How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
mezotv/proofdrop skills.sh Small HTTP MCP server that lets agents drop temporary public review proofs into Neon stora 3 Claude Code, Codex 2 —
sandraschi/database-operations-mcp MCP server and webapp for database operations with 15 portmanteau tools supporting SQLite, 3 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 1,472 tok
rc4l/ZandronumMCP Experimental MCP Server for Zandronum. Speeds up modding and engine development. 3 Codex, OpenCode 1 86 tok
handaas/industry-chain-mcp-server Industry chain analysis MCP service 3 Codex, OpenCode 1 2,319 tok
cooky-dance/devspace-local-artifacts Privacy-conscious DevSpace MCP with safe Windows and Base64 artifact writes plus ngrok set 3 Codex, OpenCode 1 351 tok
openhonest/umbra slopaudit.org Umbra: an apophatic code auditor that reports what your tests are structurally unable to s 3 Codex, OpenCode 1 2,438 tok
vecbase-labs/OpenShelf A generic MCP server for building and querying local PDF knowledge bases with DuckDB-backe 3 Codex, OpenCode 1 523 tok
sandraschi/comfyops-mcp Fastmcp server and webapp for handling comfy (which is famously non-comfy) 3 Claude Code, Codex, Cursor, OpenCode, Windsurf 4 1,045 tok
axelfreeman/gymcamanalytics gymcamanalytics.com MCP server: gym attendance & trainer analytics from existing cameras 3 Codex, OpenCode 1 326 tok
Ciltress/sap-abap-mcp SAP ABAP MCP with ADT and JSON RPC - Multiple Authentication Methods 3 Codex, OpenCode 1 3,641 tok
Suzu-Testing/metasploit-cursor-harness Agentic penetration testing harness bridging Cursor AI agents with Metasploit Framework vi 3 Claude Code, Codex, Cursor, OpenCode 63 2,469 tok
ieeecsopen/mcp-cs npmjs.com IEEE Computer Society Universal Developer Operations, Diagnostics & AlgoJudge Competitive 3 Claude Code, Codex 30 —
Sou0327/knowmint knowmint.shop Knowledge marketplace where AI agents autonomously buy human expertise 3 Claude Code, Codex, OpenCode 2 2,710 tok
17861102832/wanyimem Created to serve the general public 3 Codex, OpenCode 1 330 tok
SylphxAI/video-reader-mcp Cue — local-first video timeline evidence for agents: probe, subtitles, scenes, frames. SD 3 Codex, OpenCode 1 390 tok
cyanheads/worldbank-mcp-server npmjs.com Query 29,500+ World Bank development indicators for 200+ countries across 60+ years via MC 3 Claude Code, Codex, OpenCode 2 16,312 tok
mcp-gtw/demo-game Multiplayer, MCP-controlled action game built on mcp-gtw. 3 Claude Code, Codex, OpenCode 2 11,360 tok
SiamAlSobari/mnemo-agent-memory High-precision persistent memory & knowledge graph engine for AI coding agents via Model C 3 Claude Code, Codex 4 —
cyanheads/wikidata-mcp-server npmjs.com Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifie 3 Claude Code, Codex, OpenCode 2 14,638 tok
HighVoltSound/ableton-auto-mix-mcp MCP server for AI-driven auto-mixing and auto-mastering in Ableton Live, tuned to a music 3 Codex, OpenCode 1 89 tok
craigjmidwinter/mail-muncher craigjmidwinter.github.io An email client for AI agents. Filtered, read-only Gmail delivered to disk as .eml + markd 3 Claude Code, Codex, OpenCode 2 1,325 tok
benedya/octoquery Let AI agents query your databases safely: each DB becomes an MCP tool, each schema a skil 3 Claude Code, Codex, OpenCode 5 671 tok
mclaut/ariadne mclaut.github.io Local-first multilingual memory for Codex, Claude Code and MCP. Go + Qdrant + bge-m3, proj 3 Claude Code, Codex, OpenCode 2 2,105 tok
