How I Indexed 12,131 Developer Resources Across 7 Iconic GitHub Repos Into a Local <2ms MCP Server (and $0/mo SaaS Stack Builder)

Base of AGI | StackPilot — Sun, 18 Oct 2026 20:25:01 +0000

Every time I start building a new Micro-SaaS or AI Agent workflow, I end up opening 30 browser tabs across the same 7 legendary GitHub repositories:

punkpeye/awesome-mcp-servers (4,382 MCP servers)
f/prompts.chat (2,512 AI system prompts & developer personas)
public-apis/public-apis (2,185 free REST APIs)
ripienaar/free-for-dev (1,354 SaaS/PaaS/Cloud free tiers)
awesome-selfhosted/awesome-selfhosted (1,263 self-hosted Docker alternatives)
codecrafters-io/build-your-own-x (359 step-by-step architecture tutorials)
DigitalPlatDev/FreeDomain (76 free domain & DNS guides)

Searching across raw Markdown files in 7 different repositories takes hours—so I built a parser that normalizes all 12,131 items into a single SQLite FTS5 (Full-Text Search + BM25 ranking) database and wrapped it in a Model Context Protocol (MCP) Server + interactive web generator.

⚡ Try the Free Interactive $0/Month Stack Generator

👉 Live Generator: https://baseofagi.com/stackpilot

Pick any Micro-SaaS niche (AI Coding & MCP Agent, FinTech & Crypto Tracker, SEO & Scraping Automation, DevOps Monitoring, etc.) and it immediately outputs:

Verified Free REST APIs (Auth, HTTPS, CORS flags)
Always-Free Cloud & Database Tiers ($0/mo infrastructure)
Self-Hosted Open-Source Alternatives
Matching MCP Servers
One-Click .cursorrules / CLAUDE.md / GEMINI.md Export

🛠️ How the SQLite FTS5 + BM25 Index Works

Instead of using a heavy vector database that requires paid embeddings, SQLite's built-in fts5 extension with porter unicode61 tokenization queries all 12,131 items in under 2 milliseconds:

CREATE VIRTUAL TABLE resources_fts USING fts5(
    source,
    category,
    title,
    description,
    url UNINDEXED,
    tokenize = 'porter unicode61'
);

When an AI coding agent (Claude Code, Cursor, Windsurf, or Antigravity) calls the MCP tool hub_search(query="email verification", source="free-for-dev"), it gets ranked, structured JSON results immediately without hallucinating deprecated APIs or expensive SaaS tools.

📦 Want the Full Offline SQLite FTS5 Database + MCP Server + 50 SaaS Blueprints?

If you want to run the entire 12,131-item index locally inside your IDE via MCP—plus get 50 complete Micro-SaaS Architecture Blueprints (Markdown + JSON) and the Zero-Cost Cloud Playbook:

StackPilot Pro ($19 One-Time Download): https://buy.polar.sh/polar_cl_3xIC5J1D1QAYFVAi7cSSt10ksKVOqQHMsaJCT2uuGwv
Interactive Web Builder: https://baseofagi.com/stackpilot

DEV Community: Base of AGI | StackPilot

How I Indexed 12,131 Developer Resources Across 7 Iconic GitHub Repos Into a Local <2ms MCP Server (and $0/mo SaaS Stack Builder)

⚡ Try the Free Interactive $0/Month Stack Generator

🛠️ How the SQLite FTS5 + BM25 Index Works

📦 Want the Full Offline SQLite FTS5 Database + MCP Server + 50 SaaS Blueprints?