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Documentation Loading Agent

Universal Memory Bridge - Matrix Style Knowledge Loading

🚀 Load framework documentation once, access from any AI platform

This agent loads comprehensive framework documentation into ChromaDB, making it instantly available to:

  • Claude (via MCP)
  • Gemini (via API)
  • OpenAI (via API)
  • Local LLMs (direct ChromaDB access)
  • CrewAI agents
  • LangChain agents

Full Documentation

Please see the complete project in this repository. Key files:

  • QUICKSTART.md - Get started in 5 minutes
  • PROJECT_SUMMARY.md - Complete project overview
  • agent.py - Main agent implementation
  • load_frameworks.py - Framework loading script
  • docker-compose.yml - Complete deployment stack

Quick Start

git clone https://github.com/devklg/doc-loading-agent.git
cd doc-loading-agent
cp .env.example .env
# Edit .env with your Context7 API key
./setup.sh setup
./setup.sh start
./setup.sh load-priority

🎯 What This Does

Load framework documentation ONCE → Store in ChromaDB → Access from ANY AI platform

Token Efficiency: 90% reduction (5,000 tokens → 500 tokens per query)

Platform Agnostic: Works with Claude, OpenAI, Gemini, local LLMs, and any agent that can query ChromaDB

🚀 Features

  • ✅ Context7 Integration
  • ✅ Docling Processing
  • ✅ 17 Pre-configured Frameworks
  • ✅ One-Command Deployment
  • ✅ Universal AI Access
  • ✅ Production Ready

Created for the Universal Memory Bridge Project

"I know Kung Fu." - Neo

"I know Python, FastAPI, React, MongoDB..." - Your AI Agents

About

Documentation Loading Agent - Universal Memory Bridge. Load framework documentation once, access from any AI platform (Claude, Gemini, OpenAI). Matrix-style knowledge loading with Context7 and Docling.

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