Free (community skill)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7671040142617971981",
     "author": "chase_ai_",
     "posted": "20260806",
     "views": 15300,
     "one_line": "A skill that makes Claude and Codex debate a plan until agreement, then execute.",
     "idea": "Build a LiteLLM-gateway-backed multi-model debate skill for the shop's coding agents (Claude Code + DeepSeek/GLM) that auto-critiques and refines plans before execution, logging rounds to Slack/Monday for review."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "grok-4-3",
   "name": "Grok 4.3",
   "what": "Advanced reasoning model scoring 98% on benchmarks, excels at math and code",
   "where": "X or API",
   "category": "ai-agent",
   "cost": "Free via X, API pricing unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "grok-bot",
   "name": "Grok Bot",
   "what": "Always-on AI teammates with their own cloud computer that use your apps, keep working when your laptop is closed, learn routines, and collaborate; no model picker",
   "where": "xAI / Grok product",
   "category": "ai-agent",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@itsmariahbrunner/video/7678679198566829326",
     "author": "itsmariahbrunner",
     "posted": "20260827",
     "views": 4873,
     "one_line": "Comparison of OpenClaw vs Grok Bot, arguing model-switching flexibility beats convenience.",
     "idea": "Prototype an OpenClaw-style always-on agent on the DGX Spark that runs in Slack and routes through the LiteLLM gateway, so the shop can hot-swap between Claude, DeepSeek/GLM, and local models per task; log runs to Monday.com and expose a trading-data agent as a demo."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gsd-get-shit-done",
   "name": "GSD (Get Shit Done)",
   "what": "Spec-driven development framework on top of Claude Code handling sub-agents and context window rot",
   "where": "GitHub",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7653531329849576718",
     "author": "dtpw4b8o",
     "posted": "20260620",
     "views": 760,
     "one_line": "TikTok listing five GitHub repos to boost Claude Code projects, including design, spec-driven dev, and n8n MCP tools.",
     "idea": "Wire the n8n MCP server into the shop's LiteLLM/Claude Code setup so the team can auto-generate n8n workflows for Slack, Monday.com, and trading-data pipelines from natural language, and use UI UX Pro Max to standardize front-end design for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "gummy-search",
   "name": "Gummy Search",
   "what": "Reddit analysis tool that lets you create subreddit groups and use AI to extract user pains and challenges from comments.",
   "where": "gummysearch.com",
   "category": "research",
   "cost": "Paid (free trial available)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@promptwarrior/video/7486132552806239510",
     "author": "promptwarrior",
     "posted": "20250326",
     "views": 47800,
     "one_line": "Video presents three tools for finding product ideas: Exploding Topics, Gummy Search, and Ahrefs.",
     "idea": "Use these tools to identify trending topics and user pain points, then build AI-powered solutions (e.g., AI video editor) and monetize via the shop's AI/media services."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "h3max",
   "name": "H3Max",
   "what": "Post-trained/optimized version of MiniMax H3 by Fal that generates a 5-second 720p video in under 3 seconds (~35x throughput)",
   "where": "Fal (fal.ai)",
   "category": "media-gen",
   "cost": "paid API (Fal pricing)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@rockheouo8e/video/7683129623869181198",
     "author": "rockheouo8e",
     "posted": "20260908",
     "views": 515,
     "one_line": "MiniMax H3 video model optimized by Fal into H3Max, fast enough for endless AI-generated TV.",
     "idea": "Build an always-on AI-generated video channel for thestochasticparrot.com: pipe H3Max (or a self-hosted MiniMax H3 on the DGX Spark) into a livestream where Slack/chat viewers prompt the next scene, and auto-post highlight clips to Monday.com and socials."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "hailuo",
   "name": "Hailuo",
   "what": "AI video generation model accessible via HiggsField MCP",
   "where": "via HiggsField MCP in Claude",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "headroom",
   "name": "Headroom",
   "what": "Sits between user and AI model, compressing/removing unnecessary context to reduce token usage while preserving results.",
   "where": "Link in video description",
   "category": "infra",
   "cost": "Not specified",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@milesreevesai/video/7671053862857477408",
     "author": "milesreevesai",
     "posted": "20260806",
     "views": 805300,
     "one_line": "Video showcases five Claude Code plugins for unlimited tokens, memory, efficiency, and coding insight.",
     "idea": "Test OmniRoute with the LiteLLM gateway to see if it can reduce costs by routing to free providers; if effective, integrate it into the shop's Claude Code workflow and document token savings for the blog."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "hermes",
   "name": "Hermes",
   "what": "AI agent mentioned as an option for the same research/content tasks",
   "where": "Not specified",
   "category": "ai-agent",
   "cost": "Unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "hermes-kanban",
   "name": "Hermes Kanban",
   "what": "AI Kanban board where agents plan ideas, wait for approval, then build them while logging context to memory",
   "where": "Not specified in video",
   "category": "ai-agent",
   "cost": "Not mentioned",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7683991622538890509",
     "author": "jgoldieseo",
     "posted": "20260911",
     "views": 16000,
     "one_line": "Demo of Hermes Kanban, an AI agent board that plans and builds approved ideas.",
     "idea": "Prototype a similar approval-gated agent board for the shop's Monday.com/Slack workflow: drop an idea, have cheap DeepSeek/GLM agents draft a plan, require one Slack approval, then auto-build and log context to memory."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "hubspot",
   "name": "HubSpot",
   "what": "CRM and marketing automation platform used for managing contacts, deals, and marketing campaigns",
   "where": "hubspot.com",
   "category": "marketing",
   "cost": "Freemium; paid plans from $20/month",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@restructureai/video/7673353459688574226",
     "author": "restructureai",
     "posted": "20260813",
     "views": 139200,
     "one_line": "Explains a $15k agentic AI marketing system with 10 agents integrating HubSpot, Meta Ads, GA4, Klaviyo, Webflow.",
     "idea": "Build a similar agentic marketing system for the shop using Claude Code and cheap models via LiteLLM, integrating with Slack and Monday.com for orchestration and human review, and offering it as a service to local businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "hugging-bay",
   "name": "Hugging Bay",
   "what": "Torrent-based distribution site for open-source LLM weights; provides magnet links and hashes instead of hosting files",
   "where": "huggingbay.xyz",
   "category": "infra",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@flyry.gen/video/7678662585738218765",
     "author": "flyry.gen",
     "posted": "20260827",
     "views": 1148,
     "one_line": "A torrent site called Hugging Bay distributes open-source LLM weights peer-to-peer via magnet links.",
     "idea": "Cover the Hugging Bay as a news item on thestochasticparrot.com and test whether torrent distribution is a viable fallback for pulling large open-weight models onto the DGX Spark when Hugging Face is slow or gated; write up a short guide on magnet-link model downloads."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "humanizer",
   "name": "Humanizer",
   "what": "Flags 33 AI-writing tells based on Wikipedia's guide to identify AI-generated text, helping remove AI slop from content",
   "where": "GitHub (repo name not specified in video)",
   "category": "coding",
   "cost": "free (open-source GitHub repo)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7666928061836758304",
     "author": "jackroberts____",
     "posted": "20260726",
     "views": 11700,
     "one_line": "Promotes a GitHub 'Humanizer' skill that removes AI writing tells using Wikipedia's detection guide.",
     "idea": "Run Humanizer over the shop's landing pages, proposals, and blog posts before publishing to strip AI tells and preserve reader trust; optionally wrap it into the LiteLLM gateway or a Slack command so drafts get auto-checked before they go out."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "hyperframes",
   "name": "Hyperframes",
   "what": "AI-powered video editing tool that can edit entire videos without traditional editors like CapCut or Premiere Pro.",
   "where": "GitHub (open source)",
   "category": "media-gen",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7664711831499443488",
     "author": "jackroberts____",
     "posted": "20260720",
     "views": 21000,
     "one_line": "Three free open-source GitHub repos to replace paid AI chat, image/video generation, and video editing subscriptions.",
     "idea": "Self-host LibreChat on the DGX Spark behind the LiteLLM gateway so the team can use GPT/Claude/Gemini with per-use billing, and wire OpenGenerative/Hyperframes into the existing image/video generation pipeline to cut subscription costs."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "i-have-adhd",
   "name": "i-have-adhd",
   "what": "A single text file/skill that makes coding agents answer first and cut verbose explanations, saving tokens.",
   "where": "GitHub (search 'i-have-adhd')",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7683618095503510797",
     "author": "johann_andre",
     "posted": "20260909",
     "views": 1155,
     "one_line": "Three trending GitHub AI repos for coding agents: concise answers, editorial diagrams, and agent OS.",
     "idea": "Use diagram-design to offer a paid 'editorial diagram' service for client pitch decks, process maps, and SOPs, and integrate i-have-adhd into the shop's Claude Code/LiteLLM agent workflows to reduce token costs."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "image-to-3js",
   "name": "Image to 3JS",
   "what": "Converts images into 3D models in the browser using Three.js code",
   "where": "not specified",
   "category": "media-gen",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7669891653683006733",
     "author": "chase_ai_",
     "posted": "20260803",
     "views": 78600,
     "one_line": "Video lists five free plugins to improve front-end design with Claude Code.",
     "idea": "Use these plugins to speed up front-end design for client projects or internal tools, and create a blog post or tutorial on thestochasticparrot.com about integrating them into a Claude Code workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "image-to-code",
   "name": "Image To Code",
   "what": "Turns a visual reference into a real coded website without losing design details",
   "where": "Claude Skill (not specified)",
   "category": "coding",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7654197612857298184",
     "author": "nocode.joshua",
     "posted": "20260622",
     "views": 94100,
     "one_line": "TikTok listing 10 Claude Skills for designers, covering motion, UI/UX, brand kits, and code generation.",
     "idea": "Use these Claude Skills to rapidly prototype and audit client websites, then offer a 'design system extraction' service that pulls brand assets from existing sites for small businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "inkling",
   "name": "Inkling",
   "what": "Open-weights AI model from Thinking Machines designed for self-customization; can write and run its own fine-tuning jobs and has a controllable thinking-effort dial",
   "where": "Public platform (open weights); Thinking Machines lab",
   "category": "ai-agent",
   "cost": "Open-weights (free to download/tinker)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ai.samaritan/video/7662877318699846919",
     "author": "ai.samaritan",
     "posted": "20260715",
     "views": 145500,
     "one_line": "Thinking Machines' open-weights Inkling model fine-tunes itself and offers a controllable thinking-effort dial.",
     "idea": "Prototype a self-improving fine-tune loop on the DGX Spark: use Inkling's open weights plus Claude Code/DeepSeek to auto-generate training jobs for niche tasks (e.g., trading-signal summarization or news-style rewriting), then publish a writeup on thestochasticparrot.com comparing token cost vs. quality."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "iris",
   "name": "Iris",
   "what": "CLI tool that renders live web pages in your actual Chrome browser and captures retina-quality screenshots, giving coding agents visual ground truth for UI verification",
   "where": "github.com/brijr/iris (open source)",
   "category": "ai-agent",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7684548977290775829",
     "author": "github.signals",
     "posted": "20260912",
     "views": 36400,
     "one_line": "Open-source CLI giving AI coding agents a Chrome-based camera to visually verify web pages.",
     "idea": "Wire Iris into our Claude Code / LiteLLM agent workflow so agents can screenshot and visually verify generated pages (e.g., thestochasticparrot.com layouts or client sites) before committing code, and write a short blog post on visual-ground-truth loops for coding agents."
