How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
budhasantosh010/san-tech-yt-research-titles-scripts SanTech YouTube research, titles, and scripts MCP engine 1 Codex, OpenCode 1 848 tok
mateogon/download-books-mcp MCP server for agent-driven LibGen and Z-Library book search/download with provider-neutra 1 Codex, OpenCode 1 112 tok
HappyMonkeyAI/OpenUKPublicDataMCP OpenUKPublicDataMCP is a no-key-first Model Context Protocol server for useful UK public d 1 Codex, OpenCode 1 421 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
bowling233/opkit 1 Codex, OpenCode 1 2 tok
RainRaini4/warframe-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,824 tok
guipmilek/despezzas-mcp MCP open-source e não oficial para dados financeiros do Despezzas, em Python/FastMCP, com 1 Codex, OpenCode 1 651 tok
Ezra-Black/xcautokit XCAutokit — MCP server and CLI for Xcode + iOS Simulator automation 1 Codex, OpenCode 1 902 tok
sandraschi/leanforge-mcp Lean theorem prover MCP: automated proof search, mathlib integration, job management 1 Claude Code, Codex, OpenCode 2 1,889 tok
fomoPhil/uad-console-mcp Unofficial MCP server for Universal Audio Apollo interfaces (UAD Console) via the UA Mixer 1 Codex, OpenCode 1 4,641 tok
nexez-ai/nexez nexez.ai Agentic commerce platform 1 Claude Code, Codex, OpenCode 2 878 tok
Buzzr-app/dfs-engine buzzr-app.github.io TypeScript DFS settlement, payouts, stat normalization, test vectors, CLI, and an 11-tool 1 Codex, OpenCode 1 1,643 tok
CSOAI-ORG/councilof-ai councilof.ai Council of AI — independent AI-behaviour measurement via GSPC. 305-leaf Merkle root, Bitco 1 Claude Code, Codex, OpenCode 3 1,740 tok
Edison-Watch/sealgate-mcp 🦭 SealGate MCP 1 Claude Code, Codex, Cursor, OpenCode 12 1,367 tok
HrRodan/agent-workspace-mcp A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powered Python ex 1 Claude Code, Codex, Gemini CLI 3 198 tok
Jujitae/invara migaryos.com Independent verification that a change kept the constraints it declared. Zero dependencies 1 Codex, OpenCode 1 585 tok
MALeitch/live-chemdraw-mcp MCP server connecting Claude to a live ChemDraw window via COM automation 1 Claude Code, Codex, OpenCode 2 9,497 tok
Maha-Strategies/maha-corp-web maha-corp-web.vercel.app 1 Claude Code, Codex, OpenCode 3 101 tok
Melvynx/lumail-skills lumail.io Lumail agent skills, MCP plugins, and setup docs for AI-native email marketing 1 Codex, OpenCode 1 263 tok
Odrin/rhizome-mcp odrin.github.io Crash-safe task tracking for AI coding agents over MCP: expiring leases, resumable attempt 1 Claude Code, Codex, OpenCode 5 236 tok
alexanderolvera/dfhack-mcp An MCP server that exposes a live Dwarf Fortress fort to AI agents as curated, read-only a 1 Codex, GitHub Copilot, OpenCode 2 1,941 tok
vectora-ltda/vectora Local-first AI assistant that runs as a sub-agent inside Claude Code, Paperclip, and any M 1 Claude Code, Codex, OpenCode 2 5,491 tok
j-256/guildcontrol docs.guildcontrol.lasers.app Search and administer Discord through MCP, with explicit access scopes and reviewed change 1 Codex, OpenCode 1 871 tok
matematicsolutions/mcp-eu-compliance matematicsolutions.com Offline MCP corpus of EU law (EUR-Lex full text via local SQLite FTS5, verbatim zero-LLM): 1 Claude Code, Codex, OpenCode 3 1,392 tok
nvlang/verso-mcp MCP server to read Verso-generated documentation sites (e.g., the Lean Language Reference) 1 Codex, OpenCode 1 2,795 tok
