Production-ready MCP integrations for AI applications
Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale
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npcpy
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
Earn With AI
A list of open-source AI projects you can use to generate income easily.
Web Agent Protocol
🌐Web Agent Protocol (WAP) - Record and replay user interactions in the browser with MCP support
Vibe Check
The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep
Yourmemory
Persistent memory for AI agents with Ebbinghaus forgetting curve decay, hybrid BM25 + vector + knowledge graph retrieval, temporal reasoning, and a local…
Python 从0到1构建MCP Server & Client
支持查询主流agent框架技术文档的MCP server（支持stdio和sse两种传输协议）, 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai
Robrain
Shared memory across your team and your AI agents — with judgment.
Edwin
Edwin is a Model Context Protocol (MCP) server implementation for the Edwin SDK that allows AI agents to interact with Edwin’s tools through a standardized…
Authenticator App MCP Server
A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
Cyclops MCP (Model Context Protocol)
Manage Kubernetes applications safely by creating and updating Cyclops Modules for AI agents.
Figma Mcp By Bao To Generate Design Systems & Tokens In Repos Quickly For Ai Agents
MCP server to generate design systems, tokens, and provide Figma layout information to AI coding agents like Cursor
Unified MCP Tool Graph: A Intelligence Layer for Dynamic Tool Retrieval
Instead of dumping 1000+ tools into a model’s prompt and expecting it to choose wisely, the Unified MCP Tool Graph equips your LLM with structure, clarity, and…
Mcp_proxy_pydantic_agent
Example for exposing MCP servers to Pydantic Agents
Bull Vision Agent
A FastAPI application that integrates with Telegram using webhooks and OpenAI Agents SDK for AI-powered stock trading assistance, utilizing MCPHub for multiple…
ConsultingAgents MCP Server
An MCP server that interfaces with OpenAI, Google, and Anthropic's APIs to give Claude Code "coworkers" to help it on difficult problems.
SchemaPin 🧷
The SchemaPin protocol for cryptographically signing and verifying AI agent tool schemas to prevent supply-chain attacks.
mcp-micromanage
A Micromanagement Tool for Development Workflows: Helps coding agent plan, track, and visualize sequential development tasks with detailed commit-level…
Welcome to Agent MCP
A directory of AI Agents and MCP Orchestration open source tools
MCP Server for Zerocracy
MCP Server for Zerocracy: add it to Claude Desktop and enjoy vibe-management
Unified MCP Client Library for Elixir
🌐 Mcpixir is the open source way to connect any LLM to any MCP server and build custom agents that have tool access, without using closed source or application…
MCP + Ollama Local Tool Calling Example
# MCP + Ollama Local Tool Calling Example This project demonstrates how a local AI agent can **understand user queries** and **automatically call Python…
Quantoracle
63 deterministic quant computation tools for autonomous financial agents. Options pricing, derivatives, risk, portfolio optimization, statistics, crypto/DeFi…
Enhanced AutoGen MCP Server
Bridges Microsoft's AutoGen framework with external tools, enabling autonomous agents to execute code, perform research, and collaborate in multi-agent…