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#model-context-protocol

Open source repositories tagged with #model-context-protocol, ranked by health score.

genomoncology
genomoncology/biomcp
Rust
90
health

BioMCP: Biomedical Model Context Protocol

513
doobidoo
doobidoo/mcp-memory-service
Python
90
health

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

1.9k
AmrDab
AmrDab/clawdcursor
TypeScript
89
health

MCP-powered fallback layer that lets AI agents execute tasks through the GUI when APIs, tools, or direct integrations are unavailable. Cross-OS, accessibility-first, local-only.

335
sipyourdrink-ltd
sipyourdrink-ltd/bernstein
Python
89
health

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

453
can4hou6joeng4
can4hou6joeng4/boss-agent-cli
Python
89
health

AI-agent-first CLI for BOSS 直聘 — 职位搜索、福利筛选、招聘者工作流、MCP 工具与 AI 简历优化

863
the-open-agent
the-open-agent/openagent
Go
89
health

⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org

4.9k
crisnahine
crisnahine/rails-ai-context
Ruby
89
health

38 MCP tools that give AI agents live access to your Rails schema, models, routes & conventions. Works with Claude Code, Cursor, Copilot, OpenCode, Codex CLI. Zero config.

143
sbroenne
sbroenne/mcp-server-excel
C#
89
health

Excel MCP Server & CLI - 23 tools, 214 operations for AI-powered Excel automation via COM API

162
CoplayDev
CoplayDev/unity-mcp
C#
89
health

Unity MCP acts as a bridge, allowing AI assistants (like Claude, Cursor) to interact directly with your Unity Editor via a local MCP (Model Context Protocol) Client. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.

9.9k
IvanMurzak
IvanMurzak/Unity-MCP
C#
88
health

AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single line. Works with Claude Code, Gemini, Copilot, Cursor and any other absolutely for free.

2.9k
smart-mcp-proxy
smart-mcp-proxy/mcpproxy-go
Go
87
health

Supercharge AI Agents, Safely

231
jfarcand
jfarcand/mirroir-mcp
Swift
86
health

MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any MacOs app. Screenshot, tap, swipe, type — from any MCP client.

93
lennix1337
lennix1337/Genexus18MCP
C#
86
health

GeneXus 18 MCP server for Claude, Cursor, and AI agents — read, edit, analyze KB objects (transactions, web panels, procedures, SDTs) over the Model Context Protocol.

18
mihaelamj
mihaelamj/cupertino
Swift
85
health

A local Apple Documentation crawler and MCP server. Written in Swift.

789
aliaihub
aliaihub/awesome-hermes-usecases
Python
85
health

Curated real-world use cases for Hermes Agent — the self-improving AI agent from Nous Research. Backed by primary sources.

62
IvanMurzak
IvanMurzak/Unity-AI-ProBuilder
C#
84
health

AI-powered 3D modeling tools for Unity ProBuilder. Enables AI assistants to create and manipulate editable meshes through natural language commands. Create primitive shapes, extrude faces, bevel edges, apply materials, merge objects, and perform advanced mesh operations like bridging and subdivision.

43
ondata
ondata/ckan-mcp-server
TypeScript
81
health

MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)

51