    }
   ],
   "link": "https://github.com/brijr/iris",
   "open_source": true
  },
  {
   "id": "kalodata",
   "name": "Kalodata",
   "what": "TikTok Shop analytics software that finds top-performing products and tracks creator saturation",
   "where": "kalodata.com",
   "category": "data/finance",
   "cost": "Paid subscription",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jonreiter/video/7490804638531308842",
     "author": "jonreiter",
     "posted": "20250408",
     "views": 195600,
     "one_line": "Guide on using AI tools to make $10k/month on TikTok Shop via print-on-demand and affiliate marketing.",
     "idea": "Use Kalodata to spot trending TikTok Shop products, generate unique designs with Sora, fulfill via Printify, and automate affiliate outreach with UpTick to scale a print-on-demand store."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "klaviyo",
   "name": "Klaviyo",
   "what": "Email and SMS marketing automation platform for e-commerce and businesses",
   "where": "klaviyo.com",
   "category": "marketing",
   "cost": "Free up to 250 contacts; paid plans from $20/month",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@restructureai/video/7673353459688574226",
     "author": "restructureai",
     "posted": "20260813",
     "views": 139200,
     "one_line": "Explains a $15k agentic AI marketing system with 10 agents integrating HubSpot, Meta Ads, GA4, Klaviyo, Webflow.",
     "idea": "Build a similar agentic marketing system for the shop using Claude Code and cheap models via LiteLLM, integrating with Slack and Monday.com for orchestration and human review, and offering it as a service to local businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "kling",
   "name": "Kling",
   "what": "AI video generation model accessible via HiggsField MCP",
   "where": "via HiggsField MCP in Claude",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "librechat",
   "name": "LibreChat",
   "what": "Open-source multi-model chat UI that unifies GPT, Claude, and Gemini in one interface using your own API keys.",
   "where": "GitHub (open source)",
   "category": "ai-agent",
   "cost": "Free (open source); pay per API usage",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7664711831499443488",
     "author": "jackroberts____",
     "posted": "20260720",
     "views": 21000,
     "one_line": "Three free open-source GitHub repos to replace paid AI chat, image/video generation, and video editing subscriptions.",
     "idea": "Self-host LibreChat on the DGX Spark behind the LiteLLM gateway so the team can use GPT/Claude/Gemini with per-use billing, and wire OpenGenerative/Hyperframes into the existing image/video generation pipeline to cut subscription costs."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "lightpanda",
   "name": "Lightpanda",
   "what": "Headless browser built from scratch in Zig for AI/automation and web scraping; 11x faster and 9x less memory than headless Chrome, works with Playwright, Puppeteer, and Chromedp via CDP port 9222",
   "where": "https://github.com/lightpanda-io/browser",
   "category": "automation",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7666487377858235661",
     "author": "whitewhoadie",
     "posted": "20260725",
     "views": 43800,
     "one_line": "Lightpanda, a Zig-built headless browser for AI scraping, faster and lighter than headless Chrome.",
     "idea": "Swap Lightpanda in as the headless browser behind the shop's scraping and agent workflows (e.g., trading-data collection and research agents) to cut memory and speed up runs on the DGX Spark, and write a comparison post on thestochasticparrot.com benchmarking it against headless Chrome."
    }
   ],
   "link": "https://github.com/lightpanda-io/browser",
   "open_source": true
  },
  {
   "id": "linkedin",
   "name": "LinkedIn",
   "what": "Social media platform where content is published automatically.",
   "where": "linkedin.com",
   "category": "marketing",
   "cost": "Free/Paid",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "llm",
   "name": "LLM",
   "what": "Runs 70B parameter models on a single 4GB GPU without quantization or performance loss",
   "where": "Install and point at Hugging Face models",
   "category": "infra",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "llm-council",
   "name": "LLM Council",
   "what": "Open-source repo that spawns multiple sub-agents to answer a question, review each other's responses, and combine them into a final answer",
   "where": "Andrej Karpathy's open-source repository (GitHub)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@johann_andre/video/7684223188749913358",
     "author": "johann_andre",
     "posted": "20260911",
     "views": 900,
     "one_line": "Creator turns Karpathy's open-source LLM Council multi-agent repo into a Claude skill for idea validation.",
     "idea": "Wrap LLM Council as a Claude Code skill in the shop's LiteLLM gateway so cheap DeepSeek/GLM models act as the council sub-agents, then expose it as a Slack slash command for idea validation on thestochasticparrot.com projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "luma",
   "name": "Luma",
   "what": "AI video generation model accessible via HiggsField MCP",
   "where": "via HiggsField MCP in Claude",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "markitdown",
   "name": "MarkItDown",
   "what": "Converts PDFs, Word, Excel, PowerPoint, and YouTube videos into clean Markdown to cut LLM token usage",
   "where": "GitHub (Microsoft, ~139k stars); official MCP server for Claude Desktop",
   "category": "automation",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@ericsocal/video/7649993877314735373",
     "author": "ericsocal",
     "posted": "20260611",
     "views": 344200,
     "one_line": "Microsoft's free MarkItDown converts documents and YouTube videos to Markdown, cutting Claude token usage up to 70%.",
     "idea": "Add MarkItDown to the LiteLLM gateway pipeline so Slack/Monday.com uploads and trading-data PDFs are auto-converted to Markdown before hitting cheap DeepSeek/GLM models, cutting token spend and improving extraction quality."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "mcp-server",
   "name": "MCP server",
   "what": "Content repurposing server that handles tasks like generating tweets, images, and videos.",
   "where": "Custom-built (mentioned as 'MCP content repurposing server')",
   "category": "ai-agent",
   "cost": "Custom development",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@stephengpope/video/7502859102675160366",
     "author": "stephengpope",
     "posted": "20250510",
     "views": 26600,
     "one_line": "Tutorial on building a Telegram AI agent with n8n to turn voice notes into publishable content.",
     "idea": "Build a similar Telegram-based AI content agent using n8n and MCP server, integrated with the shop's existing LiteLLM gateway and Slack, to automate content creation and publishing for thestochasticparrot.com, potentially offering it as a service to clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "meta-ads",
   "name": "Meta Ads",
   "what": "Advertising platform for creating and managing paid social campaigns on Facebook and Instagram",
   "where": "facebook.com/business/ads",
   "category": "marketing",
   "cost": "Ad spend based; no platform fee",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@restructureai/video/7673353459688574226",
     "author": "restructureai",
     "posted": "20260813",
     "views": 139200,
     "one_line": "Explains a $15k agentic AI marketing system with 10 agents integrating HubSpot, Meta Ads, GA4, Klaviyo, Webflow.",
     "idea": "Build a similar agentic marketing system for the shop using Claude Code and cheap models via LiteLLM, integrating with Slack and Monday.com for orchestration and human review, and offering it as a service to local businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "meta-ads-mcp",
   "name": "Meta Ads MCP",
   "what": "Official Meta MCP server that connects Meta Ads accounts to Claude so you can manage and run ad campaigns via chat",
   "where": "Added as a custom remote MCP connector in Claude (Settings > Connectors > Add custom connection)",
   "category": "marketing",
   "cost": "Free (requires Meta Ads account)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@gambill_/video/7639462596642491678",
     "author": "gambill_",
     "posted": "20260513",
     "views": 48600,
     "one_line": "Tutorial on connecting Meta Ads to Claude via the official Meta Ads MCP connector.",
     "idea": "Wire the Meta Ads MCP into the shop's LiteLLM gateway so cheap models (DeepSeek/GLM) can pull ad performance data into Slack/Monday dashboards and auto-generate campaign reports for clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "microsoft-graphrag",
   "name": "Microsoft GraphRag",
   "what": "A GraphRAG system mentioned as an alternative to Graphify, using embeddings for unstructured document retrieval.",
   "where": "Microsoft's open-source project",
   "category": "research",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "mini-swe-agent",
   "name": "mini-swe-agent",
   "what": "Open-source coding agent with a ~100-line Python loop; only tool is bash, one flat message history, each command runs in its own shell, scores 74%+ on SWE-bench verified",
   "where": "https://github.com/SWE-agent/mini-swe-agent",
   "category": "coding",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dailyaisignal/video/7685511179061447966",
     "author": "dailyaisignal",
     "posted": "20260916",
     "views": 187,
     "one_line": "Mini-SWE-agent: a 100-line open-source Python coding agent that only uses bash and scores 74% on SWE-bench.",
     "idea": "Run mini-swe-agent as a lightweight coding agent behind the LiteLLM gateway on the DGX Spark, wiring it to cheap DeepSeek/GLM models and posting run summaries to Slack; its tiny readable loop makes it a good base for a blog post or tutorial on thestochasticparrot.com comparing agent frameworks."
    }
   ],
   "link": "https://github.com/SWE-agent/mini-swe-agent",
   "open_source": true
  },
  {
   "id": "minimax-h3",
   "name": "MiniMax H3",
   "what": "Open-weight AI video generation model from Shanghai that creates short video clips",
   "where": "MiniMax (Shanghai, China)",
   "category": "media-gen",
   "cost": "open-weight (free to download/self-host)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@rockheouo8e/video/7683129623869181198",
     "author": "rockheouo8e",
     "posted": "20260908",
     "views": 515,
     "one_line": "MiniMax H3 video model optimized by Fal into H3Max, fast enough for endless AI-generated TV.",
     "idea": "Build an always-on AI-generated video channel for thestochasticparrot.com: pipe H3Max (or a self-hosted MiniMax H3 on the DGX Spark) into a livestream where Slack/chat viewers prompt the next scene, and auto-post highlight clips to Monday.com and socials."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "modal",
   "name": "Modal",
   "what": "Serverless cloud platform to run GPU-heavy models in the background",
   "where": "modal.com",
   "category": "infra",
   "cost": "Free tier + usage-based",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jensheitmann_/video/7633235134455631135",
     "author": "jensheitmann_",
     "posted": "20260427",
     "views": 12200,
     "one_line": "Three-system Claude Code workflow for social media research using Apify MCP, Meta's Tribe V2, and Modal.",
     "idea": "Build a 'brain-response content audit' service: use Apify MCP to pull a client's TikTok/IG history, run Meta's Tribe V2 on Modal, and deliver a report mapping predicted neural engagement to hooks/edits — package as a paid add-on for the shop's content clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "n8n-mcp",
   "name": "n8n MCP",
   "what": "Connects AI agents to n8n workflow automation platform",
   "where": "Listed in the AI skills/MCP server library website mentioned in the video",
   "category": "automation",
   "cost": "Free (n8n self-hosted) / paid cloud",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@futureshiftt/video/7675937485834292488",
     "author": "futureshiftt",
     "posted": "20260820",
     "views": 32100,
     "one_line": "Showcases a website library of thousands of AI skills and MCP servers for Claude and ChatGPT.",
     "idea": "Build a curated internal directory of MCP servers and Claude skills relevant to the shop's stack (LiteLLM, Slack, Monday.com, image/video gen, trading data) and expose it via the LiteLLM gateway so agents can one-click install them."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "n8n-mcp-server",
   "name": "n8n MCP Server",
   "what": "MCP server giving Claude Code access to 1000+ n8n nodes, properties, operations, docs, and ~3000 examples to build workflows",
   "where": "GitHub",
   "category": "automation",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7653531329849576718",
     "author": "dtpw4b8o",
     "posted": "20260620",
     "views": 760,
     "one_line": "TikTok listing five GitHub repos to boost Claude Code projects, including design, spec-driven dev, and n8n MCP tools.",
     "idea": "Wire the n8n MCP server into the shop's LiteLLM/Claude Code setup so the team can auto-generate n8n workflows for Slack, Monday.com, and trading-data pipelines from natural language, and use UI UX Pro Max to standardize front-end design for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "nano-banana",
   "name": "Nano Banana",
   "what": "Image generation model targeted by Banana Pro Director's optimized prompts",
   "where": "Referenced as target model",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nateherkai/video/7662430312265239821",
     "author": "nateherkai",
     "posted": "20260714",
     "views": 51100,
     "one_line": "Promotes two AI skills for generating cinematic AI videos via image and video prompt pipelines.",
