How real projects configure their agents

43,750 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
pnmcguire480/cairntir Local-first persistent memory MCP server for Claude Code, Codex, Cursor, Qwen Code, and AI 2 Claude Code, Codex, OpenCode 2 3,528 tok
winccoa-tools-pack/vscode-winccoa-mcp-server WinCC OA MCP Server - VS Code extension providing Model Context Protocol integration for W 2 GitHub Copilot 1 4,213 tok
reloadcz/mcp-csu csu.cz MCP Server 2 Claude Code 1 1,484 tok
mohsinsheikhani/tutorclaw-mcp MCP server for TutorClaw, an AI-powered tutoring system that teaches programming through P 2 Claude Code, Codex, OpenCode 2 746 tok
rushikeshmore/tor-mcp Every web request your LLM tool makes leaks your IP. tor-mcp routes them through Tor with 2 Claude Code 1 1,132 tok
jpantsjoha/pinescript-plugin jpantsjoha.com Pine Script v6 skills and MCP tooling for coding agents — backed by a real validator, not 2 Codex, Gemini CLI, OpenCode 2 627 tok
EventRegistry/newsapi-mcp npmjs.com NewsAPI.ai MCP server 2 Claude Code 1 625 tok
shayanline/msloop-mcp MCP server for Microsoft Loop. No app registration required, reuses your existing Loop web 2 Codex, OpenCode 1 1,341 tok
linxxcat000/autodoubao Local Windows MCP bridge that automates Doubao web image generation for Codex, Hermes Agen 2 Codex, OpenCode 1 667 tok
duy0699cat/worldquant-brain-mcp Python MCP server for automating WorldQuant BRAIN alpha-research workflows: async API clie 2 Claude Code 2
davidsolheim/grok-chrome-bridge Chrome extension that lets Grok Build attach to the profile you mark Active. 2 Codex, OpenCode 1 152 tok
Sathvik-1007/sift-kernel AI forensic reasoning kernel — MCP server bridging LLM agents and DFIR toolchains with evi 2 Claude Code 1 1,633 tok
postalform/agent-mail-mcp postalform.com Send physical mail from an AI agent. An open MCP server for agent-payable mail - print and 2 Codex, OpenCode 1 279 tok
MaxWilk/poe2-build-mcp 2 Claude Code 1 2,098 tok
babybuddy/babybuddy-mcp 2 Codex, OpenCode 1 1,227 tok
abrahamADSK/maya-mcp MCP server for Autodesk Maya — scene control, modeling, animation, and I/O with RAG search 2 Claude Code 1 7,915 tok
SourceShift/osf-mcp-server An MCP (Model Context Protocol) server for interacting with the [Open Science Framework (O 2 Claude Code 1 892 tok
MaoBui2907/vnstock-mcp-server pypi.org An unofficial MCP (Model Context Protocol) server that provides tools to access Vietnam st 2 Cursor 1
snow-wind-001/CodeRecoder CodeRecoder: MCP for recode the Code 2 Claude Code, Codex, OpenCode 2 1,280 tok
t-rhex/obsidian-mcp-server MCP server for Obsidian vaults — direct filesystem access with git sync, wikilinks, and fr 2 Claude Code, Codex, OpenCode 2 839 tok
vexxhost/microsoft-todo-mcp-server 2 GitHub Copilot 1 43 tok
rementum/rementum rementum.dev Self-hosted shared memory infrastructure for AI agents with versioned knowledge and confli 2 Claude Code, Codex, OpenCode 2 2,174 tok
JorgeSintes/puregym-mcp 2 Codex, OpenCode 1 768 tok
GWLlosa/elite-dangerous-local-ai-tie-in-mcp Model Context Protocol server for Elite Dangerous integration with Claude Desktop and EDCo 2 Codex, Cursor, OpenCode 2 2,201 tok
Avinava/sf-documentation-knowledge npmjs.com Salesforce documentation knowledge system — MCP server + Knowledge Graph for AI agents 2 Claude Code, Codex 1