LionelHuanSi/awesome-ai-agent-skills 3 Claude Code, Codex 8 —
agent-frontier/wgm Agent Skill — turn a rough request into working software (grill → plan → Ralph loop) 3 Claude Code, Codex, OpenCode 13 314 tok
catalyst-cooperative/agent-skills Coding agent skills designed to help users work with PUDL data and the PUDL data processin 3 Claude Code, Codex, OpenCode 2 3,628 tok
lyarwood/kubevirt-mcp-server A simple Model Context Protocol server for KubeVirt 3 Codex, OpenCode 1 1,239 tok
nklisch/krometrail krometrail.dev Local browser control and temporal visual evidence for AI agents — an MCP server that driv 3 Claude Code, Codex, OpenCode 4 12 tok
thousandeyes/thousandeyes-ai-agents-toolkit ThousandEyes AI Agents Toolkit 3 Codex, OpenCode 1 1,186 tok
mishanefedov/skill-issue 3 Codex, OpenCode 1 565 tok
IngeniousIdiocy/Consumer-Complaint-Database-MCP This is a local Model Context Protocol (MCP) python server meant to be used with Anthropic 3 Codex, OpenCode 1 205 tok
proggarapsody/bitbottle proggarapsody.github.io Bitbucket CLI for Cloud and Server/Data Center — gh-style pull requests, repositories, pip 3 Claude Code, Codex, OpenCode 28 2,422 tok
patrickporto/desktop-agent 3 Codex, OpenCode 1 143 tok
vltansky/explain-changes-mcp 3 Claude Code, Codex, OpenCode 2 699 tok
StealthSurf-VPN/mcp mcp.stealthsurf.space Stateless MCP proxy for the StealthSurf VPN API. Enables AI agents (Claude Desktop, Cursor 3 Codex, OpenCode 1 1,414 tok
anhnguyen0905/codex-mcp 3 Claude Code, Codex, OpenCode 3 1,015 tok
smallpinksquare/codex-history-hub A local-first, source-read-only aggregator for Codex conversations. It indexes one or more 3 Codex, OpenCode 1 244 tok
ljy9303/maplestory-mcp-server Nexon openAPI Maplestory mcp server 3 Claude Code, Codex, OpenCode 2 6,508 tok
clay-good/roughlogic.com roughlogic.com Always free field math and reference for the trades. 3 Claude Code, Codex, OpenCode 2 1,333 tok
Doist/twist-ai The tools required for a Twist MCP server 3 Codex, OpenCode 1 419 tok
BASIC-BIT/vrchat-mcp MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX history. 3 Codex, OpenCode 1 1,669 tok
sandraschi/civitai-mcp FastMCP bridge for Civitai: search and download checkpoints/LoRAs into a ComfyUI-compatibl 3 Claude Code, Codex, OpenCode 2 512 tok
MCLifeLeader/seq-mcp Seq Open Telemetry MCP Server 3 Claude Code, Codex, GitHub Copilot, OpenCode 6 9,462 tok
TianLin0509/SuperRAN A wireless simulation channel depot for Agents: an MCP service providing standardized chan 3 Claude Code, Codex, OpenCode 2 37,924 tok
richardofortune/tyrekick Feedback loop for AI-built prototypes: reviewers pin comments on the live page; your codin 3 Codex, OpenCode 1 2,767 tok
Grinv/mal-mcp npmjs.com MyAnimeList MCP server — Tenrai-powered reads plus official MAL personal-list management. 3 Claude Code, Codex, OpenCode 10 3,625 tok
0xSardius/solenrich solenrich.com Onchain intelligence API for Solana AI agents. 50 pay-per-call x402 endpoints (USDC on Sol 3 Claude Code, Codex, OpenCode 4 2,101 tok
Nosmoht/talos-mcp-server MCP server for Talos Linux cluster management via the native gRPC API 3 Claude Code, Codex, OpenCode 18 9,678 tok
MuhDur/plsql-intelligence durakovic.ai Offline, package-aware Oracle PL/SQL code intelligence in Rust — change impact, dependency 3 Codex, OpenCode 1 3,738 tok
ObscuritySRL/umbriel Drive and inspect a whole Windows machine from Bun — apps, windows, input, screen, OCR, re 3 Claude Code, Codex, OpenCode 2 3,461 tok