     "idea": "Build a similar two-stage pipeline for the shop: a prompt-engineering agent that generates character/scene sheets and a second agent that converts them into cinematic video prompts for our image/video generation stack, then offer it as a paid workflow or content series."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "nanoclaw",
   "name": "NanoClaw",
   "what": "Mentioned as another project by the same creators (likely a lightweight agent/claw tool).",
   "where": "GitHub",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dtpw4b8o/video/7652449792701762829",
     "author": "dtpw4b8o",
     "posted": "20260617",
     "views": 9957,
     "one_line": "Promo for CLI Anything, an open-source repo generating CLI tools for Claude Code as an MCP alternative.",
     "idea": "Wrap our internal stack (LiteLLM gateway, DGX Spark, Monday.com, Slack, trading-data scripts) as auto-generated CLI tools via CLI Anything so Claude Code and cheap DeepSeek/GLM models can call them directly instead of maintaining MCP servers, then publish a short writeup on thestochasticparrot.com comparing CLI-tool vs MCP workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "nemoclaw",
   "name": "NemoClaw",
   "what": "Turns any AI model into an autonomous agent that plans, executes, and improves tasks without constant prompting.",
   "where": "Open source (NVIDIA)",
   "category": "ai-agent",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7658105093404855566",
     "author": "jgoldieseo",
     "posted": "20260703",
     "views": 3005,
     "one_line": "NVIDIA unveils NemoClaw, Nemotron 3 Ultra, and OpenShell for autonomous AI agents.",
     "idea": "Prototype a self-hosted autonomous agent using NemoClaw and OpenShell on the DGX Spark, integrated with the LiteLLM gateway and Slack for task automation in content generation and trading-data monitoring."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "ninerouter",
   "name": "NineRouter",
   "what": "Free router giving Claude Code access to 100+ AI models from OpenAI and Anthropic, auto-switching when one runs out",
   "where": "link in bio of @jgoldieseo",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7677227027166022926",
     "author": "jgoldieseo",
     "posted": "20260823",
     "views": 1608,
     "one_line": "Promo for NineRouter, a free router giving Claude Code access to 100+ models.",
     "idea": "Test NineRouter as a free fallback layer in the LiteLLM gateway so Claude Code and cheap DeepSeek/GLM models auto-switch on rate limits, cutting API spend for the shop's coding and trading-data projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "okay-spielberg",
   "name": "Okay, Spielberg",
   "what": "AI filmmaking suite that turns a screenplay page into a rendered movie scene, with control over characters, cast, locations, and editing.",
   "where": "okaywannabe.com",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jamikespielberg/video/7674894050033552670",
     "author": "jamikespielberg",
     "posted": "20260817",
     "views": 374700,
     "one_line": "Creator demos Okay, Spielberg AI filmmaking suite by rendering a Forrest Gump screenplay page into a movie scene.",
     "idea": "Prototype a 'script-to-video' pipeline for the shop's media generation: feed a short script into Okay, Spielberg (or similar), render a scene, and publish a behind-the-scenes post on thestochasticparrot.com comparing AI film tools and their costs."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "omniroute",
   "name": "OmniRoute",
   "what": "Connects Claude Code to 200+ free AI API providers and auto-switches models when usage limits hit, offering up to 1.6B free tokens/month.",
   "where": "Link in video description",
   "category": "infra",
   "cost": "Free (aggregates free API providers)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@milesreevesai/video/7671053862857477408",
     "author": "milesreevesai",
     "posted": "20260806",
     "views": 805300,
     "one_line": "Video showcases five Claude Code plugins for unlimited tokens, memory, efficiency, and coding insight.",
     "idea": "Test OmniRoute with the LiteLLM gateway to see if it can reduce costs by routing to free providers; if effective, integrate it into the shop's Claude Code workflow and document token savings for the blog."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "oc",
   "name": "only-cli/oc",
   "what": "Fetches a webpage and returns a compact numbered CLI view so AI agents can read, follow links, and search without raw HTML token overhead; mimics a real browser to bypass basic blocks",
   "where": "Open source on GitHub: only-cli/oc (spotted on Hacker News)",
   "category": "ai-agent",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7677130954208464148",
     "author": "github.signals",
     "posted": "20260823",
     "views": 6978,
     "one_line": "Open-source tool turns any website into a token-cheap CLI view for AI agents.",
     "idea": "Wire only-cli/oc into the LiteLLM gateway as a cheap web-fetch tool for the shop's agents, so research and news-gathering runs on DeepSeek/GLM models cost hundreds of tokens per page instead of tens of thousands — directly cutting the token bill on thestochasticparrot.com pipelines."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "open-jarvis",
   "name": "Open Jarvis",
   "what": "Free open-source autonomous personal AI agent installable locally, positioned as a rival to OpenClaw",
   "where": "GitHub (search 'Open Jarvis')",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7628553540314696978",
     "author": "future.with.ai98",
     "posted": "20260414",
     "views": 185200,
     "one_line": "Hype video claiming free GitHub agent Open Jarvis rivals OpenClaw.",
     "idea": "Spin up Open Jarvis on the DGX Spark as a local autonomous agent and benchmark it against our LiteLLM gateway + Claude Code setup, then write a hands-on comparison post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "open-saas",
   "name": "Open SaaS",
   "what": "Open-source SaaS boilerplate handling auth, payments (Stripe), email (SendGrid), file uploads (AWS), analytics, and testing (Playwright).",
   "where": "GitHub (wasp-lang/open-saas)",
   "category": "coding",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7672979058514316575",
     "author": "hutchbuildsai",
     "posted": "20260812",
     "views": 31400,
     "one_line": "Three open-source GitHub repos for building and selling SaaS products quickly.",
     "idea": "Fork Ship Gen AI's Opus Clip competitor, rebrand it, and run Facebook ads targeting small creators who need long-form to short-form clipping, using the shop's existing media-gen and LiteLLM stack to add custom AI features."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "open-viking",
   "name": "Open Viking",
   "what": "Context management for AI agents.",
   "where": "GitHub (link in video description)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "openai-codex",
   "name": "OpenAI Codecs",
   "what": "Chrome extension for macOS/Windows that reads console errors and fixes bugs in real time",
   "where": "Chrome",
   "category": "coding",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7638284708161391885",
     "author": "dr_cintas",
     "posted": "20260510",
     "views": 36800,
     "one_line": "Weekly AI news roundup covering new models and tools from OpenAI, Anthropic, xAI, and others.",
     "idea": "Test GLM 5.1 and Grok 4.3 on the shop's coding tasks via LiteLLM gateway; evaluate GPT Realtime models for voice interfaces in trading alerts or Slack bots."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "opencompany",
   "name": "OpenCompany",
   "what": "Self-hosted drag-and-drop canvas for building autonomous AI agents that handle emails, calendars, and messages with persistent context, using your own API keys",
   "where": "GitHub: zeenie-ai/opencompany",
   "category": "ai-agent",
   "cost": "free/open source (bring your own API keys)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7678243213215304980",
     "author": "github.signals",
     "posted": "20260826",
     "views": 8806,
     "one_line": "Open-source self-hosted canvas for drag-and-drop autonomous AI agents that run business ops locally.",
     "idea": "Self-host OpenCompany on the DGX Spark behind the LiteLLM gateway so cheap DeepSeek/GLM models power autonomous agents that triage Slack, email, and Monday.com updates, then write a thestochasticparrot.com post comparing it to Claude Code for ops automation."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "opengenerative",
   "name": "OpenGenerative",
   "what": "Open-source image and video generation tool with access to 200+ models from a single prompt.",
   "where": "GitHub (open source)",
   "category": "media-gen",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7664711831499443488",
     "author": "jackroberts____",
     "posted": "20260720",
     "views": 21000,
     "one_line": "Three free open-source GitHub repos to replace paid AI chat, image/video generation, and video editing subscriptions.",
     "idea": "Self-host LibreChat on the DGX Spark behind the LiteLLM gateway so the team can use GPT/Claude/Gemini with per-use billing, and wire OpenGenerative/Hyperframes into the existing image/video generation pipeline to cut subscription costs."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "openplanter",
   "name": "OpenPlanter",
   "what": "Open-source tool that ingests public data (corporate records, political donations, lobbying disclosures, government contracts) and uses AI agents to entity-match people/companies into a live, source-linked knowledge graph",
   "where": "https://github.com/ShinMegamiBoson/OpenPlanter",
   "category": "research",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7667264296891518221",
     "author": "whitewhoadie",
     "posted": "20260727",
     "views": 63000,
     "one_line": "Open-source Palantir-style tool turns public records into a live AI-built knowledge graph.",
     "idea": "Run OpenPlanter on public datasets relevant to our trading-data hobby projects (e.g., lobbying, government contracts, corporate records) and publish interactive knowledge-graph investigations on thestochasticparrot.com, using our LiteLLM gateway and cheap DeepSeek/GLM models to power the entity-matching agents."
    }
   ],
   "link": "https://github.com/ShinMegamiBoson/OpenPlanter",
   "open_source": true
  },
  {
   "id": "openshell",
   "name": "OpenShell",
   "what": "Locked-down sandbox environment that restricts AI agents to only allowed resources.",
   "where": "Open source (NVIDIA)",
   "category": "infra",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jgoldieseo/video/7658105093404855566",
     "author": "jgoldieseo",
     "posted": "20260703",
     "views": 3005,
     "one_line": "NVIDIA unveils NemoClaw, Nemotron 3 Ultra, and OpenShell for autonomous AI agents.",
     "idea": "Prototype a self-hosted autonomous agent using NemoClaw and OpenShell on the DGX Spark, integrated with the LiteLLM gateway and Slack for task automation in content generation and trading-data monitoring."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "ornith-1-0",
   "name": "Ornith 1.0",
   "what": "Open-source AI model from DeepReinforce that generates and evolves its own workflow scaffolding via a two-stage learnable orchestration pipeline; competes on SWE-bench Verified, with a 9B version that runs on a laptop.",
   "where": "DeepReinforce (MIT license, no API key required)",
   "category": "coding",
   "cost": "Free (open source, MIT license)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chunv56/video/7685320489509653774",
     "author": "chunv56",
     "posted": "20260914",
     "views": 15200,
     "one_line": "Ornith 1.0, a US open-source coding model that builds its own workflows, benchmarked against Claude.",
     "idea": "Evaluate Ornith 1.0's 9B model on the DGX Spark as a local coding agent behind the LiteLLM gateway, and benchmark it against DeepSeek/GLM on the shop's own repo tasks; if it performs, write a comparison post for thestochasticparrot.com and wire it into the Claude Code-style workflow."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "palmier",
   "name": "Palmier",
   "what": "Free open-source AI video editor controlled via text chat with Claude over MCP; organizes files, trims clips, cuts silences, and edits a multi-track timeline",
   "where": "Download the app; connects to Claude via MCP (link in video)",
   "category": "media-gen",
   "cost": "Free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7666832211622087958",
     "author": "nathanhodgson.ai",
     "posted": "20260726",
     "views": 56700,
     "one_line": "Palmier is a free open-source video editor driven entirely by texting Claude via MCP.",
     "idea": "Prototype a Palmier-style MCP server for the shop's video pipeline so Claude Code can trim clips, cut silences, and assemble generated footage on a timeline, feeding finished cuts into the news site and social posts."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "patchright",
   "name": "Patchright",
   "what": "Undetected drop-in replacement for the Playwright automation framework that bypasses bot detection and Cloudflare challenges for stealth web scraping",
   "where": "https://github.com/Kaliiiiiiiiii-Vinyzu/patchright",
   "category": "automation",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@howtowebdev/video/7682014720508923143",
     "author": "howtowebdev",
     "posted": "20260905",
     "views": 60600,
     "one_line": "Showcases Patchright, an undetected open-source Playwright replacement for stealth scraping and bot-detection bypass.",
     "idea": "Use Patchright as the scraping layer for the trading-data hobby projects: swap it in for Playwright to pull market data and news from sites that block standard headless browsers, then feed results through the LiteLLM gateway into Claude Code or DeepSeek/GLM for summarization and signal extraction."