cacaview/wsl-mcp An MCP (Model Context Protocol) terminal management server supporting persistent sessions 2 Claude Code 1 1,842 tok
ambient-code/gps ambient-code.ai GPS — read-only MCP caching tier for org and engineering data 2 Claude Code 4
Bonifatius94/myscrape Go port of myscrape — web-research MCP server (web_search/web_fetch/web_research) as a com 2 Claude Code 3
aryxnsdfs/token-diet Local token-saving, intelligence-preserving context layer for Claude Code, Cowork, Codex a 2 Claude Code 9
thomandretti/ck3-strategy-advisor A local, read-only Model Context Protocol server that reads your latest Crusader Kings III 2 Claude Code 1 1,662 tok
MikeCase/arcane-mcp arcanemcp.splaq.us MCP server for Docker management via the Arcane API 2 Claude Code, Codex, OpenCode 2 2,387 tok
oscarjpicazo/spacedata Aggregated public space data (satellite orbits, catalogs, conjunctions, launches) as an AI 2 Claude Code, Codex, OpenCode 2 1,594 tok
codesknight/AutoCAD-MCP Seamlessly connect AI assistants (Claude, ChatGPT, etc.) to AutoCAD through the Model Cont 2 Claude Code 1 796 tok
gjjisadog/scipdf-mcp MCP + skill: download academic paper PDFs by DOI/title (one-step install) 2 Claude Code, Codex, OpenCode 2 465 tok
efranceschetti/festo-codesys-mcp MCP server for Festo/CODESYS PLC engineering — generates IEC 61131-3 Structured Text and v 2 Claude Code 20 657 tok
p3psi-boo/focalboard-mcp 2 Claude Code 1 723 tok
YuJunWang/104-job-hunter-mcp A job search automation tool that enables AI assistants to directly operate 104 Job Bank t 2 Codex, OpenCode 1 2,188 tok
TresorAlad/Software-Factory-MCP Turn Cursor into a local software factory: 10 MCP agents (architect, QA, security...) 2 Codex, OpenCode 1 521 tok
MALeitch/live-ketcher-mcp MCP server connecting AI assistants to a live Ketcher structure editor (open-source ChemDr 2 Codex, OpenCode 1 3,063 tok
grglzrv/jenkins-mcp-server Secure-by-design Jenkins MCP server with runtime guardrails. Minibridge integration for Re 2 Codex, OpenCode 1 35 tok
zdx8637-gitdog/Xilinx_Vivado_MCP 2 Claude Code 2 9,773 tok
mirsella/context7-account-broker context7.com Quota-aware Context7 MCP broker with multi-account routing, caching, affinity, failover, a 2 Codex, OpenCode 1 65 tok
padzup/linkavista-mcp 2 Codex, OpenCode 1 360 tok
alexechoi/google-hotels-mcp Google Hotels MCP 2 Claude Code, Codex, OpenCode 2 1,438 tok
Joe15935/ios-agent-bridge An open-source control plane that gives Codex and other MCP agents hands on a real iPhone. 2 Codex, OpenCode 2 443 tok
sandraschi/midasheng-gen-mcp MCP server generating coherent 16 kHz mixed audio scenes from text - speech, music, sound 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,231 tok
SkiTemplar/ultron-control-center Memoria gobernada, AI Router y orquestacion de skills/agentes para Claude Code — cockpit T 2 Claude Code 1 2,309 tok
pedrogmbh/whatsmcp Non-official MCP for the Z-API platform (WhatsApp) 2 Claude Code, Codex, OpenCode 2 2,356 tok
inprimex/otaman-plugin Otaman Claude Code plugin: slash commands, skills, agents, hooks, stdio MCP, launcher scri 2 Claude Code 1 756 tok
ayushcodes10/echo-mem echo-mem.com Shared memory for AI agents on your own Postgres. The server never calls an LLM to write. 2 Claude Code 11