How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
maxwellsantoro/dotrepo dotrepo.org Repository facts with evidence and age, with tools for publishers and consumers. 1 Claude Code, Codex, OpenCode 3 2,534 tok
mayorandrew/openapi-dynamic-mcp MCP server and CLI for turning OpenAPI specs into usable tools for AI clients, with built- 1 Codex, OpenCode 1 405 tok
n24q02m/better-workspace-mcp mcp.n24q02m.com Google Workspace MCP server (Docs/Drive/Calendar/Gmail/Sheets/Slides/Tasks/Chat/People + m 1 Claude Code, Codex, OpenCode 2 4,940 tok
Modellix/modellix-plugin modellix.ai Agent plugin for AI image and video generation via Modellix API/CLI. 1 Claude Code, Codex, OpenCode 1 8,450 tok
divyanshu-iitian/ContextFlux Task-adaptive repository context engine for coding agents: local MCP, exact token budgets, 1 Codex, OpenCode 1 129 tok
pandoscope/skills Canonical skill library for agentic engineering: original skills, condensed derivations of 1 Claude Code, Codex, OpenCode 4 5,393 tok
andy-spike/skills 1 Codex, OpenCode 1 147 tok
otis22/vetmanager-mcp MCP server for Vetmanager veterinary clinic management — 101 tools, bearer auth, self-host 1 Claude Code, Codex, OpenCode 16 15,633 tok
frankxai/awesome-cosmos-ai-agents Web-first astronomy, mission-data, astrodynamics, and scientifically grounded AI-agent cat 1 Codex, OpenCode 1 358 tok
xenodeve/clone-space-mcp Archive a live web page so it replays offline with the motion intact, and an AI agent can 1 Claude Code, Codex, OpenCode 6 5,597 tok
Gnidreve/Genesis-World-MCP MCP-Server für CAS genesisWorld – bringt das CRM als Tools, Flows und Ressourcen direkt in 1 Codex, OpenCode 1 9,106 tok
narumiruna/telegram-bot 1 Codex, OpenCode 2 865 tok
rolfsormo/mist-mcp-server MCP Server for Juniper Mist 1 Codex, OpenCode 1 906 tok
iushv/linkedin-agent-mcp 1 Claude Code, Codex, OpenCode 9 2,071 tok
drmf-cz/claude-beacon Claude Code MCP channel plugin — pushes GitHub Actions CI/CD results into running Claude C 1 Claude Code, Codex, OpenCode 5 5,239 tok
MajesteitBart/writer_mcp Writer MCP offers a comprehensive suite of tools for technical marketing content creation, 1 Codex, OpenCode 1 3,862 tok
djmoore711/brandfetch-mcp brandfetch.com Python MCP server for Brandfetch that fetches brand data (logos, colors, details) by domai 1 Codex, OpenCode 1 4,778 tok
alexyangjie/mcp-server-multi-fetch Extending mcp-server-fetch with parallel browsing 1 Claude Code, Codex, OpenCode 2 1,726 tok
zzstoatzz/tangled-mcp registry.modelcontextprotocol.io MCP server for tangled.org 1 Claude Code, Codex, OpenCode 2 635 tok
vsoneji/schwab-mcp Schwab MCP server that enables AI assistants like Claude to retrieve and interact with you 1 Codex, OpenCode 1 69 tok
toomy1992/wealthfolio-mcp MCP Server For Wealthfolio 1 Codex, OpenCode 1 6,726 tok
theepicsaxguy/opencollective-hetzner-mcp 1 Claude Code, Codex, OpenCode 2 4,832 tok
akopper/ollama-websearch-mcp MCP server for Ollama web search and web fetch APIs. Enables AI assistants like Claude Des 1 Codex, OpenCode 1 1,211 tok
zarfld/presonus-studiolive-mcp MCP server using featherbear / presonus-studiolive-ap 1 Claude Code, Codex, GitHub Copilot, OpenCode 67 61,377 tok
skycaier/sky-windows-remote-executor MCP-native Windows remote execution service with Web UI and FastAPI 1 Claude Code, Codex, OpenCode 2 724 tok
