Website | About | Docs | Blog | Community
reShapr The open source, no-code MCP Server for AI-Native API Access. Designed to bridge the gap between traditional REST/GraphQL/gRPC services and Large Language Models (LLMs).
In an AI-first world, your APIs need to be more than just endpoints; they need to be discoverable, understandable, and optimized for LLM context windows. reShapr helps you reshape your existing digital assets into a format that AI agents and applications can consume efficiently.
Why use reShapr instead of calling your APIs directly from an LLM?
- AI-Native Transformation: Automatically transform complex API schemas into LLM-friendly MCP tools.
- Context Control: Solve the "Context Overload" problem by filtering and slimming down payloads before they reach the LLM.
- Protocol Agnostic: Bring your legacy and/or modern API services into the AI era without rewriting them.
- Governance & Security: Centralize how your AI applications interact with your internal services.
📖 Read: Why reShapr? The Project Differentiators
One of the biggest hurdles in building AI agents is the Context Overload. Sending massive JSON responses to an LLM wastes tokens, increases latency, and degrades the model's performance.
reShapr introduces Context Control 👇
💡 Deep Dive: From Context Overload to Context Control
Explore reShapr to start reshaping your AI journey:
- Try reShapr online: The fastest way to experience reShapr is through our hosted online env: no installation required 🙌
- Run using Docker Compose: Learn how to run reShapr locally using Docker Compose for development and testing purposes.
- Install on Kubernetes: Learn how to deploy reShapr on Kubernetes using Helm charts for production-grade environments.
We are building the future of AI-integrated infrastructure, and we’d love for you to be part of it!
- Contribute: Check out our Contributing Guide.
- Chat: Join our community on Discord.
Making APIs talk to AI, the right way. Built with ❤️ by the reShapr team and contributors.