MPC Server and Tools. Everything you need to build with Ragie.
Ragie ❤️ open source. All tools are MIT-licensed and free to use, modify, and fork — covering everything from importing data to deploying context-aware agents.
Model Context Protocol
Ragie is agent-ready with a production MCP server to retrieve from your knowledge base. Context-aware descriptions guide agents to the right tool.
Ragie CLI
Import files, run pipelines, and manage your workspace from the command line—fast and flexible.
Promptie
Test prompts with real data and preview responses—ideal for iterating on RAG outputs quickly.
Base Chat
A multi-tenant chatbot reference app that connects to Ragie for querying organizational knowledge through a conversational interface.
LangChain (Python)
Connect Ragie’s pipeline to Python-based LangChain flows with minimal config.
Python SDK
Use Ragie programmatically to integrate RAG pipelines and context delivery into your Python app.
Typescript SDK
Embed Ragie’s functionality in your TypeScript stack with full type support and documentation.