oabolade/figma_mcp_server_actor An MCP that enables AI assistants to interact programmatically with Figma designs 1 Codex, OpenCode 1 2,407 tok
nublson/purl purl.nublson.com AI read-it-later & personal knowledge base 1 Claude Code, Codex, OpenCode 2 3,945 tok
oneill9/tfl-mcp-server oneill9.github.io MCP server exposing live London transport data (TfL API) to AI assistants 1 Claude Code, Codex, Gemini CLI, OpenCode 5 2,517 tok
razvangirgiz/wazap WhatsApp for your AI agent. MCP server over Baileys: pairing-code login, 22 tools, 5 agent 1 Codex, Gemini CLI, OpenCode 2 6,896 tok
singleflo/odoo-assistant-mcp 1 Claude Code, Codex, OpenCode 6 2,070 tok
starfetch-js/starfetch Starfetch gives AI agents safe, reproducible access to public astronomy catalogs through t 1 Codex, OpenCode 1 2,436 tok
underpass-ai/kmp underpassai.com KMP (Kernel Memory Protocol) — temporal, multidimensional, auditable AI agent memory. 1 Codex, OpenCode 1 733 tok
xiaojiou176-open/agent-export xiaojiou176-open.github.io Archive and governance workbench for AI agent transcripts, archive shells, and evidence ro 1 Claude Code, Codex, OpenCode 2 4,544 tok
xiaojiou176-open/notebackup xiaojiou176-open.github.io Apple Notes backup control room for macOS with AI diagnostics, a token-gated Local Web API 1 Codex, OpenCode 1 1,209 tok
xiaojiou176-open/dealwatcher xiaojiou176-open.github.io Open-source compare-first grocery price tracking with compare-aware watch groups, effectiv 1 Codex, OpenCode 1 2,360 tok
xiaojiou176-open/shadcn-brief xiaojiou176-open.github.io Public repo for MCP-native UI delivery and review across Codex, Claude Code, OpenCode, and 1 Claude Code, Codex, OpenCode 2 4,349 tok
xiaojiou176-open/notebooklab xiaojiou176-open.github.io Messy long context -> structured insight -> auditable markdown, research threads, and insp 1 Claude Code, Codex, OpenCode 2 2,056 tok
Synectic-Research/research-scan researchscan.synectic.org Find the 5–10 recent papers with the highest impact on a research question, topic or proje 1 Codex, OpenCode 1 10,844 tok
rvbernucci/forja-guide Open architecture and implementation roadmap for Forja, a governed multi-agent software fa 1 Codex, OpenCode 1 341 tok
tsjharsha/MedFlowMCP-AI- An AI-powered Hospital Operations MCP Server built with NitroStack. Automates Jira ticketi 1 Claude Code, Codex 5
suttonwilliamd/tpc-server Thoughts Plans Changelog is an MCP compliant server for coding with AI agents 1 Codex, OpenCode 1 1,421 tok
zamushwani/biomedical-ai-skills AI agent skills for cancer biology and multi-omics research 1 Claude Code, Codex, Gemini CLI, OpenCode 3 3,531 tok
robcsaszar/scaffold Claude Code skills for authoring AGENTS.md, CONTEXT.md, and DESIGN.md 1 Codex, OpenCode 1 943 tok
larsboes/Axon larsboes.github.io An integration platform where every capability is a plugin from the core — public shell, p 1 Claude Code, Codex, OpenCode 2 501 tok
YunYouJun/craft-hub craft-hub.yunyoujun.cn A local, cross-project developer workbench for project commands and agent skills. 1 Claude Code, Codex, OpenCode 2 497 tok
compiuta-origin/connhex-tools connhex.com MCP server to manage and query Connhex data 1 Claude Code, Codex, OpenCode 2 377 tok
wvlvik/toy-skills 1 Claude Code, Codex, Cursor, OpenCode 9 2,634 tok
Grail-Computer/Self-Improving-Agent A starting AGENTS.md to instruct the agent to always update its rules and context to learn 1 Codex, OpenCode 1 1,299 tok