    }
   ],
   "link": "https://github.com/Kaliiiiiiiiii-Vinyzu/patchright",
   "open_source": true
  },
  {
   "id": "pika",
   "name": "Pika",
   "what": "AI video generation model accessible via HiggsField MCP",
   "where": "via HiggsField MCP in Claude",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "playwright",
   "name": "Playwright",
   "what": "Enables Claude to browse the web, interact with page elements, fill forms, generate PDFs, and handle file uploads.",
   "where": "Playwright (open-source browser automation library)",
   "category": "automation",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@murphmaxxing/video/7644212816882208013",
     "author": "murphmaxxing",
     "posted": "20260526",
     "views": 66800,
     "one_line": "Video lists five Claude plugins/skills for founders and developers to boost coding, design, and strategy.",
     "idea": "Evaluate and integrate these Claude plugins into the shop's Claude Code workflow to improve UI/UX design, code quality, and business strategy; also use Playwright for automated web interactions in trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "playwright-cli",
   "name": "Playwright CLI",
   "what": "Browser automation tool used to test front-end designs across multiple browsers",
   "where": "not specified",
   "category": "automation",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7669891653683006733",
     "author": "chase_ai_",
     "posted": "20260803",
     "views": 78600,
     "one_line": "Video lists five free plugins to improve front-end design with Claude Code.",
     "idea": "Use these plugins to speed up front-end design for client projects or internal tools, and create a blog post or tutorial on thestochasticparrot.com about integrating them into a Claude Code workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "pomelli",
   "name": "Pomelli",
   "what": "Google Labs AI marketing agent that analyzes a business's website to build its 'business DNA', then generates campaign ideas, ads, and social media posts instantly.",
   "where": "labs.google",
   "category": "marketing",
   "cost": "Free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@robtheaiguy/video/7567085059006565645",
     "author": "robtheaiguy",
     "posted": "20251030",
     "views": 6097,
     "one_line": "Google Labs' free Pomelli AI marketing agent generates ads and social posts from your website.",
     "idea": "Use Pomelli to auto-generate marketing copy and social posts for thestochasticparrot.com and its AI/media services, then feed the output into the shop's image/video generation pipeline for ready-to-post campaigns."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "qqemod",
   "name": "QQEMOD",
   "what": "Momentum indicator that catches shifts before price moves, with histogram and signal line.",
   "where": "TradingView (by Mikel00)",
   "category": "data/finance",
   "cost": "Free on TradingView",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@trade_algorithm/video/7506297269184924935",
     "author": "trade_algorithm",
     "posted": "20250519",
     "views": 244100,
     "one_line": "Video showcases five accurate TradingView indicators for 2025 trading strategies.",
     "idea": "Create a blog post or video comparing these indicators with backtesting results, and offer a TradingView indicator bundle or automation script for traders."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "quickbooks-mcp",
   "name": "QuickBooks MCP",
   "what": "Connects Claude to QuickBooks to organize financials and understand money",
   "where": "QuickBooks MCP server",
   "category": "data/finance",
   "cost": "QuickBooks subscription + API",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaisurfer/video/7646597249971064077",
     "author": "theaisurfer",
     "posted": "20260602",
     "views": 19100,
     "one_line": "Video lists five MCP servers (Perplexity, Playwright, Firecrawl, QuickBooks, Higgsfield) that extend Claude's capabilities.",
     "idea": "Set up a LiteLLM-gateway-backed MCP stack for the shop: Firecrawl + Perplexity for research, Playwright for automated testing of the news site and trading dashboards, and Higgsfield for generating ad creatives and social media assets for thestochasticparrot.com, all orchestrated via Claude Code and logged to Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "quiver-quant",
   "name": "Quiver Quant",
   "what": "Provides alternative financial data, including a strategy that tracks corporate lobbying spending growth to generate stock picks.",
   "where": "quiverquant.com",
   "category": "data/finance",
   "cost": "Freemium (free tier with paid subscriptions)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chrisjjosephs/video/7504814275936931090",
     "author": "chrisjjosephs",
     "posted": "20250515",
     "views": 4697,
     "one_line": "Video showcases Quiver Quant's lobbying-spend stock strategy and Autopilot's copy-trading feature.",
     "idea": "Build a similar lobbying-spend tracking strategy using public Lobbying Disclosure Act data, and offer it as a signal or automated portfolio to the shop's trading-data hobby projects audience."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "qwen3-27b-uncensored-fp8-release",
   "name": "Qwen3-27B (uncensored FP8 release)",
   "what": "Open-weight LLM released in an uncensored FP8 quantized form for red teaming, safety testing, and local experimentation",
   "where": "Hugging Face / local inference (link gated behind comment 'CRAK')",
   "category": "ai-agent",
   "cost": "free (open weights)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kyle_herbel/video/7675040208211037453",
     "author": "kyle_herbel",
     "posted": "20260817",
     "views": 27200,
     "one_line": "Promo for an uncensored FP8 release of Qwen3-27B for local red-teaming.",
     "idea": "Spin up the uncensored Qwen3-27B FP8 on the DGX Spark behind the LiteLLM gateway as a red-team/safety-testing endpoint, then publish a thestochasticparrot.com writeup comparing its refusal behavior against Claude and DeepSeek/GLM on a fixed prompt suite."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "raganything",
   "name": "RagAnything",
   "what": "Another GraphRAG system mentioned as an alternative to Graphify for unstructured data.",
   "where": "Open source",
   "category": "research",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "rcad-skill",
   "name": "RCAD skill",
   "what": "Claude skill installed from a GitHub repo that generates cartoon-style commercial videos from a website",
   "where": "GitHub repo (URL copied into Claude)",
   "category": "media-gen",
   "cost": "free (open-source repo)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7640705714633051422",
     "author": "carter.braydon",
     "posted": "20260517",
     "views": 509800,
     "one_line": "Tutorial showing how to install a GitHub Claude skill to generate cartoon-style commercial videos.",
     "idea": "Install the RCAD Claude skill on the DGX Spark and wire it into the LiteLLM gateway so the shop can auto-generate cartoon-style promo videos for thestochasticparrot.com from a website URL, then post them via Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "reactive-video-editor",
   "name": "Reactive Video Editor",
   "what": "Provides free motion graphics templates that can be customized for brand style",
   "where": "reactive video editor website",
   "category": "media-gen",
   "cost": "free templates",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dominiccapaci/video/7664089805357108494",
     "author": "dominiccapaci",
     "posted": "20260719",
     "views": 40000,
     "one_line": "Three tips for using Claude Design to create motion graphics, themed websites, and AI-generated images.",
     "idea": "Create a blog post or tutorial on thestochasticparrot.com demonstrating how to use Claude Design with free templates and GitHub palettes to quickly generate branded motion graphics and website mockups, and integrate Higgs Field for image generation."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "runway",
   "name": "Runway",
   "what": "AI video generation model accessible via HiggsField MCP",
   "where": "via HiggsField MCP in Claude",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "sceneflow",
   "name": "SceneFlow",
   "what": "Links screenplay lines to AI-generated video timestamps, highlighting the script in real time as footage plays to spot missed instructions or camera drift.",
   "where": "Open source: taruma/sceneflow (GitHub)",
   "category": "media-gen",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7684654396218690837",
     "author": "github.signals",
     "posted": "20260912",
     "views": 5577,
     "one_line": "Open-source SceneFlow syncs screenplay lines to AI video timestamps for prompt-fidelity debugging.",
     "idea": "Integrate SceneFlow into the shop's image/video generation pipeline to QA AI-generated video against prompts, and publish a comparison writeup on thestochasticparrot.com showing which cheap models (DeepSeek/GLM) best follow script instructions."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "scientific-agent-skills",
   "name": "scientific agent skills",
   "what": "160+ skills that turn a general agent into a research assistant.",
   "where": "GitHub (link in video description)",
   "category": "research",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@daniel.cross.market/video/7683784365179997462",
     "author": "daniel.cross.market",
     "posted": "20260910",
     "views": 13000,
     "one_line": "Seven GitHub repos for faster AI agent building: browser automation, memory, research skills, diagrams, cybersecurity, orchestration, context.",
     "idea": "Evaluate browser-use and agent-memory repos for the shop's LiteLLM gateway and Claude Code workflows; if they work, build a small internal agent that automates repetitive research or trading-data tasks and document it as a blog post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "scrapling",
   "name": "Scrapling",
   "what": "Self-healing web scraping library that mimics a real browser fingerprint to bypass Cloudflare and other bot detection, and adapts when site layouts change.",
   "where": "Open-source Python library (search 'Scrapling' on GitHub/PyPI)",
   "category": "automation",
   "cost": "Free / open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jackroberts____/video/7663925790404267297",
     "author": "jackroberts____",
     "posted": "20260718",
     "views": 53200,
     "one_line": "Promo for Scrapling, a self-healing anti-bot scraper that plugs into Claude Code and Codex.",
     "idea": "Wire Scrapling into the LiteLLM gateway so the shop's cheap DeepSeek/GLM agents can pull live trading-data and news sources without Cloudflare blocks, then post scraped signals to Slack and Monday.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "seed-dance-2-0",
   "name": "Seed Dance 2.0",
   "what": "Video generation model used for cinematic AI video output",
   "where": "Referenced as target model",
   "category": "media-gen",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nateherkai/video/7662430312265239821",
     "author": "nateherkai",
     "posted": "20260714",
     "views": 51100,
     "one_line": "Promotes two AI skills for generating cinematic AI videos via image and video prompt pipelines.",
     "idea": "Build a similar two-stage pipeline for the shop: a prompt-engineering agent that generates character/scene sheets and a second agent that converts them into cinematic video prompts for our image/video generation stack, then offer it as a paid workflow or content series."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ship-gen-ai",
   "name": "Ship Gen AI",
   "what": "Open-source repo with 50 production-ready generative AI SaaS apps (e.g., an Opus Clip competitor) that can be forked, branded, and sold.",
   "where": "GitHub (repo name: Ship Gen AI)",
   "category": "ai-agent",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7672979058514316575",
     "author": "hutchbuildsai",
     "posted": "20260812",
     "views": 31400,
     "one_line": "Three open-source GitHub repos for building and selling SaaS products quickly.",
     "idea": "Fork Ship Gen AI's Opus Clip competitor, rebrand it, and run Facebook ads targeting small creators who need long-form to short-form clipping, using the shop's existing media-gen and LiteLLM stack to add custom AI features."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "skill-creator",
   "name": "Skill Creator",
   "what": "Creates, tests, and benchmarks Claude Code skills with quantifiable data",
   "where": "Claude Code skill (installable)",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7644318435471658253",
     "author": "chase_ai_",
     "posted": "20260526",
     "views": 11600,
     "one_line": "Three Claude Code skills for beginners: Skill Creator, Caveman, and Impeccable.",
     "idea": "Install and benchmark these Claude Code skills on the DGX Spark to improve internal coding workflows and front-end output for client projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "skill-ui",
   "name": "skill UI",
   "what": "Lets Claude Code point at any website and recreate it as a front-end template, similar to awesomedesign.md but without a preloaded library.",
   "where": "GitHub",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7654442142974135565",
     "author": "chase_ai_",
     "posted": "20260623",
     "views": 7406,
     "one_line": "Top three GitHub repos for improving Claude Code front-end design: Impeccable, awesomedesign.md, and skill UI.",
     "idea": "Use Impeccable, awesomedesign.md, and skill UI to rapidly generate and refine front-end designs for thestochasticparrot.com and client projects, reducing AI slop and speeding up UI iteration."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "skyreels-v2",
   "name": "SkyReels V2",
   "what": "Free open-source AI video generation model using diffusion forcing to create unlimited-length videos, runnable locally or online",
   "where": "open source, search SkyReels V2 / Skywork AI",
   "category": "media-gen",
   "cost": "free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@tech.markkk/video/7672941315901934861",
     "author": "tech.markkk",
     "posted": "20260812",
     "views": 1735,
     "one_line": "Overview of SkyReels V2, a free open-source AI model for unlimited-length video generation.",
     "idea": "Test SkyReels V2 on the DGX Spark for generating long-form video clips for thestochasticparrot.com articles or social posts, and compare output quality against existing image/video generation tools in the shop's pipeline."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "sora",
   "name": "Sora",
   "what": "AI image generator by OpenAI (ChatGPT) for creating designs",
   "where": "sora.com",
   "category": "media-gen",
   "cost": "Included with ChatGPT Plus/Pro subscription",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jonreiter/video/7490804638531308842",
     "author": "jonreiter",
     "posted": "20250408",
     "views": 195600,
     "one_line": "Guide on using AI tools to make $10k/month on TikTok Shop via print-on-demand and affiliate marketing.",
     "idea": "Use Kalodata to spot trending TikTok Shop products, generate unique designs with Sora, fulfill via Printify, and automate affiliate outreach with UpTick to scale a print-on-demand store."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "stop-slop",
   "name": "Stop Slop",
   "what": "Removes robotic AI-sounding text, filler words, and clichéd phrasing from Claude outputs.",
   "where": "Claude plugin/skill (install via Claude)",
   "category": "productivity",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@murphmaxxing/video/7644212816882208013",
     "author": "murphmaxxing",
     "posted": "20260526",
     "views": 66800,
     "one_line": "Video lists five Claude plugins/skills for founders and developers to boost coding, design, and strategy.",
     "idea": "Evaluate and integrate these Claude plugins into the shop's Claude Code workflow to improve UI/UX design, code quality, and business strategy; also use Playwright for automated web interactions in trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "string",
   "name": "String",
