How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
naifuliang/profilecraft-agent Policy-aware LinkedIn profile and publishing tools for AI agents via CLI, MCP, and portabl 0 Codex, OpenCode 1 2,069 tok
pioootrek/worktree-switcher Switch dev servers between Git worktrees, with MCP claims for humans and coding agents 0 Claude Code, Codex, OpenCode 2 973 tok
cbuntingde/kimi-memory Kimi Code plugin: three-layer local memory (global user, per-project durable + working, pe 0 Claude Code, Codex, OpenCode 1 3,056 tok
treymorgan/jobsearch-apply-mcp Turn a job posting into a tailored CV and cover letter, compiled to PDF and checked before 0 Claude Code, Codex, OpenCode 21 2,461 tok
Dr-Agentic/rcsx-mcp-server RCS X MCP server — compose, preview, validate, and send RCS Business Messages from inside 0 Codex, OpenCode 1 360 tok
JonusNattapong/ChatGPTMCP jonusnattapong.github.io Local MCP bridge for securely operating a Windows machine from ChatGPT 0 Codex, OpenCode 1 3,102 tok
MithrynMarious/agent-keyring Agent Keyring — sovereign secrets infrastructure for AI agents. MCP server with dual-backe 0 Codex, OpenCode 1 2,212 tok
jsuncar/deployplan Deploy Next.js without Vercel. Supabase-like Postgres + public URL. Agent MCP: npx -y depl 0 Claude Code, Codex, OpenCode 2 245 tok
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
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
KevinTrinhDev/gaze It sees the page, and it acts. Drive a real, already logged-in browser from the CLI or ove 0 Codex, OpenCode 1 1,394 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 A read-only MCP server for searching and viewing the full text of 23,000 editorials from 3 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
guyfullin10-lgtm/yandex-direct-mcp Fork of Yurich-ru/yandex-ads-mcp: Yandex Cloud SA-key IAM, Wordstat quota handling, combin 0 Claude Code, Codex, OpenCode 4 3,734 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
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 1,016 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 1 527 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