gian-reto/print-blocks gian-reto.github.io Print on ESC/POS thermal printers over HTTP or MCP. 1 Codex, OpenCode 1 1,654 tok
SilenceEchoLab/PhantomHand An extremely simple and lightweight browser-control engine designed for large language mod 1 Claude Code, Codex, OpenCode 2 1,517 tok
Kayforkind/book-guide-mcp Book Guide MCP — Ship improvements with books your agents can run. Playbooks, citations, S 1 Codex, OpenCode 1 585 tok
rrizwan98/lara-marketing-connector Lara Marketing Connector - remote MCP server (45 marketing skills + orchestration logic) f 1 Claude Code, Codex, OpenCode 2 35 tok
budhasantosh010/san-tech-yt-research-titles-scripts SanTech YouTube research, titles, and scripts MCP engine 1 Codex, OpenCode 1 848 tok
HappyMonkeyAI/OpenUKPublicDataMCP OpenUKPublicDataMCP is a no-key-first Model Context Protocol server for useful UK public d 1 Codex, OpenCode 1 617 tok
arthurkatcher/meta-mcp-manager Self-hosted Meta MCP Manager: one retrieval-first endpoint for many MCP servers 1 Codex, OpenCode 1 1,586 tok
sj18259360196-source/CodexBrowser Visible persistent Chromium runtime and MCP browser tools for Codex 1 Codex, OpenCode 1 191 tok
JMET04/ai-apprentice jmet04.github.io AI Apprentice - a teachable, correctable, and traceable Agent plugin with reviewed visual 1 Codex, OpenCode 1 14,761 tok
smlfg/hai-mcp human-agent-interface.com Open-source MCP control-plane implementation of Human Agent Interface (HAI) by Samuel Flei 1 Codex, OpenCode 1 141 tok
bowling233/opkit 1 Codex, OpenCode 1 2 tok
peterkolbe/ableton-for-ai Ableton for AI is the bridge between your DAW and AI models. It makes Ableton projects hea 1 Codex, OpenCode 1 2,455 tok
seanGSISG/onenote-mcp Modern MCP server for Microsoft OneNote with device-code authentication 1 Codex, OpenCode 1 787 tok
NexgenSystemsMX/scopegate Ephemeral credentials & persistent MCP connections for coding agents — the agent never hol 1 Claude Code, Codex, OpenCode 2 4,023 tok
aveq-research/surfmeter-mcp A Surfmeter MCP Server 1 Claude Code, Codex, OpenCode 2 1,110 tok
GuenoleK/consilium Une table ronde web et MCP pour faire collaborer plusieurs agents avec l’utilisateur. 1 Claude Code, Codex, OpenCode 7 213 tok
RainRaini4/warframe-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,824 tok
ZenixSolutions/netbox-mcp-server 1 Claude Code, Codex, OpenCode 2 12,485 tok
ayhammouda/obd-mcp-server Safety-first, read-only MCP server for vehicle diagnostics with simulator-first OBD-II, EL 1 Codex, OpenCode 1 489 tok
sandraschi/onenote-mcp MCP server for Microsoft OneNote via Graph API - notebooks, sections, pages, search, devic 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,836 tok
prof-ramos/LeXML-mcp MCP server for LexML Brasil — legislative search, URN resolution, and service metadata. 1 Claude Code, Codex, OpenCode 2 158 tok
MOBAI547800/abaqus-codex-mcp Codex-ready local MCP server for safe Abaqus automation on Windows 1 Codex, OpenCode 1 343 tok
joelborch/flow flow-demo.joel-a67.workers.dev Agent-first project management on Cloudflare. Self-hosted ClickUp/Asana alternative: one W 1 Claude Code, Codex, OpenCode 2 3,669 tok
innocarpe/CarpeOS innocarpe.github.io CarpeOS is a personal knowledge OS for AI-assisted work that captures agent sessions with 1 Codex, OpenCode 1 1,988 tok
projectcpu/project-cpu-mcp MCP server for Project CPU — AI agents interact with the game on behalf of players 1 Claude Code, Codex, OpenCode 5 2,819 tok