   "what": "Web app that builds AI agents from prompts, described as 'Lovable for AI agents'; connects API keys and generates workflows, but not production-ready or self-hostable.",
   "where": "String Alpha (web app)",
   "category": "ai-agent",
   "cost": "free tier available (some prompts free)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7522977189940251959",
     "author": "chase_ai_",
     "posted": "20250703",
     "views": 29000,
     "one_line": "Review of String Alpha, a prompt-based AI agent builder, compared to n8n, finding it not production-ready.",
     "idea": "Build a comparison or migration guide between String and n8n for the shop's automation stack, highlighting self-hosting and production readiness for the DGX Spark and LiteLLM gateway."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "supabase",
   "name": "Supabase",
   "what": "Provides the database backend for the website",
   "where": "supabase.com",
   "category": "infra",
   "cost": "Free tier available",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "superpowers",
   "name": "Superpowers",
   "what": "Turns Claude into a veteran software developer with requirement brainstorming, checkpoints, and code review.",
   "where": "Claude plugin/skill (install via Claude)",
   "category": "coding",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@murphmaxxing/video/7644212816882208013",
     "author": "murphmaxxing",
     "posted": "20260526",
     "views": 66800,
     "one_line": "Video lists five Claude plugins/skills for founders and developers to boost coding, design, and strategy.",
     "idea": "Evaluate and integrate these Claude plugins into the shop's Claude Code workflow to improve UI/UX design, code quality, and business strategy; also use Playwright for automated web interactions in trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "tailscale",
   "name": "Tailscale",
   "what": "Mesh VPN that connects devices (Mac mini, MacBook Pro, iPhone, Grokbot agent) with unique IPs for remote access",
   "where": "tailscale.com",
   "category": "infra",
   "cost": "free tier available, paid plans for more features",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@mr.paidsocial/video/7678063516909096205",
     "author": "mr.paidsocial",
     "posted": "20260825",
     "views": 12700,
     "one_line": "Tutorial on using Grokbot with Claude Code and Tailscale to create a multi-agent system for task automation.",
     "idea": "Set up a similar multi-agent system using Grokbot (or an alternative like CrewAI) with Tailscale to connect the DGX Spark and other machines, enabling agents to access local code repositories and automate tasks, potentially integrating with existing LiteLLM gateway and Slack for notifications."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "task-observer",
   "name": "Task Observer",
   "what": "Watches how you work, learns your style, and automatically improves other skills in the background.",
   "where": "Link in video description",
   "category": "ai-agent",
   "cost": "Not specified",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@milesreevesai/video/7671053862857477408",
     "author": "milesreevesai",
     "posted": "20260806",
     "views": 805300,
     "one_line": "Video showcases five Claude Code plugins for unlimited tokens, memory, efficiency, and coding insight.",
     "idea": "Test OmniRoute with the LiteLLM gateway to see if it can reduce costs by routing to free providers; if effective, integrate it into the shop's Claude Code workflow and document token savings for the blog."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "taste-skill",
   "name": "Taste Skill",
   "what": "Open-source repo with sub-skills to improve Claude Code front-end designs and avoid generic UI",
   "where": "GitHub",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7669891653683006733",
     "author": "chase_ai_",
     "posted": "20260803",
     "views": 78600,
     "one_line": "Video lists five free plugins to improve front-end design with Claude Code.",
     "idea": "Use these plugins to speed up front-end design for client projects or internal tools, and create a blog post or tutorial on thestochasticparrot.com about integrating them into a Claude Code workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "tel-agent",
   "name": "Tel Agent",
   "what": "Open-source gateway that connects phone lines, SMS, email, and chat to any LLM, self-hosted for full data control",
   "where": "GitHub: dpro-at/tel-agent",
   "category": "ai-agent",
   "cost": "free/open-source (self-hosted)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7685260288450448660",
     "author": "github.signals",
     "posted": "20260914",
     "views": 38800,
     "one_line": "Open-source Tel Agent gateway routes phone, SMS, email, and chat to any self-hosted LLM.",
     "idea": "Self-host Tel Agent on the DGX Spark behind the LiteLLM gateway to give the shop a privacy-preserving AI phone/chat receptionist that routes calls to cheap DeepSeek/GLM models and logs transcripts to Slack or Monday.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "tencent-db-agent-memory",
   "name": "Tencent DB Agent Memory",
   "what": "Open-source long-term memory system for AI agents with layered short- and long-term recall, letting agents remember user preferences and habits across sessions",
   "where": "Open sourced by Tencent (search Tencent DB Agent Memory on GitHub)",
   "category": "ai-agent",
   "cost": "Free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@tech.markkk/video/7675207795586665741",
     "author": "tech.markkk",
     "posted": "20260818",
     "views": 595,
     "one_line": "Tencent open-sourced a layered long-term memory system for AI agents.",
     "idea": "Wire Tencent DB Agent Memory into the shop's LiteLLM gateway so Claude Code and the cheap DeepSeek/GLM models keep persistent memory of recurring tasks (Monday.com boards, Slack threads, trading-data queries) instead of re-explaining context each session; write a short blog post benchmarking it against simple vector-store memory."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "the-counsel",
   "name": "The Counsel",
   "what": "Five AI advisors with different personalities analyze business strategy and synthesize recommendations.",
   "where": "Claude plugin/skill (install via Claude)",
   "category": "productivity",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@murphmaxxing/video/7644212816882208013",
     "author": "murphmaxxing",
     "posted": "20260526",
     "views": 66800,
     "one_line": "Video lists five Claude plugins/skills for founders and developers to boost coding, design, and strategy.",
     "idea": "Evaluate and integrate these Claude plugins into the shop's Claude Code workflow to improve UI/UX design, code quality, and business strategy; also use Playwright for automated web interactions in trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "timesfm-3",
   "name": "TimesFM-3",
   "what": "Zero-shot time-series forecasting model that predicts future values from uploaded spreadsheet data and incorporates known future events like storms, sales, or holidays",
   "where": "Hugging Face",
   "category": "data/finance",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@estop845/video/7680373090353696031",
     "author": "estop845",
     "posted": "20260901",
     "views": 26800,
     "one_line": "Google's free TimesFM-3 forecasts spreadsheet trends and future events without training or setup.",
     "idea": "Add TimesFM-3 to the LiteLLM gateway as a forecasting endpoint so trading-data hobby projects and client dashboards can generate next-month sales, leads, or traffic forecasts from spreadsheets with event-aware adjustments."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "trade-companion",
   "name": "Trade Companion",
   "what": "Desktop app that connects Claude to TradingView to read chart data and backtest strategies",
   "where": "desk.thepurposedriventrader.com",
   "category": "data/finance",
   "cost": "Free (requires name and email)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@day_trading_jesus/video/7675179837484485919",
     "author": "day_trading_jesus",
     "posted": "20260818",
     "views": 31300,
     "one_line": "Tutorial on connecting Claude to TradingView via a free desktop app for AI-assisted trading strategy backtesting.",
     "idea": "Build a similar integration for our trading-data hobby projects: a lightweight desktop app that connects Claude (via our LiteLLM gateway) to TradingView's data feed for real-time strategy backtesting and analysis, potentially using our DGX Spark for local processing."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "tradingview",
   "name": "TradingView",
   "what": "Charting platform that provides real-time market data for analysis",
   "where": "tradingview.com",
   "category": "data/finance",
   "cost": "Free tier available; paid plans vary",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@day_trading_jesus/video/7675179837484485919",
     "author": "day_trading_jesus",
     "posted": "20260818",
     "views": 31300,
     "one_line": "Tutorial on connecting Claude to TradingView via a free desktop app for AI-assisted trading strategy backtesting.",
     "idea": "Build a similar integration for our trading-data hobby projects: a lightweight desktop app that connects Claude (via our LiteLLM gateway) to TradingView's data feed for real-time strategy backtesting and analysis, potentially using our DGX Spark for local processing."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "tree-sitter",
   "name": "tree-sitter",
   "what": "Parses code files to extract classes, functions, imports, call graphs, and inline comments for Graphify's first pass.",
   "where": "Open source parser",
   "category": "coding",
   "cost": "Free (open source)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@chase_ai_/video/7648304876908219661",
     "author": "chase_ai_",
     "posted": "20260606",
     "views": 46500,
     "one_line": "Graphify turns repositories into knowledge graphs for AI coding assistants, reducing token costs and improving accuracy.",
     "idea": "Integrate Graphify into the shop's Claude Code workflow to create knowledge graphs of trading-data hobby projects and internal repositories, reducing token costs and improving code understanding. Also, explore using Graphify to convert markdown documentation into an Obsidian vault for better knowledge management."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "trend-reversal-probability",
   "name": "Trend Reversal Probability",
   "what": "Calculates statistical probability of trend reversals using trend duration histogram and standard deviation levels.",
   "where": "TradingView (by ALGO Alpha)",
   "category": "data/finance",
   "cost": "Free on TradingView",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@trade_algorithm/video/7506297269184924935",
     "author": "trade_algorithm",
     "posted": "20250519",
     "views": 244100,
     "one_line": "Video showcases five accurate TradingView indicators for 2025 trading strategies.",
     "idea": "Create a blog post or video comparing these indicators with backtesting results, and offer a TradingView indicator bundle or automation script for traders."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "tribe-v2",
   "name": "Tribe V2",
   "what": "Meta's brain-response model that predicts neural activity to social media content",
   "where": "Meta AI research release (GitHub/Hugging Face)",
   "category": "research",
   "cost": "Free (open model)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jensheitmann_/video/7633235134455631135",
     "author": "jensheitmann_",
     "posted": "20260427",
     "views": 12200,
     "one_line": "Three-system Claude Code workflow for social media research using Apify MCP, Meta's Tribe V2, and Modal.",
     "idea": "Build a 'brain-response content audit' service: use Apify MCP to pull a client's TikTok/IG history, run Meta's Tribe V2 on Modal, and deliver a report mapping predicted neural engagement to hooks/edits — package as a paid add-on for the shop's content clients."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "twenty",
   "name": "Twenty",
   "what": "Open-source CRM with built-in data flows, forkable and customizable for different industries.",
   "where": "GitHub (twentyhq/twenty)",
   "category": "productivity",
   "cost": "free/open-source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@hutchbuildsai/video/7672979058514316575",
     "author": "hutchbuildsai",
     "posted": "20260812",
     "views": 31400,
     "one_line": "Three open-source GitHub repos for building and selling SaaS products quickly.",
     "idea": "Fork Ship Gen AI's Opus Clip competitor, rebrand it, and run Facebook ads targeting small creators who need long-form to short-form clipping, using the shop's existing media-gen and LiteLLM stack to add custom AI features."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "ui-ux-pro",
   "name": "UI UX Pro",
   "what": "AI-powered reasoning engine that analyzes a project and generates professional UI/UX designs quickly.",
   "where": "Claude plugin/skill (install via Claude)",
   "category": "coding",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@murphmaxxing/video/7644212816882208013",
     "author": "murphmaxxing",
     "posted": "20260526",
     "views": 66800,
     "one_line": "Video lists five Claude plugins/skills for founders and developers to boost coding, design, and strategy.",
     "idea": "Evaluate and integrate these Claude plugins into the shop's Claude Code workflow to improve UI/UX design, code quality, and business strategy; also use Playwright for automated web interactions in trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "uitars",
   "name": "UITARS",
   "what": "Computer-use library enabling AI agents to interact with GUIs via screenshots and low-level mouse/keyboard actions",
   "where": "GitHub (closed forks mentioned)",
   "category": "ai-agent",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@wutronic/video/7637722477577260302",
     "author": "wutronic",
     "posted": "20260509",
     "views": 13100,
     "one_line": "UITARS computer-use library powers AI agents that automate desktop DeFi trading without APIs.",
     "idea": "Prototype a UITARS-based agent on the DGX Spark that automates desktop trading apps lacking APIs, feeding signals into the existing trading-data hobby projects and logging runs to Slack/Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "update-project-state-skill",
   "name": "update project state skill",
   "what": "A custom Claude Code skill that writes project decisions, session logs, and current state into Obsidian so Claude retains memory across cleared conversations.",
   "where": "Custom skill by brennan_wells (comment 'Claude' to get it)",
   "category": "ai-agent",
   "cost": "Free (creator-distributed)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7655546899499470094",
     "author": "brennan_wells",
     "posted": "20260626",
     "views": 1308,
     "one_line": "Shows a custom Claude Code skill that uses Obsidian to give Claude persistent project memory across cleared conversations.",
     "idea": "Build a similar 'project state' skill for our Claude Code + LiteLLM setup that logs session summaries, decisions, and trading-data project state into a local markdown vault (or Monday.com/Slack), giving our cheap models persistent memory across gateway calls."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "uptick",
   "name": "UpTick",
   "what": "AI bot automation software for sending affiliate outreach messages on TikTok Shop",
   "where": "uptick.io",
   "category": "marketing",
   "cost": "Paid subscription",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@jonreiter/video/7490804638531308842",
     "author": "jonreiter",
     "posted": "20250408",
     "views": 195600,
     "one_line": "Guide on using AI tools to make $10k/month on TikTok Shop via print-on-demand and affiliate marketing.",
     "idea": "Use Kalodata to spot trending TikTok Shop products, generate unique designs with Sora, fulfill via Printify, and automate affiliate outreach with UpTick to scale a print-on-demand store."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "veo",
