Show HN: Mcptube – Karpathy's LLM Wiki idea applied to YouTube videos https://ift.tt/OxBPVLQ

-
Show HN: Mcptube – Karpathy's LLM Wiki idea applied to YouTube videos I watch a lot of Stanford/Berkeley lectures and YouTube content on AI agents, MCP, and security. Got tired of scrubbing through hour-long videos to find one explanation. Built v1 of mcptube a few months ago. It performs transcript search and implements Q&A as an MCP server. It got traction (34 stars, my first open-source PR, some notable stargazers like CEO of Trail of Bits). But v1 re-searched raw chunks from scratch every query. So I rebuilt it. v2 (mcptube-vision) follows Karpathy's LLM Wiki pattern. At ingest time, it extracts transcripts, detects scene changes with ffmpeg, describes key frames via a vision model, and writes structured wiki pages. Knowledge compounds across videos rather than being re-discovered. FTS5 + a two-stage agent (narrow then reason) for retrieval. MCPTube works both as CLI (BYOK) and MCP server. I tested MCPTube with Claude Code, Claude Desktop, VS Code Copilot, Cursor, and others. Zero API key needed server-side. Coming soon: I am also building SaaS platform. This platform supports playlist ingestion, team wikis, etc. I like to share early access signup: https://0xchamin.github.io/mcptube/ Happy to discuss architecture tradeoffs — FTS5 vs vectors, file-based wiki vs DB, scene-change vs fixed-interval sampling. Give it a try via `pip install mcptube`. Also, please do star the repo if you enjoy my contribution ( https://ift.tt/p4uAaHm ) https://ift.tt/p4uAaHm April 13, 2026 at 05:34PM

Comments

Post a Comment

Popular posts from this blog

Complete Guide to E-Commerce Business: Meaning, Models, and How to Start

-
Image
Complete Guide to E-Commerce Business: Meaning, Models, and How to Start                      Discover the simple steps to start online store                    E-commerce is more than a trend — it’s the future of business. Whether you’re in Nigeria , India, Pakistan , or anywhere in the world, selling online is now one of the fastest ways to reach customers and grow your income. In this guide, we’ll cover: What e-commerce really means ( e-commerce business kya hota hai? ) Different e-commerce business models Popular business ideas you can start today Step-by-step guide on starting your online store Bonus: Free e-commerce startup checklist PDF By the end, you’ll be ready to start your own online business. What Is an E-Commerce Business E-commerce means buying and selling goods or services over the internet . In plain terms: You have an online store (web...
Read more

Micro Niches: The Secret Weapon for SaaS Startups Struggling to Gain Traction

-
Image
Micro Niches: The Secret Weapon for SaaS Startups Struggling to Gain Traction In today’s crowded SaaS landscape, launching a product for “everyone” is a fast track to being ignored. The real growth hack? Start small. Think niche. Micro niches are not limitations—they’re leverage.  Why Micro Niches Matter A micro niche is a hyper-specific segment of a broader market. Instead of building a generic CRM, imagine building a CRM for freelance photographers or independent fitness coaches . These focused audiences have unique needs—and fewer tailored solutions. Benefits of Going Micro:   Laser-focused messaging : Speak your audience’s language   Faster product-market fit : Solve a real, specific pain point   Lower CAC : Easier to target with content and ads   Organic growth : Happy users in tight communities = word of mouth  Real-World Examples ConvertKit started as a general email tool—then niched down to serve bloggers. That’s when growth exploded. Jobber bui...
Read more

"From Micro Niche to Money Maker: How I Validated My E-Commerce Idea with AI (No Budget Needed)" Published: September 23, 2025 Keywords: Micro niche, AI validation, e-commerce, free tools, startup strategy Introduction Ever wondered if your e-commerce idea is worth pursuing? In this post, I’ll walk you through how I used free AI tools to validate a micro niche, build a lean store, and test demand—without spending a dime. If you’re stuck between ideas or afraid of wasting time and money, this guide is your shortcut to clarity. Step-by-Step Breakdown 1. Finding the Micro Niche Used ChatGPT to brainstorm underserved product categories. Cross-referenced with Google Trends and AnswerThePublic to check search interest. 2. Validating Demand Leveraged Perplexity AI to analyze competitors and market gaps. Ran polls using Typeform and Twitter/X to gauge interest. 3. Building the Store Created a free storefront using Shopify Starter and Canva for branding. Used Durable.co to generate landing page copy in minutes. 4. Driving Traffic Scheduled posts with Buffer across Instagram, Threads, and LinkedIn. Used Notion AI to draft blog content and email sequences. 5. Tracking Results Monitored engagement with Google Analytics and Hotjar. Adjusted product positioning based on feedback from Tally Forms. Key Takeaways Micro niches are goldmines when paired with smart AI validation. You don’t need a budget—just the right tools and strategy. Testing before investing saves time, money, and frustration. Thinking of launching your own store? Drop your niche idea in the comments and I’ll help you validate it with AI—free of charge!

-
Image
  "From Micro Niche to Money Maker: How I Validated My E-Commerce Idea with AI (No Budget Needed)" Published: September 23, 2025                   Micro niche, AI validation, e-commerce, free tools, startup strategy Introduction Ever wondered if your e-commerce idea is worth pursuing? In this post, I’ll walk you through how I used free AI tools to validate a micro niche, build a lean store, and test demand—without spending a dime. If you’re stuck between ideas or afraid of wasting time and money, this guide is your shortcut to clarity. Step-by-Step Breakdown 1. Finding the Micro Niche Used ChatGPT to brainstorm underserved product categories. Cross-referenced with Google Trends and AnswerThePublic to check search interest. 2. Validating Demand Leveraged Perplexity AI to analyze competitors and market gaps. Ran polls using Typeform and Twitter/X to gauge interest. 3. Building the Store Created a free storefront using Shopify Star...
Read more