AI Dev Impact Lab JA
← Topics ranking · 2026-10
GITHUB TOPIC

#mcp

GitHub repositories that have self-applied the topic "mcp" — a creator-tagged metadata that surfaces how AI projects describe themselves.

1,352
tagged repos
24,602
top 40 stars
25
with tool sigs
40
shown

REPOS Repos for #mcp (top 40 by stars)

WenyuChiou/awesome-agentic-ai-zh

A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

Python ★ 7,186 AI 100 Solo 1 sig live ↗
CopilotKit/OpenBot

Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent.

TypeScript ★ 5,935 AI 70 1 sig live ↗
cbrock84/headcount

An agent organization structured as a company — 15+ departments, 125+ skills, each independently installable, citing the standards and regulators that settle the question. Runs in Claude Code and ChatGPT.

Markdown ★ 2,034 AI 70 Solo 2 sig live ↗
Intuition-Lab/personal-model

Build your HUMAN.md.

Python ★ 1,325 AI 45 2 sig live ↗
brycewang-stanford/Awesome-Journal-Skills

Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的 Claude Code/Codex 期刊技能包,从选题、识别策略到表格规范与审稿回复全流程,助你快速发论文。

Stata ★ 1,212 AI 70 Solo 1 sig live ↗
beizhu-1209/AIHelms

企业级 AI 资源纳管平台,提供统一 AI网关、Token调度能力,纳管 OpenAI、Azure、Claude、DeepSeek 等主流模型,并支持 MCP 工具与 Skill 的集中注册分发。具备内外双轨定价、成本归因、统一身份认证、安全审计与效能报表,帮助企业精准控制成本、量化 ROI,高效治理 AI 资产。

Python ★ 1,034 AI 90 Solo 1 sig live ↗
undefined-ui/second-brain-os

An AI second brain that maintains itself. Full guide, starter vault, agent skills and scripts for a self-organizing knowledge base in Claude Code and Obsidian.

HTML ★ 780 AI 100 Solo live ↗
criptogus/HermesOffice

Free, open-source AI Office suite (Word, Excel, PowerPoint, PDF, Markdown) — macOS build, one-click install

TypeScript ★ 605 AI 70 Solo 1 sig live ↗
Ikalus1988/MisakaNet

📚 A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. | https://misakanet.org

Python ★ 512 AI 70 Solo 3 sig live ↗
sosoj92/jarvis-assistant-vocal

Assistant vocal local en francais : Claude ou Ollama (offline), domotique Hue, OBS, agenda, navigateur, appels Twilio, serveur MCP. Python.

Python ★ 449 AI 70 1 sig
arjun988/blender-skills

94 specialist Blender skills for Cursor, Claude Code, Kiro & Codex -> MCP-powered production pipeline from blockout to engine export.

TypeScript ★ 311 AI 70 Solo 2 sig live ↗
timgordontg/engrim

The Universal Cross-Model Episodic Memory Standard. Local-first, project-scoped SQLite engine for Google Antigravity, Claude Code, Cursor, Codex CLI, GitHub Copilot CLI, and OpenCode. Zero cloud lock-in.

Python ★ 294 AI 50 Solo live ↗
fabric-runtime/pi-fabric

A programmable tool and agent runtime for Pi

TypeScript ★ 293 AI 70 1 sig live ↗
roy-tong/AgentMeasure

Inspect Codex / Claude logs, verify metering samples and re-count supported billing exports. Free local tools; bounded $10 diagnosis and $20 QA.

Python ★ 218 AI 70 Solo 1 sig live ↗
azrtydxb/procoder

Senior-developer discipline for AI coding agents. A commit gate that counts unchecked as failing, quality controllers that refuse to call unfinished work done, and a lessons loop that closes each escaped bug's class. One Go binary, no runtime deps, works with 20+ agents.

Go ★ 210 AI 70 4 sig live ↗
BioTender-max/awesome-bio-agent-skills

A curated collection of AI agent skills for biomedical research, covering genomics, proteomics, single-cell analysis, clinical AI, and protein design.

Python ★ 200 AI 100 Solo live ↗
linora-u/AgentLoom

Simple, flexible workflow orchestration for multi-agent AI apps, with YAML configuration, runtime safety, observability, and resume support.

Python ★ 168 AI 70 Solo live ↗
Patdolitse/piia-engram

Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.

Python ★ 162 AI 70 Solo live ↗
automatis-tools/agents-can-communicate

Messages between AI coding sessions in different vendors' clients, such as Claude Code and Codex. Local, open source, no lead agent.

JavaScript ★ 122 AI 70 1 sig live ↗
Brenonunesx/agent-pilot

AI Agent Toolkit 2026: Smart Device Control for iOS & Android

HTML ★ 120 AI 100
jaychempan/coding-with-beat

🎵 将音乐搬进AI终端 · 打造Coding专属智能DJ · 听歌新范式 · 交互式音乐 |A retro pixel DJ for Claude Code / Codex CLI / Terminal with Apple Music / QQ Music / Local Music — plays music, shows synced lyrics, and 😱 panics when your tests fail.

