Containerized versions of hundreds of MCP servers 📡 🧠

Open-source implementation of AlphaEvolve

⚡ Workflow Automation Platform. Orchestrate & Schedule code in any language, run anywhere, 600+ plugins. Alternative to Airflow, n8n, Rundeck, VMware vRA, Zapier ...

A mcp server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents.

fabric is an open-source framework for augmenting humans using AI. It provides a modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere.

Agent Framework / shim to use Pydantic with LLMs

Easily convert agents and orchestrators from existing agent frameworks to A2A servers

A repo lists papers related to LLM based agent

Model Context Protocol (MCP) server with a resource for each file in a workspace

🚀 The fast, Pythonic way to build MCP servers and clients

MCP Community Working Group repository

Enable tool/function calling for any LLM, in OpenAI and Ollama API formats, adding universal function calling to models without native support. Use local or cloud models with full agent capabilities.

Projects motion of pixels to a voxel

Dockerfile → Universal Wasm Binary

Web UI for Jaeger

Define, Prompt and Test MCP enabled Agents and Workflows

An open protocol enabling communication and interoperability between opaque agentic applications.

📦️ A fast, secure MCP server that extends its capabilities through WebAssembly plugins.

tool management service for performing vector tool calling at scale.

A high performance MCP client sdk for python

protocol spec and tools

Create Local AI API Endpoints for Ollama Models Easily

Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!

Asyncio cache manager for redis, memcached and memory

An implementation of the JSON Schema specification for Python

🌐 Wikipedia for Web APIs. Directory of REST API definitions in OpenAPI 2.0/3.x format

A personal knowledge management and sharing system for VSCode

Open source API development ecosystem - https://hoppscotch.io (open-source alternative to Postman, Insomnia)

This list contains an index of llms.txt files hosted on various websites.