How real projects configure their agents

23,310 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 agents7,642Claude Code6,648Data and AI3,676Backend and APIs3,504Languages3,399Planning3,222Git and workflow3,208Code review2,742Testing2,379Memory and context2,369Writing and docs2,323DevOps and cloud2,311Research2,290Frontend2,261Security2,025Productivity1,719

All Claude Code31,996 Codex23,310 OpenCode22,256 GitHub Copilot3,557 Gemini CLI1,917 Cursor1,739 Windsurf141 Kiro81

Project Stars Configures Files Always loaded
sebastian-software/stellara Self-hosted AI tool gateway for Firecrawl, Exa, Qdrant, embeddings, browser automation, an 0 Claude Code, Codex, OpenCode 2 1,363 tok
Open-Bio/openbio-comfy-mcp Local MCP bridge for inspecting and editing a live ComfyUI canvas. 0 Codex, OpenCode 1 472 tok
minnhaaaaa/civitas civitas-phi-five.vercel.app Civitas is an autonomous multi-agent procurement system that combines agent negotiation, e 0 Codex, OpenCode 1 9,330 tok
Cyruskraad/codex-claude-mcp Permission-aware local MCP bridge from Codex to Claude Code 0 Claude Code, Codex, OpenCode 14 1,316 tok
TonPC64/mcp-a2a-bridge MCP bridge for connecting coding agents to remote A2A agents, with an optional local activ 0 Codex, OpenCode 1 543 tok
SunrisesIllNeverSee/Moses_Enterprise_B2BPilot_ MO§ES™ — Enterprise AI Operator Evaluation platform, promo site, demo site, and MCP server 0 Codex, OpenCode 1 1,239 tok
capitanes/edvibe-school-mcp Stateless MCP server for the Edvibe School API. Experimental/unofficial pilot. 0 Codex, OpenCode 1 4,578 tok
clivechung/skillmcp Scalable Model Context Protocol (MCP) server for distributing and managing AI agent skills 0 Claude Code, Codex 6
zelentsov-dev/google-ads-mcp 0 Claude Code, Codex, OpenCode 2 373 tok
DarkLvrd/linkedin-mcp 0 Codex, OpenCode 1 85 tok
dcc-mcp/dcc-mcp-obs Native OBS Studio plugin with typed DCC-MCP control 0 Codex, OpenCode 1 112 tok
chenxuyaun/free_web_mcp Free, powerful web access for AI agents via MCP. 0 Codex, OpenCode 1 1,107 tok
liqiangcc/agent-runtime-mcp MCP server for managing agent runtime sessions 0 Claude Code, Codex, OpenCode 5 991 tok
InjectPrompt/vision-model-text-input-generator-mcp 0 Codex, OpenCode 1 240 tok
bayleafwalker/hostproto-dap-core HostProto semantics for DAP hosts, once: one host, one MCP surface, any engine behind an E 0 Codex, OpenCode 1 155 tok
remandorsn/eve-fit-mcp This is an MCP server for an AI agent that allows for the simple and convenient assembly o 0 Codex, OpenCode 1 359 tok
nberardi/hermes-agent-bridge Streamable HTTP MCP bridge to a private-network Hermes 0 Codex, OpenCode 1 265 tok
alksef/ComfyUI-AIAssistant Let a local AI assistant see your ComfyUI selection — and insert text into it on request. 0 Codex, OpenCode 1 399 tok
PylotLight/ask-mcp 0 Codex, OpenCode 1 1,655 tok
larscolombia/lubot-hunter-mcp-2026 0 Claude Code, Codex, OpenCode 8 4,660 tok
gca-ltd/sharpsir-charts-mcp-server Privacy-first luxury Chart.js rendering MCP server for agents — SIR-styled PNG, SVG, PDF a 0 Codex, OpenCode 1 584 tok
onerandomd3v/Web-MCP-Vision-Tool webmcp-vision-tool.vercel.app 0 Claude Code, Codex, OpenCode 2 411 tok
marctheshark3/bambu-p1s-mcp Harness-agnostic MCP server for a Bambu Lab P1S on LAN. Stdio + Streamable HTTP. Status, f 0 Codex, OpenCode 1 122 tok
Haiyang-Bian/blender-research-mcp Local-first semantic MCP bridge for safe Blender research workflows 0 Codex, OpenCode 1 448 tok
2k92gzzsyc-hash/mcp-server-python-mtef1ly7 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
zhiyuan7/freshrss-mcp FreshRSS MCP server with safe full-article extraction and YouTube transcript support 0 Codex, OpenCode 1 1,228 tok
StandarterDF/v-radion_mcp 0 Codex, OpenCode 1 1,696 tok
Coaden/agent-kudos coaden.github.io Local-first recognition and accomplishment infrastructure for AI agents 0 Codex, OpenCode 1 515 tok
dankit/lambda_cloud_MCP GPU availability tracker with alerting & auto-provisioning right as they become available. 0 Claude Code, Codex, OpenCode 2 79 tok
phuongnd11/algofox-mcp Offline MCP server for coding interview practice — original problems, local test harnesses 0 Codex, OpenCode 1 301 tok
zhigege666/Lingshu-Gate Self-hosted MCP gateway and control plane 0 Claude Code, Codex, OpenCode 2 606 tok
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 2 936 tok
cbuntingde/kimi-memory Kimi Code plugin: three-layer local memory (global user, per-project durable + working, pe 0 Claude Code, Codex, OpenCode 1 2,867 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
tottinge/otter-kr A python refactoring support MCP which does git history and code exploration, recommending 0 Codex, OpenCode 1 250 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
yoshimana/voicevox_mcp VOICEVOX standalone engine setup, FastMCP server, and Web frontend studio for macOS (arm64 0 Claude Code, Codex 1
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 15 841 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
NinjaScoutZ/houmi-mcp 0 Claude Code, Codex 24