How real projects configure their agents

22,302 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
code-and-crypto/inkscape-mcp-server A dependency-free MCP server that drives Inkscape - 23 tools, standard library only, and i 0 Codex, OpenCode 1 1,204 tok
fathyshalaby/fonio-mcp-community Unofficial community MCP server for fonio.ai public API. MIT licensed; not affiliated with 0 Claude Code, Codex, OpenCode 2 159 tok
noguerol/cancerbero Local, offline-first GGUF and llama.cpp pre-load inspector 0 Codex, OpenCode 1 3,286 tok
higpertext/higpertext-mcp 0 Claude Code, Codex, OpenCode 15 839 tok
sergeyfedyakov/v8help-mcp Syntax assistant for vibe coding in 1C with advanced search 0 Codex, OpenCode 1 524 tok
PavloSEO/seohead-seotools seohead.tech Python SEO evidence toolkit: analyzes Screaming Frog exports, adds bounded live and infras 0 Codex, OpenCode 1 1,022 tok
danisluz/mcp-luz 0 Codex, OpenCode 1 214 tok
zubalr/usesundae usesundae.vercel.app ChatGPT operates a visible, evidence-backed UI/UX audit board through WebMCP Site Tools. 0 Codex, OpenCode 1 390 tok
psqle22/tool-transcribai-mcp Servidor MCP para transcribir texto de imágenes con OCR local (tesseract.js) y descripcion 0 Claude Code, Codex, OpenCode 2 997 tok
yongkyu4803/GQAI-editorial-mcp gqai-editorial-mcp.vercel.app 0 Claude Code, Codex, OpenCode 2 159 tok
doberkofler/ask-oracle-mcp MCP server for Oracle DB — schema introspection and SQL execution over stdio. 0 Codex, OpenCode 1 1,476 tok
huytrao/Android_tester_qc_mcp_app 0 Claude Code, Codex, OpenCode 2 404 tok
urizo-final-org/urizo-final-mcp-server AX Module Studio single MCP tool runtime 0 Claude Code, Codex, OpenCode 2 406 tok
mikusnuz/iptime-mcp MCP server for safely managing ipTIME routers without opening the admin panel — Wi-Fi, NAT 0 Codex, OpenCode 1 878 tok
kanishk393/mdm-mcp Master Data Management MCP server: conversational datasets, columns, and rows for OpenCode 0 Claude Code, OpenCode 22
NamDT-146/ML-Experiments-MCP 0 Codex, OpenCode 1 576 tok
aktasbatuhan/superpose MCP server that gives coding agents parallel machines via Daytona sandboxes. Fork a task N 0 Claude Code, Codex, OpenCode 4 534 tok
shueisha-arts-and-digital/backlog-mcp-server 0 Codex, OpenCode 1 1,795 tok
Canlendula/change-trace-mcp Still in development 0 Codex, OpenCode 1 705 tok
Creativityliberty/numtema-mcp-foundry 0 Codex, OpenCode 1 984 tok
jcbmrrs/agent-mesh-core MCP coordination server for multi-agent (Claude Code, Codex, Ollama) task handoff, locking 0 Claude Code, Codex, OpenCode 2 6,616 tok
guedes-joaofelipe/telegra-me MCP Server for private Telegram message 0 Claude Code, Codex, Cursor, OpenCode 13 2,098 tok
omgapuppy/paperless-mcp A safety-focused MCP server, CLI, and Codex skill for Paperless-ngx document management. 0 Codex, OpenCode 1 466 tok
creative-int/atoi-plugins atoi.app Atoi's agent plugin for Claude Code, Codex and Cursor: the governed Atoi tools and an oper 0 Claude Code, Codex, OpenCode 2 740 tok
hc-hyun/db-mcp 0 Codex, OpenCode 1 2,576 tok
kyle-macmillan/mcp-aauth-codex 0 Codex, OpenCode 1 1,594 tok
StarShipI/modelmix Multi-model LLM comparison tool — 17 models, AI judge scoring, web UI + CLI + MCP plugin + 0 Claude Code, Codex, OpenCode 2 79 tok
coilyco-flight-deck/bluesky-mcp Authenticated read-only Bluesky MCP with a fixed, bounded AT Protocol tool surface. 0 Claude Code, Codex, OpenCode 3 650 tok
ipapadop/leafwiki-mcp An MCP server for LeafWiki 0 Codex, OpenCode 1 2,878 tok
timkeeeeeen/change-signal Source-backed product intelligence from normalized documentation changes, with web, CLI, A 0 Claude Code, Codex, OpenCode 11 2,864 tok
dalemarchand/zephyr-dc-mcp A Zephyr Scale (Datacenter) MCP implemented in python. 0 Codex, OpenCode 1 741 tok
H4sh3/agent-notify Simple mcp to get a notification if a agent is finished with a task. Supports tts and a di 0 Codex, OpenCode 1 263 tok
jterratsdev/ableton-live-mcp Open-source MCP server and Ableton Live Remote Script bridge for music production workflow 0 Codex, OpenCode 1 2,745 tok
cofound-agent/plugin Cofound agent plugin 0 Codex, OpenCode 1 183 tok
emaitchess/refd refd.ai Open-source AI Search Monitoring 0 Claude Code, Codex, OpenCode 2 19,188 tok
Kim-soung-won/mcp-smithery-exam 0 Codex, OpenCode 1 3,412 tok
zhaoganghao/hellomcp 0 Codex, OpenCode 1 3,862 tok
raintree-technology/flightsweeper-webmcp webmcp.flightsweeper.com Policy-enforced sandbox flight purchasing through WebMCP 0 Codex, OpenCode 1 221 tok
AngelsForAgents/afa-agent-kit 0 Codex, OpenCode 1 440 tok
number1101/tillpad-mcp 0 Codex, OpenCode 1 998 tok
gadgethumans-dev/gadgethumans-mcp gadgethumans.com One hosted MCP endpoint — 46 tools + 300+ REST endpoints. Free tier, no API keys. curl -fs 0 Codex, OpenCode 1 516 tok
granoflow/granoflow-mcp-server MCP server for Granoflow: exposes the local REST API as tools for AI agents, IDEs, and aut 0 Codex, OpenCode 1 435 tok
growsurf/growsurf-mcp docs.growsurf.com MCP server for GrowSurf. Implement referral programs and affiliate programs with minimal d 0 Codex, OpenCode 1 97 tok
Immersive-commons/ic-skills immersivecommons.com Agent skills, SDKs, and integration docs for Immersive Commons (immersivecommons.com) - Fl 0 Claude Code, Codex, Cursor, OpenCode 3 2,764 tok
elvismusli/onlyharness onlyharness.com Friendly hub for forkable AI-agent harnesses 0 Claude Code, Codex, OpenCode 2 6,156 tok
Political-Comms/political-comms-sdk 0 Claude Code, Codex, OpenCode 2 329 tok
RobbieRazor/robbies-razor-benchmarks robbiegeorgephotography.com Public reference implementation and benchmark suite for evaluating Robbie’s Razor™ complia 0 Codex, OpenCode 1 17,564 tok
thechrisgrey/thechrisgrey Personal Website 0 Claude Code, Codex, OpenCode 2 11,558 tok
manhatton31-svg/dualregistry dualregistry.vercel.app Dual Registry — MCP + agent registry (Agents1) 0 Codex, OpenCode 1 7,121 tok
forgesworn/402-mcp 402.pub 402 client MCP - AI agents discover, pay for, and consume L402 + x402 APIs 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,127 tok