   "name": "Veo",
   "what": "AI video generation model accessible via HiggsField MCP",
   "where": "via HiggsField MCP in Claude",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nicksadler.io/video/7647299526352440598",
     "author": "nicksadler.io",
     "posted": "20260603",
     "views": 23600,
     "one_line": "HiggsField MCP turns Claude into a multi-model AI video studio with 4K character-consistent output.",
     "idea": "Wire HiggsField MCP into the shop's Claude Code/LiteLLM workflow to auto-generate 4K video clips with consistent characters for news-site social posts and trading-project demos, replacing manual model switching across Veo/Runway/Luma/Pika/Kling."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "vercel",
   "name": "Vercel",
   "what": "Hosts/deploys the website",
   "where": "vercel.com",
   "category": "infra",
   "cost": "Free tier available",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@kyle.s.painter/video/7681842146776763661",
     "author": "kyle.s.painter",
     "posted": "20260905",
     "views": 812,
     "one_line": "Explains 'agentic websites' where AI agents auto-update SEO content daily using GitHub, Vercel, Supabase, and LLMs.",
     "idea": "Build an 'agentic website' service for local businesses: a GitHub+Vercel/Supabase site that a scheduled AI agent (via LiteLLM gateway) updates daily with keyword-researched, on-brand SEO content, then sell it as a subscription and publish a case study on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "video-shot-craft",
   "name": "Video Shot Craft",
   "what": "Claude Code skill that storyboards, animates, and sound-designs cinematic product promo/launch/demo videos using Remotion, with 161+ motion previews and a production-ready template",
   "where": "Public GitHub repo (search 'video shot craft')",
   "category": "media-gen",
   "cost": "free (open-source repo)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7671864537431297293",
     "author": "brennan_wells",
     "posted": "20260809",
     "views": 9550,
     "one_line": "Promo for a free Claude Code skill that turns Remotion into an AI motion-design studio for product videos.",
     "idea": "Install Video Shot Craft on the DGX Spark and wire it into the LiteLLM gateway so the shop can auto-generate cinematic promo videos for thestochasticparrot.com articles and trading-data projects from a single product brief, then post drafts to Slack for review."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "voicebox",
   "name": "VoiceBox",
   "what": "Open-source desktop AI voice studio for speech cloning, generation in 23 languages, and hotkey-based speech-to-text dictation into any app; positioned as a free local alternative to ElevenLabs and WhisperFlow.",
   "where": "GitHub (open-source repo, ~33,000 stars; has its own landing page and API docs)",
   "category": "media-gen",
   "cost": "Free / open source",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@brennan_wells/video/7665170203008896269",
     "author": "brennan_wells",
     "posted": "20260722",
     "views": 307100,
     "one_line": "Promo for VoiceBox, an open-source local AI voice studio rivaling ElevenLabs and WhisperFlow.",
     "idea": "Self-host VoiceBox on the DGX Spark as a local TTS/STT service behind the LiteLLM gateway, then wire it into Slack and Monday.com so video scripts, voiceovers, and meeting notes can be generated and dictated without paying ElevenLabs/WhisperFlow subscriptions."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "volumatic-variable-index",
   "name": "Volumatic Variable Index",
   "what": "Shows buying and selling pressure with delta volume to validate trend strength.",
   "where": "TradingView (by Big Beluga)",
   "category": "data/finance",
   "cost": "Free on TradingView",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@trade_algorithm/video/7506297269184924935",
     "author": "trade_algorithm",
     "posted": "20250519",
     "views": 244100,
     "one_line": "Video showcases five accurate TradingView indicators for 2025 trading strategies.",
     "idea": "Create a blog post or video comparing these indicators with backtesting results, and offer a TradingView indicator bundle or automation script for traders."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "vs-code",
   "name": "VS Code",
   "what": "Code editor with a Claude Code extension for direct integration",
   "where": "Microsoft",
   "category": "coding",
   "cost": "free",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@meech.s.ward/video/7579019304511737108",
     "author": "meech.s.ward",
     "posted": "20251201",
     "views": 35700000,
     "one_line": "Video highlights Claude Code features: skip permissions, resume, security review, thinking budget, and VS Code extension.",
     "idea": "Create a tutorial or blog post on thestochasticparrot.com about using Claude Code's advanced features (dangerously skip permissions, resume, security review, thinking budget) with the VS Code extension, and integrate it with the shop's LiteLLM gateway and Slack for team workflows."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "web-design-guidelines",
   "name": "Web Design Guidelines",
   "what": "Audits code against Vercel's latest design rules and flags weak designs",
   "where": "Claude Skill (not specified)",
   "category": "coding",
   "cost": "unknown",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7654197612857298184",
     "author": "nocode.joshua",
     "posted": "20260622",
     "views": 94100,
     "one_line": "TikTok listing 10 Claude Skills for designers, covering motion, UI/UX, brand kits, and code generation.",
     "idea": "Use these Claude Skills to rapidly prototype and audit client websites, then offer a 'design system extraction' service that pulls brand assets from existing sites for small businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "webflow",
   "name": "Webflow",
   "what": "Website builder and CMS for designing and hosting websites",
   "where": "webflow.com",
   "category": "marketing",
   "cost": "Free starter; paid plans from $12/month",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@restructureai/video/7673353459688574226",
     "author": "restructureai",
     "posted": "20260813",
     "views": 139200,
     "one_line": "Explains a $15k agentic AI marketing system with 10 agents integrating HubSpot, Meta Ads, GA4, Klaviyo, Webflow.",
     "idea": "Build a similar agentic marketing system for the shop using Claude Code and cheap models via LiteLLM, integrating with Slack and Monday.com for orchestration and human review, and offering it as a service to local businesses."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "xo",
   "name": "XO",
   "what": "Distributed computing framework that pools GPU/CPU resources from multiple everyday devices (MacBooks, iPhones, older PCs) into a single virtual machine to run large language models natively across a cluster.",
   "where": "Not specified in video; search for 'XO distributed computing framework'",
   "category": "infra",
   "cost": "Open source (free)",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@howtowebdev/video/7659740870995873044",
     "author": "howtowebdev",
     "posted": "20260707",
     "views": 82500,
     "one_line": "Showcases XO, an open-source framework for clustering everyday devices to run large AI models locally.",
     "idea": "Test XO on the DGX Spark plus spare Macs/PCs to pool fragmented GPU/CPU into one virtual cluster, then benchmark running DeepSeek/GLM locally through the LiteLLM gateway as a cheap fallback inference tier for the shop's agent workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "youtube-transcripts",
   "name": "YouTube Transcripts",
   "what": "Allows agents to pull transcripts from YouTube videos for notes or agent memory",
   "where": "YouTube API / transcript tools",
   "category": "media-gen",
   "cost": "free/varies",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@tristanwaddellx/video/7639177050137349389",
     "author": "tristanwaddellx",
     "posted": "20260513",
     "views": 49800,
     "one_line": "Top five integrations for OpenClaw/Hermes AI agents: Firecrawl, Browserbase, Google Workspaces, YouTube Transcripts, Apify.",
     "idea": "Build a 'tool shelf' integration guide and LiteLLM-gateway-compatible wrapper for these five agent tools, then publish a comparison post on thestochasticparrot.com showing token/cost savings for each in a real agent workflow."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "zero-lag-trend-signals",
   "name": "Zero Lag Trend Signals",
   "what": "Provides zero-lag entry signals for trend reversals and pullbacks using a proprietary algorithm.",
   "where": "TradingView (by ALGO Alpha)",
   "category": "data/finance",
   "cost": "Free on TradingView",
   "relevance": 4,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@trade_algorithm/video/7506297269184924935",
     "author": "trade_algorithm",
     "posted": "20250519",
     "views": 244100,
     "one_line": "Video showcases five accurate TradingView indicators for 2025 trading strategies.",
     "idea": "Create a blog post or video comparing these indicators with backtesting results, and offer a TradingView indicator bundle or automation script for traders."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ai-skills-marketplace-unnamed-website",
   "name": "AI skills marketplace (unnamed website)",
   "what": "Searchable library of 142,000+ downloadable AI skills that can be imported into Claude or other AI agents",
   "where": "Website shown in video (URL not stated in transcript)",
   "category": "ai-agent",
   "cost": "unknown",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@futureshiftt/video/7685074704473902357",
     "author": "futureshiftt",
     "posted": "20260913",
     "views": 47300,
     "one_line": "Promo for a website offering 142,000+ downloadable AI skills for Claude and other agents",
     "idea": "Build a curated internal skill library for the shop's Claude Code/LiteLLM agents (e.g. trading-data pulls, Monday.com updates, image/video gen prompts) and publish a public subset as a lead magnet on thestochasticparrot.com"
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "artemis",
   "name": "Artemis",
   "what": "Open-source mobile automation tool that lets AI coding assistants drive real Android phones via natural language, reproducing bugs, capturing crash logs and screenshots without element selectors",
   "where": "google/artemis (open source, GitHub)",
   "category": "automation",
   "cost": "free/open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7683548026656279815",
     "author": "github.signals",
     "posted": "20260909",
     "views": 29000,
     "one_line": "Artemis lets AI coding assistants drive real Android phones to reproduce bugs in plain English.",
     "idea": "Wire Artemis into the shop's Claude Code workflow to auto-reproduce and screenshot Android bugs on a real device, then pipe crash logs and screenshots into Slack/Monday.com tickets for a mobile QA automation service offering."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "audio-story",
   "name": "Audio Story",
   "what": "Text-to-speech web tool that narrates pasted stories with selectable voices, adjustable speed and volume, plus an API for custom voice generation",
   "where": "website shown in video (unnamed in transcript)",
   "category": "media-gen",
   "cost": "not stated",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@themrtechking/video/7499712610879704338",
     "author": "themrtechking",
     "posted": "20250502",
     "views": 79900,
     "one_line": "Promo for a text-to-speech site that turns pasted stories into narrated audio",
     "idea": "Wire a TTS API into the shop's content pipeline so blog posts and market recaps auto-generate narrated audio versions for the site and social clips"
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "awesome-growth-hacking-skills",
   "name": "awesome-growth-hacking-skills",
   "what": "Curated directory of open-source AI agent skills for automating marketing and growth workflows like SEO, email automation, and competitive research",
   "where": "GitHub: mikiarlo3/awesome-growth-hacking-skills",
   "category": "marketing",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7671670806560165140",
     "author": "github.signals",
     "posted": "20260808",
     "views": 6685,
     "one_line": "Showcases an open-source GitHub directory of AI agent skills for automating marketing and growth workflows.",
     "idea": "Clone the repo and wire a few of its growth skills (SEO drafting, competitor research, app-store review analysis) into the shop's LiteLLM gateway + Claude Code so the news site can auto-draft SEO posts and monitor competitor AI/media coverage on a schedule."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "axiom-ai",
   "name": "Axiom.ai",
   "what": "Create bots to automate tasks on any website",
   "where": "axiom.ai",
   "category": "automation",
   "cost": "Freemium",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theappbadger/video/7516177270961098006",
     "author": "theappbadger",
     "posted": "20250615",
     "views": 698300,
     "one_line": "Five websites for automation, computation, free tools, open-source alternatives, and AI logo design.",
     "idea": "Use Axiom.ai to automate scraping of trading data or competitor news, and Logo Diffusion to quickly generate logos for the shop's media projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "build-your-own-x",
   "name": "Build Your Own X",
   "what": "Curated collection of tutorials for building your own versions of popular technologies like games, emulators, bots, search engines, programming languages, AI models, and operating systems",
   "where": "GitHub repository (github.com/codecrafters-io/build-your-own-x)",
   "category": "coding",
   "cost": "free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@lucaswebq/video/7683200893394750742",
     "author": "lucaswebq",
     "posted": "20260908",
     "views": 94000,
     "one_line": "Showcases a website with tutorials to build your own versions of popular technologies.",
     "idea": "Use the Build Your Own X tutorials as source material for a recurring blog or video series on thestochasticparrot.com where we build a small AI model or search engine on the DGX Spark and document it with Claude Code, driving traffic and demonstrating our stack."
    }
   ],
   "link": "https://github.com/codecrafters-io/build-your-own-x",
   "open_source": false
  },
  {
   "id": "byoc",
   "name": "BYOC",
   "what": "Open-source storage library that unifies Google Drive, Nextcloud, and S3 behind one interface, with direct browser uploads so files go straight to users' own cloud accounts and your app only sees a link.",
   "where": "GitHub: ajayvarmaramineni/byoc",
   "category": "infra",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7683299231741775111",
     "author": "github.signals",
     "posted": "20260908",
     "views": 21400,
     "one_line": "Open-source BYOC library routes app file storage to users' own Google Drive, Nextcloud, or S3.",
     "idea": "Use BYOC in the shop's internal tools and any client-facing upload flows so generated images/videos and trading-data exports land in our own Google Drive or S3 instead of paying egress and storage on a server, and write a short blog post on thestochasticparrot.com comparing BYOC vs. our LiteLLM-gateway-style abstraction approach."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "capacitor",
   "name": "Capacitor",
   "what": "Turns a single web codebase into native iOS, Android, and PWA apps with cross-platform native APIs and custom Swift/Kotlin plugins",
   "where": "https://github.com/ionic-team/capacitor",
   "category": "coding",
   "cost": "Free (MIT licensed)",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7679845420197039374",
     "author": "whitewhoadie",
     "posted": "20260830",
     "views": 1933,
     "one_line": "Capacitor lets you ship one web codebase as native iOS, Android, and PWA apps.",
     "idea": "Package the shop's internal dashboards (LiteLLM gateway usage, Monday.com boards, trading-data views) as a Capacitor mobile app so the team can monitor models and trades from phones."