Python ★ 114 AI 60 Solo 2 sig live ↗
Socialpranker/agentburn

Which 5-hour window took you out — and where the money goes. Local profiler for Claude Code, OpenClaw & Hermes Agent: usage windows, burn by source (cron/chats/subagents), the overnight bill, why it burns (loops, retries, idle wake-ups), ready config fixes. Zero deps, nothing leaves your machine.

Python ★ 113 AI 70 Solo live ↗
using-system/otelyssey

OpenTelemetry plugins for every coding agent, in the Agent Plugins format — a marketplace that runs itself: open an issue, the repository validates, reviews, lists and follows your plugin.

Python ★ 91 AI 70 Solo 1 sig live ↗
tathagat22/plumb-mcp

Local Figma MCP server with no REST rate limits, no metered tool-call quotas, and a verification loop. Drop-in alternative to Figma's Dev Mode MCP and Framelink for Claude Code, Cursor, Windsurf — works on every plan including Free.

TypeScript ★ 84 AI 70 Solo live ↗
deep-copilot/DeepCopilot

Copilot-style AI coding agent for VS Code, powered by DeepSeek V4.

JavaScript ★ 79 AI 70 1 sig live ↗
icloudza/algokiller-plugin

ARM64 trace evidence analysis & cipher algorithm recovery — Claude Desktop plugin with skills + local MCP server driving the native ak_search engine over GB-scale trace files

Python ★ 79 AI 70 Solo 1 sig live ↗
inceptyon-labs/gargantua

Native macOS system cleaner with YAML-driven safety rules, local AI explainability via MLX, and an MCP server for agent-controlled cleanup workflows.

Swift ★ 78 AI 45 live ↗
Laith0003/ux-skill

Design intelligence engine for AI coding tools (Claude Code, Cursor, Windsurf). Deterministic anti-AI-slop linter with 152 rules, 160 brand specs, a 7-axis synthesizer, an MCP server (18 tools), 25 commands, 17 IDEs. Offline, never calls an LLM. MIT.

Python ★ 76 AI 60 Solo 1 sig live ↗
sshwarts/skillscript

Skillscript — a small declarative language for authoring agent workflows. Runtime, compiler, and CLI.

TypeScript ★ 75 AI 70
Octo-Lex/ChatGPT-Web2API

OpenAI-compatible API proxy for ChatGPT web — expose ChatGPT as an MCP server, REST API, and OpenAI SDK endpoint via CDP-driven browser automation

Python ★ 71 AI 60
friday-memory/friday

The open-source persistent cognitive memory layer for AI coding agents. Stop your Cursor, Claude & Copilot from having amnesia.

Python ★ 66 AI 70 5 sig live ↗
pepe-agent/pepe

An Elixir/OTP AI agent runtime: define agents, connect any OpenAI-compatible model, and run a tool-calling loop. CLI, HTTP API, web dashboard, Telegram, WhatsApp.

Elixir ★ 66 AI 60 1 sig live ↗
luckeyfaraday/athena-loops

MIT-licensed, backend-agnostic AI agent orchestration loop in Python: orchestrator→worker→reviewer as a deterministic harness. Drive coding-agent backends through an MCP server + CLI.

Python ★ 61 AI 60
cubeplexai/cubeloop

CubeLoop — a Pythonic, async-native agent harness core designed for high performance, readability, and production-grade persistence.

Python ★ 60 AI 70 2 sig live ↗
device-context-protocol/dcp

Device Context Protocol — bridge LLM agents to physical devices. Sub-50-byte frames, 27.6KB flash / 0.6KB RAM measured on ESP32, capability-scoped and safe by design. Complementary to MCP. Paper: arXiv:2605.26159

Python ★ 60 AI 70
shitianfang/jev-use

Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to the LLM

JavaScript ★ 60 AI 70 Solo live ↗
thousandflowers/skillreaper

Cut context bloat in your AI-agent stack: find and safely prune unused skills, MCP servers and subagents from real transcript evidence

Go ★ 59 AI 70
raymondchins/agentmap

Stop your coding agent reading the wrong files. Compiler-grade TS/JS repo map — 100% precision on blast radius vs grep's 60%, measured on public repos. CLI + MCP server, fully local, no vector DB.

JavaScript ★ 49 AI 70 2 sig
jvogan/motif

An AI-native molecular biology workbench for Claude Science: Claude opens sequence files and prepares analyses on request; you annotate, align, and review them in an interactive workspace.

TypeScript ★ 47 AI 70 Solo 1 sig live ↗
anzy-renlab-ai/pronounce

🔊 Hear how developers actually pronounce kubectl, nginx, GIF & 1,900+ tech terms. Sourced dictionary + CLI + VS Code + GitHub Action + MCP + Agent Skill.

Python ★ 44 AI 60 Solo 1 sig live ↗

RELATED Other topics · full topics ranking →

#claude-code

2,794

#ai-agents

2,166

#llm

1,683

#claude

1,470

#python

1,343

#developer-tools

1,224

#ai

1,023

#codex

988

#typescript

737

Aggregated by case-insensitive match against topics_json of each repo's latest content snapshot. methodology