langchain-mini  by ColinEberhardt

Educational LLM-powered chat application re-implementing LangChain's core concepts

created 2 years ago
254 stars

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Project Summary

This project provides a minimal, ~100-line JavaScript re-implementation of LangChain's core functionality, demonstrating LLM-powered chat with tool usage (Google Search, calculator). It's designed for educational purposes, offering a simplified entry point for understanding how LLM orchestration frameworks operate, targeting developers and students interested in LLM agents.

How It Works

The implementation uses a sequential chain-of-thought approach. An LLM (OpenAI's GPT-3.5) processes user input, determines if external tools are needed, executes them, and then synthesizes the results into a coherent response. This modular design allows the LLM to leverage external knowledge and computational capabilities.

Quick Start & Requirements

  • Install dependencies: % npm install
  • Run the chain: % node index.mjs
  • Prerequisites: Node.js >= v18, OpenAI API key, SerpApi API key (via .env file).

Highlighted Details

  • Demonstrates LLM tool usage for Google Search and a calculator.
  • Achieves conversational capabilities with a concise codebase.
  • Serves as an educational tool for understanding LLM agent mechanics.

Maintenance & Community

The project is a personal educational endeavor by ColinEberhardt, with no explicit community channels or roadmap mentioned.

Licensing & Compatibility

The README does not specify a license. Compatibility for commercial use or closed-source linking is undetermined.

Limitations & Caveats

This is a simplified educational re-implementation, not a production-ready framework. It relies on specific external APIs (OpenAI, SerpApi) and lacks the robustness, features, and extensibility of the full LangChain library.

Health Check
Last commit

1 year ago

Responsiveness

1 week

Pull Requests (30d)
0
Issues (30d)
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Star History
1 stars in the last 90 days

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