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@principal-ade/ai-brain

v0.3.4

Published

Core library for Principal AI - GitHub parsing and LLM services with view-aware context

Readme

@principal/core

Core library for Principal AI - GitHub repository parsing and LLM services for the hackathon.

Features

  • GitHub Repository Loading: Fetch and cache repository contents via GitHub API
  • MemoryPalace Integration: Access codebase views, notes, and guidance from .alexandria/ directories
  • Groq LLM Integration: Ultra-fast LLM inference for intelligent responses

Setup

  1. Install dependencies:
bun install
  1. Set your GitHub token (for API access):
export GITHUB_TOKEN=your_github_token_here

Demo

Run the demo to see MemoryPalace loading a GitHub repository:

bun run src/demo.ts

Architecture

Adapters

  • GitHubFileSystemAdapter: Pre-fetches repository files and implements MemoryPalace's FileSystemAdapter interface
  • GitHubGlobAdapter: Fetches file trees from GitHub and implements glob pattern matching

How It Works

  1. Pre-fetch: Downloads .alexandria/ directory structure from GitHub
  2. Cache: Stores files in memory to support synchronous file operations
  3. MemoryPalace: Uses cached files to read views, notes, and guidance
  4. LLM Context: Sends structured context to Groq for intelligent responses

Next Steps

  • Integrate with Groq LLM for Q&A
  • Connect to voice interface (Agora/ElevenLabs/HeyGen)
  • Deploy to Appwrite