auto-openai-prompter  by hwchase17

An AI agent for prompt engineering and management

Created 1 year ago
252 stars

Top 99.6% on SourcePulse

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Project Summary

This project provides a tool for automatically generating prompts for OpenAI's language models, leveraging the LangChain framework. It is designed for developers and researchers working with large language models who need to efficiently create and manage prompts for various applications. The primary benefit is streamlining the prompt engineering process, enabling faster iteration and potentially improved model performance.

How It Works

The project utilizes the LangChain CLI to manage and add packages, including custom GitHub repositories. This allows for flexible integration of prompt generation templates and custom logic. The core functionality likely involves using LangChain's agentic capabilities or prompt templating features to dynamically construct prompts based on user-defined parameters or existing data.

Quick Start & Requirements

  • Installation: Install the LangChain CLI (pip install -U langchain-cli) and then add the project package (langchain app add $PROJECT_NAME). Custom GitHub repos can also be added.
  • Prerequisites: OpenAI API key is required. LangSmith setup (optional) involves setting environment variables for tracing and debugging.
  • Running: Launch the LangServe application using langchain serve. Docker support is included for building (docker build . -t my-langserve-app) and running (docker run -e OPENAI_API_KEY=$OPENAI_API_KEY -p 8080:8080 my-langserve-app) the application.

Highlighted Details

  • Integrates with LangChain for prompt management and application serving.
  • Supports adding custom prompt packages from GitHub repositories.
  • Includes Dockerfile for easy deployment and local hosting.
  • Optional LangSmith integration for tracing and debugging LangChain applications.

Maintenance & Community

No specific information on maintainers, community channels (like Discord/Slack), or roadmap is provided in the README.

Licensing & Compatibility

The licensing information is not specified in the provided README.

Limitations & Caveats

The README does not detail any specific limitations, known bugs, or unsupported platforms. The optional LangSmith setup is in private beta.

Health Check
Last Commit

1 year ago

Responsiveness

Inactive

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

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