    }
   ],
   "link": "https://github.com/ionic-team/capacitor",
   "open_source": true
  },
  {
   "id": "claude-co-work",
   "name": "Claude Co-Work",
   "what": "Claude environment that supports installing the Claude for Legal plugins and agents",
   "where": "Anthropic",
   "category": "ai-agent",
   "cost": "Paid (subscription)",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7643209824699731218",
     "author": "nocode.joshua",
     "posted": "20260523",
     "views": 257200,
     "one_line": "Walkthrough of Anthropic's free Claude for Legal plugin pack and three legal AI agents.",
     "idea": "Build a 'legal-ops agent pack' for the shop: wrap the Claude for Legal GitHub repo into a LiteLLM-gateway-compatible workflow that runs contract risk triage (green/yellow/red clause flagging) and policy-drift sweeps on client documents, then posts summaries to Slack and logs review tasks in Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-cowork",
   "name": "Claude Cowork",
   "what": "Agentic browser mode that opens a browser and submits opt-out/removal requests automatically",
   "where": "Claude app (Cowork feature)",
   "category": "ai-agent",
   "cost": "subscription",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nathanhodgson.ai/video/7663960456087817494",
     "author": "nathanhodgson.ai",
     "posted": "20260718",
     "views": 796700,
     "one_line": "Using Claude and Claude Cowork to find and auto-submit data-broker opt-out requests.",
     "idea": "Build a recurring 'digital footprint audit' agent on the LiteLLM gateway that scans data brokers, drafts opt-outs, and files them via browser automation, then posts a weekly status digest to Slack/Monday.com as a paid privacy service."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-design-2-0",
   "name": "Claude Design 2.0",
   "what": "Generates diagrams, research, 3D objects, animations, slides, and interactive mobile apps from text descriptions using brand design systems",
   "where": "Claude (Anthropic) - claude.ai",
   "category": "media-gen",
   "cost": "Not stated (likely paid Claude subscription)",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@robtheaiguy/video/7668343346011720973",
     "author": "robtheaiguy",
     "posted": "20260730",
     "views": 6014,
     "one_line": "Promo video showing Claude Design 2.0 generating slides, diagrams, 3D objects, and mobile apps from prompts.",
     "idea": "Use Claude Design 2.0 to auto-generate branded slide decks, diagrams, and interactive prototypes for client pitches and content on thestochasticparrot.com, and publish a tutorial comparing its output against the shop's existing image/video generation pipeline."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-for-legal",
   "name": "Claude for Legal",
   "what": "Anthropic's free plugin pack with 80+ pre-built AI agents, 12 plugins, and 20 tool connectors for legal tasks like contract review, cease-and-desist drafting, and policy monitoring",
   "where": "GitHub repo (linked in video); installs into Claude Code or Claude Co-Work",
   "category": "ai-agent",
   "cost": "Free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@nocode.joshua/video/7643209824699731218",
     "author": "nocode.joshua",
     "posted": "20260523",
     "views": 257200,
     "one_line": "Walkthrough of Anthropic's free Claude for Legal plugin pack and three legal AI agents.",
     "idea": "Build a 'legal-ops agent pack' for the shop: wrap the Claude for Legal GitHub repo into a LiteLLM-gateway-compatible workflow that runs contract risk triage (green/yellow/red clause flagging) and policy-drift sweeps on client documents, then posts summaries to Slack and logs review tasks in Monday.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "claude-opus-5",
   "name": "Claude Opus 5",
   "what": "Underlying AI model used to power Claude Design 2.0 generation",
   "where": "Claude (Anthropic) - claude.ai",
   "category": "ai-agent",
   "cost": "Not stated",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@robtheaiguy/video/7668343346011720973",
     "author": "robtheaiguy",
     "posted": "20260730",
     "views": 6014,
     "one_line": "Promo video showing Claude Design 2.0 generating slides, diagrams, 3D objects, and mobile apps from prompts.",
     "idea": "Use Claude Design 2.0 to auto-generate branded slide decks, diagrams, and interactive prototypes for client pitches and content on thestochasticparrot.com, and publish a tutorial comparing its output against the shop's existing image/video generation pipeline."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "coinbase",
   "name": "Coinbase",
   "what": "Cryptocurrency exchange for buying and selling crypto assets",
   "where": "coinbase.com",
   "category": "data/finance",
   "cost": "Trading fees apply",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@forrestunfiltered/video/7489584703264116011",
     "author": "forrestunfiltered",
     "posted": "20250404",
     "views": 36600,
     "one_line": "A crypto investor explains a $15,000 portfolio strategy using Coinbase, Uphold, and CoinLedger for taxes.",
     "idea": "Create a crypto portfolio tracker that integrates with CoinLedger and TurboTax, using AI to analyze market trends and suggest dollar-cost averaging strategies."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "coinledger",
   "name": "CoinLedger",
   "what": "Automatically tracks crypto transactions and generates tax forms for reporting",
   "where": "coinledger.io",
   "category": "data/finance",
   "cost": "Paid plans available",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@forrestunfiltered/video/7489584703264116011",
     "author": "forrestunfiltered",
     "posted": "20250404",
     "views": 36600,
     "one_line": "A crypto investor explains a $15,000 portfolio strategy using Coinbase, Uphold, and CoinLedger for taxes.",
     "idea": "Create a crypto portfolio tracker that integrates with CoinLedger and TurboTax, using AI to analyze market trends and suggest dollar-cost averaging strategies."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "cortical-cloud",
   "name": "Cortical Cloud",
   "what": "Rents living human neurons grown from stem cells on a silicon chip, accessible via a Python API for running code on biological neural networks",
   "where": "Cortical Labs (corticallabs.com)",
   "category": "infra",
   "cost": "starting at $300/week",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@manavpod/video/7672109937157229837",
     "author": "manavpod",
     "posted": "20260809",
     "views": 160200,
     "one_line": "Cortical Labs rents living neuron chips via Python API for $300/week as an energy-efficient alternative to GPUs.",
     "idea": "Pitch a thestochasticparrot.com explainer on biological compute vs GPU energy costs, and prototype a small LiteLLM-gateway-compatible wrapper around the Cortical Cloud Python API so hobby trading-data experiments can benchmark neuron chips against the DGX Spark."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "edgepilot",
   "name": "EdgePilot",
   "what": "Local system monitor pill on screen edge showing live CPU, memory, and disk usage on Windows and Linux",
   "where": "GitHub: pricootz/edgepilot",
   "category": "infra",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7683044181647871233",
     "author": "github.signals",
     "posted": "20260908",
     "views": 7608,
     "one_line": "Open-source local system monitor pill for Windows and Linux showing live CPU, memory, and disk usage.",
     "idea": "Run EdgePilot on the DGX Spark to keep a lightweight always-visible readout of CPU/GPU/memory/disk while long Claude Code or local model jobs run, and optionally pipe its metrics into the LiteLLM gateway dashboard or a Slack alert when resources spike."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "geolibre",
   "name": "GeoLibre",
   "what": "Free open-source cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data in browser, desktop, mobile, and Jupyter, with local data privacy, auto-generated map legends, 200+ Rust geoprocessing tools, Emerging Hot Spot Analysis, GeoLens catalog browser, and mosaic time series",
   "where": "https://github.com/opengeos/GeoLibre",
   "category": "data/finance",
   "cost": "free, open-source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@whitewhoadie/video/7666915820068490509",
     "author": "whitewhoadie",
     "posted": "20260726",
     "views": 79400,
     "one_line": "GeoLibre v2.3.0, a free open-source local-first GIS platform for browser, desktop, mobile, and Jupyter.",
     "idea": "Run GeoLibre locally on the DGX Spark to build a private geospatial analysis service for trading-data hobby projects, e.g. mapping commodity/logistics signals or regional economic data, and expose it through the LiteLLM gateway so Claude Code or cheap models can query maps and hotspot analyses via Slack."
    }
   ],
   "link": "https://github.com/opengeos/GeoLibre",
   "open_source": true
  },
  {
   "id": "gohighlevel",
   "name": "GoHighLevel",
   "what": "CRM/marketing platform polled every 5 minutes to check for incoming texts and auto-respond",
   "where": "gohighlevel.com",
   "category": "marketing",
   "cost": "Paid subscription",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@carter.braydon/video/7681458719103765790",
     "author": "carter.braydon",
     "posted": "20260903",
     "views": 3485,
     "one_line": "Creator shows a Grok bot with a phone number that sends and auto-responds to texts via GoHighLevel.",
     "idea": "Wire a Grok/LLM agent to an SMS number and poll a CRM (or Slack) for inbound messages so the shop's bot can auto-reply to leads and route trading alerts as texts."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "golandingsite-ai",
   "name": "golandingsite.ai",
   "what": "Turns Claude's generated copy into a finished landing page/website and provides domain and agency plan",
   "where": "golandingsite.ai",
   "category": "marketing",
   "cost": "agency plan (paid, price not stated)",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@golandingsite.ai/video/7629732383402626322",
     "author": "golandingsite.ai",
     "posted": "20260417",
     "views": 129100,
     "one_line": "Tutorial on using Claude plus golandingsite.ai to sell $800 websites to local businesses.",
     "idea": "Build a lead-gen + auto-site pipeline: scrape Google Maps for local businesses lacking websites, use Claude to draft copy from their reviews, generate a landing page, and pitch them via Slack/Monday outreach with a hosted site offer."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "google-maps",
   "name": "Google Maps",
   "what": "Used to find local businesses with reviews but no website as sales leads",
   "where": "maps.google.com",
   "category": "research",
   "cost": "free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@golandingsite.ai/video/7629732383402626322",
     "author": "golandingsite.ai",
     "posted": "20260417",
     "views": 129100,
     "one_line": "Tutorial on using Claude plus golandingsite.ai to sell $800 websites to local businesses.",
     "idea": "Build a lead-gen + auto-site pipeline: scrape Google Maps for local businesses lacking websites, use Claude to draft copy from their reviews, generate a landing page, and pitch them via Slack/Monday outreach with a hosted site offer."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "grokipedia",
   "name": "Grokipedia",
   "what": "Elon Musk's AI-generated encyclopedia that mirrors Wikipedia's article slugs and content, often copying or synthesizing Wikipedia text.",
   "where": "grokipedia.com (implied)",
   "category": "research",
   "cost": "free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@lthlnkso/video/7570082810480905527",
     "author": "lthlnkso",
     "posted": "20251107",
     "views": 95000,
     "one_line": "Analysis of a paper comparing Grokipedia and Wikipedia article similarity using Jaccard index and a larger scraped dataset.",
     "idea": "Build a similarity dashboard that compares Grokipedia and Wikipedia articles using Jaccard index and other metrics, highlighting controversial vs. non-controversial topics, and offer it as a free tool or content piece for thestochasticparrot.com to attract readers interested in AI-generated content and media analysis."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "hermes-ai",
   "name": "Hermes AI",
   "what": "AI agent shown running within a gamified multi-agent ecosystem",
   "where": "mentioned in video, no URL given",
   "category": "ai-agent",
   "cost": "unknown",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theaveragenoobfb/video/7637235485647080735",
     "author": "theaveragenoobfb",
     "posted": "20260507",
     "views": 81600,
     "one_line": "Creator demos a gamified ecosystem of AI agents including Hermes, Hunter, Spark, Webby, and Scout.",
     "idea": "Build a gamified dashboard for the shop's LiteLLM gateway that shows each agent (Claude Code, DeepSeek/GLM, image/video gen, trading bots) as a character with idle/working/locked states, tying into Slack and Monday.com for status."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "jaccard-index",
   "name": "Jaccard Index",
   "what": "A statistical measure of similarity between two sets, used here to compare unique word overlap between Grokipedia and Wikipedia articles.",
   "where": "Statistical method (no specific URL)",
   "category": "research",
   "cost": "free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@lthlnkso/video/7570082810480905527",
     "author": "lthlnkso",
     "posted": "20251107",
     "views": 95000,
     "one_line": "Analysis of a paper comparing Grokipedia and Wikipedia article similarity using Jaccard index and a larger scraped dataset.",
     "idea": "Build a similarity dashboard that compares Grokipedia and Wikipedia articles using Jaccard index and other metrics, highlighting controversial vs. non-controversial topics, and offer it as a free tool or content piece for thestochasticparrot.com to attract readers interested in AI-generated content and media analysis."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "localsend",
   "name": "LocalSend",
   "what": "Open source cross-platform AirDrop alternative for sharing files, folders, and text between Windows, Mac, Linux, iOS, and Android over the local network without internet",
   "where": "localsend.org (open source, GitHub)",
   "category": "productivity",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@howtowebdev/video/7667171552881822996",
     "author": "howtowebdev",
     "posted": "20260727",
     "views": 42300,
     "one_line": "Spotlight on LocalSend, an open source cross-platform AirDrop alternative for local file sharing.",
     "idea": "Use LocalSend to move large generated images/videos and datasets between the DGX Spark, workstations, and phones without cloud uploads, and write a short blog post on thestochasticparrot.com comparing it to AirDrop for AI media workflows."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "logo-diffusion",
   "name": "Logo Diffusion",
   "what": "Turns sketches into designed logos using AI",
   "where": "logodiffusion.com",
   "category": "media-gen",
   "cost": "Freemium",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theappbadger/video/7516177270961098006",
     "author": "theappbadger",
     "posted": "20250615",
     "views": 698300,
     "one_line": "Five websites for automation, computation, free tools, open-source alternatives, and AI logo design.",
     "idea": "Use Axiom.ai to automate scraping of trading data or competitor news, and Logo Diffusion to quickly generate logos for the shop's media projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "muse",
   "name": "Muse",
   "what": "Meta's personal AI agent embedded in Meta's ecosystem (Instagram, Facebook, Threads, WhatsApp) that can respond to messages, post, and act on behalf of creators",
   "where": "Meta (announced by Meta; not yet publicly available)",
   "category": "ai-agent",
   "cost": "unknown",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@malikontech/video/7683342642863738143",
     "author": "malikontech",
     "posted": "20260909",
     "views": 2197,
     "one_line": "Meta's new Muse AI agent embeds into Instagram, Facebook, Threads and WhatsApp to act for creators.",
     "idea": "Build a social-media agent integration for the shop's Slack/Monday workflow that drafts and schedules posts across platforms via APIs, positioning it as a cross-platform alternative to Meta's walled-garden Muse; also cover Muse's ToS and agent-ecosystem lock-in on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "mvt-mobile-verification-toolkit",
   "name": "MVT (Mobile Verification Toolkit)",
   "what": "Scans phones for nation-state spyware such as Pegasus",
   "where": "github.com/mvt-project/mvt",
   "category": "infra",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@certgames.com/video/7660151276058971422",
     "author": "certgames.com",
     "posted": "20260708",
     "views": 535200,
     "one_line": "Short list of three free opsec tools: ad-blocking, spyware scanning, and throwaway emails.",
     "idea": "Write a thestochasticparrot.com guide on hardening the shop's stack: run Pi-hole on the DGX Spark or a small box for the office network, use SimpleLogin aliases for all SaaS signups (Monday.com, Slack, model providers), and document MVT-style checks for the trading-data hobby projects."
    }
   ],
   "link": "https://github.com/mvt-project/mvt",
   "open_source": true
  },
  {
   "id": "nvidia-computer-vision-model",
   "name": "NVIDIA computer vision model",
   "what": "Open-sourced vision model using parallel box decoding to predict bounding boxes in one pass, up to 10x faster than models like Qwen3-VL",
   "where": "Hugging Face and GitHub",
   "category": "research",
   "cost": "free/open-source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@dr_cintas/video/7650148816041102606",
     "author": "dr_cintas",
     "posted": "20260611",
     "views": 158300,
     "one_line": "NVIDIA open-sourced a vision model with parallel box decoding, claimed 10x faster than top models.",
     "idea": "Benchmark this NVIDIA vision model against current detection pipelines on the DGX Spark and write a thestochasticparrot.com post on whether parallel box decoding speeds up our image/video generation QC or trading-chart screenshot parsing."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "openmythos",
   "name": "OpenMythos",
   "what": "Open-source theoretical reconstruction of the unreleased Claude Mythos model architecture, built from first principles.",
   "where": "GitHub (search 'OpenMythos')",
   "category": "ai-agent",
   "cost": "Free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@future.with.ai98/video/7631871356199652626",
     "author": "future.with.ai98",
     "posted": "20260423",
     "views": 44500,
     "one_line": "Video about OpenMythos, an open-source GitHub reconstruction of the unreleased Claude Mythos architecture.",
     "idea": "Clone OpenMythos, benchmark its architecture against our LiteLLM gateway's cheap models (DeepSeek/GLM) on the DGX Spark, and publish a comparison writeup on thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "opensourcealternative",
   "name": "OpenSourceAlternative",
   "what": "Directory of free open-source alternatives to popular SaaS products",
   "where": "opensourcealternative.com",
   "category": "other",
   "cost": "Free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theappbadger/video/7516177270961098006",
     "author": "theappbadger",
     "posted": "20250615",
     "views": 698300,
     "one_line": "Five websites for automation, computation, free tools, open-source alternatives, and AI logo design.",
     "idea": "Use Axiom.ai to automate scraping of trading data or competitor news, and Logo Diffusion to quickly generate logos for the shop's media projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "origin-pilot",
   "name": "Origin Pilot",
   "what": "Open-source quantum operating system that allows users to execute quantum computing jobs and access quantum applications.",
   "where": "originqc.com.cn/en",
   "category": "infra",
   "cost": "Free Community Edition; Enterprise Edition available (pricing not specified)",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@user358804322/video/7663883001746509069",
     "author": "user358804322",
     "posted": "20260718",
     "views": 28300,
     "one_line": "Overview of China's open-source quantum OS Origin Pilot and how to get started.",
     "idea": "Explore integrating Origin Pilot's quantum computing capabilities into the shop's trading-data hobby projects for advanced quantitative analysis or optimization experiments."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "pi-hole",
   "name": "Pi-hole",
   "what": "Network-wide ad and tracker blocking for every device in the house",
   "where": "pi-hole.net",
   "category": "infra",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@certgames.com/video/7660151276058971422",
     "author": "certgames.com",
     "posted": "20260708",
     "views": 535200,
     "one_line": "Short list of three free opsec tools: ad-blocking, spyware scanning, and throwaway emails.",
     "idea": "Write a thestochasticparrot.com guide on hardening the shop's stack: run Pi-hole on the DGX Spark or a small box for the office network, use SimpleLogin aliases for all SaaS signups (Monday.com, Slack, model providers), and document MVT-style checks for the trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "simplelogin",
   "name": "SimpleLogin",
   "what": "Creates unlimited working throwaway email aliases for signups",
   "where": "simplelogin.io",
   "category": "productivity",
   "cost": "free tier / open source, paid plans",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@certgames.com/video/7660151276058971422",
     "author": "certgames.com",
     "posted": "20260708",
     "views": 535200,
     "one_line": "Short list of three free opsec tools: ad-blocking, spyware scanning, and throwaway emails.",
     "idea": "Write a thestochasticparrot.com guide on hardening the shop's stack: run Pi-hole on the DGX Spark or a small box for the office network, use SimpleLogin aliases for all SaaS signups (Monday.com, Slack, model providers), and document MVT-style checks for the trading-data hobby projects."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "tinywow",
   "name": "TinyWow",
   "what": "Free online tools for PDF, image, video, and file conversions",
   "where": "tinywow.com",
   "category": "productivity",
   "cost": "Free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theappbadger/video/7516177270961098006",
     "author": "theappbadger",
     "posted": "20250615",
     "views": 698300,
     "one_line": "Five websites for automation, computation, free tools, open-source alternatives, and AI logo design.",
     "idea": "Use Axiom.ai to automate scraping of trading data or competitor news, and Logo Diffusion to quickly generate logos for the shop's media projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "trentorch",
   "name": "TrenTorch",
   "what": "Open-source coding curriculum that walks you through building a PyTorch-like ML framework from scratch in NumPy across 20 progressive steps, from basic math to a transformer language model",
   "where": "GitHub: trentorch/trentorch",
   "category": "coding",
   "cost": "free / open source",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@github.signals/video/7682318936846798101",
     "author": "github.signals",
     "posted": "20260906",
     "views": 17200,
     "one_line": "TrenTorch is an open-source curriculum for building your own PyTorch-like ML framework in NumPy.",
     "idea": "Run a 'build your own framework' series on thestochasticparrot.com: have Claude Code or DeepSeek walk through TrenTorch's 20 steps on the DGX Spark, publishing each step as a post plus short video, and benchmark the from-scratch transformer against a real PyTorch baseline."
    }
   ],
   "link": "",
   "open_source": true
  },
  {
   "id": "turbotax",
   "name": "TurboTax",
   "what": "Tax preparation software that can import crypto tax data",
   "where": "turbotax.intuit.com",
   "category": "productivity",
   "cost": "Paid software",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@forrestunfiltered/video/7489584703264116011",
     "author": "forrestunfiltered",
     "posted": "20250404",
     "views": 36600,
     "one_line": "A crypto investor explains a $15,000 portfolio strategy using Coinbase, Uphold, and CoinLedger for taxes.",
     "idea": "Create a crypto portfolio tracker that integrates with CoinLedger and TurboTax, using AI to analyze market trends and suggest dollar-cost averaging strategies."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "unclaw",
   "name": "Unclaw",
   "what": "Local desktop AI application that connects to AI coding agents via MCP, acting as a plugin layer on top of existing workflows",
   "where": "npx unclaw cli@latest (Mac only CLI); download link via comment",
   "category": "ai-agent",
   "cost": "free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@foton.labs/video/7668950524825324830",
     "author": "foton.labs",
     "posted": "20260801",
     "views": 2278,
     "one_line": "Unclaw CLI connects local Unclaw app to AI coding agents like Claude Code via auto-installed MCPs.",
     "idea": "Test Unclaw CLI as a bridge between our LiteLLM gateway and Claude Code/DeepSeek/GLM agents to see if it simplifies MCP/skill setup for our DGX Spark workflows; if useful, write a short review post for thestochasticparrot.com."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "uphold",
   "name": "Uphold",
   "what": "Cryptocurrency exchange, particularly used for XRP trading",
   "where": "uphold.com",
   "category": "data/finance",
   "cost": "Trading fees apply",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@forrestunfiltered/video/7489584703264116011",
     "author": "forrestunfiltered",
     "posted": "20250404",
     "views": 36600,
     "one_line": "A crypto investor explains a $15,000 portfolio strategy using Coinbase, Uphold, and CoinLedger for taxes.",
     "idea": "Create a crypto portfolio tracker that integrates with CoinLedger and TurboTax, using AI to analyze market trends and suggest dollar-cost averaging strategies."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "wikipedia",
   "name": "Wikipedia",
   "what": "Collaboratively edited online encyclopedia used as the baseline for comparison.",
   "where": "wikipedia.org",
   "category": "research",
   "cost": "free",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@lthlnkso/video/7570082810480905527",
     "author": "lthlnkso",
     "posted": "20251107",
     "views": 95000,
     "one_line": "Analysis of a paper comparing Grokipedia and Wikipedia article similarity using Jaccard index and a larger scraped dataset.",
     "idea": "Build a similarity dashboard that compares Grokipedia and Wikipedia articles using Jaccard index and other metrics, highlighting controversial vs. non-controversial topics, and offer it as a free tool or content piece for thestochasticparrot.com to attract readers interested in AI-generated content and media analysis."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "wolfram-alpha",
   "name": "Wolfram Alpha",
   "what": "AI-powered computational engine for math, science, and general questions",
   "where": "wolframalpha.com",
   "category": "research",
   "cost": "Freemium",
   "relevance": 3,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@theappbadger/video/7516177270961098006",
     "author": "theappbadger",
     "posted": "20250615",
     "views": 698300,
     "one_line": "Five websites for automation, computation, free tools, open-source alternatives, and AI logo design.",
     "idea": "Use Axiom.ai to automate scraping of trading data or competitor news, and Logo Diffusion to quickly generate logos for the shop's media projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "animated-components-website",
   "name": "Animated Components Website",
   "what": "Library of animated web components (animations, morph shapes, buttons, staggers, timers) with copyable code, no login required",
   "where": "Not named in video; search for animated component libraries",
   "category": "coding",
   "cost": "Free",
   "relevance": 2,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@setups_ai/video/7513194464978980126",
     "author": "setups_ai",
     "posted": "20250607",
     "views": 349100,
     "one_line": "Showcases a free website with copy-paste animated web components for developers.",
     "idea": "Use a free animated-component library to quickly build polished animated UI elements for thestochasticparrot.com's news pages and demo dashboards, saving design time on the DGX Spark hobby projects."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "ground-news",
   "name": "Ground News",
   "what": "News aggregator app/website that tracks stories across outlets and shows media bias breakdowns, plus a blind spot feed highlighting stories ignored by one side",
   "where": "ground.news",
   "category": "research",
   "cost": "Vantage plan, 40% off via sponsor link",
   "relevance": 2,
   "mentions": 1,
   "receipts": [
    {
     "video": "https://www.tiktok.com/@lifeunfiltered312/video/7519937783599795487",
     "author": "lifeunfiltered312",
     "posted": "20250625",
     "views": 5349,
     "one_line": "Sponsored debate video pitching Ground News' media-bias transparency app and blind spot feed.",
     "idea": "Build a 'blind spot' bias-breakdown widget for thestochasticparrot.com: use the LiteLLM gateway with cheap DeepSeek/GLM models to classify each aggregated story's lean and surface under-covered stories in Slack/Monday digests."
    }
   ],
   "link": "",
   "open_source": false
  },
  {
   "id": "neo-hand-1x",
   "name": "Neo hand (1X)",
   "what": "Tendon-driven robotic hand with 25 force-controlled, back-drivable degrees of freedom and tactile sensing",
   "where": "1X (1x.tech)",
   "category": "other",
   "cost": "not stated (hardware, likely enterprise/developer pricing)",
   "relevance": 2,
   "mentions": 1,
   "receipts": [
    {
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