How real projects configure their agents

22,198 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
nouchix/PQC-Khepra-MCP souhimbou-agi-etherversecodemates-projects.vercel.app KHEPRA MCP Server — Sovereign compliance engine with 36,195 STIG/CCI/NIST/CMMC mappings. A 1 Claude Code, Codex, Gemini CLI, OpenCode 25 356 tok
partymola/ticktick-mcp MCP server for TickTick task management via the v2 API. Field-preserving updates, day-of-w 1 Claude Code, Codex, OpenCode 2 7,621 tok
nolindnaidoo/dates-le letools.dev Extract every date and timestamp, and the exact instant each one resolves to 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,084 tok
nolindnaidoo/paths-le letools.dev Extract every file path in a codebase, and say whether it still points at anything 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,286 tok
nolindnaidoo/scrape-le letools.dev Check whether a page is scrapeable before the scraper is written, and say when it cannot t 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,312 tok
notforhumansfun-rgb/not-for-humans-mcp mcp.notforhumans.fun MCP for owner-run NFH agents: Ethereum identity, bounded work, receipts, play, and non-cus 1 Codex, OpenCode 1 319 tok
phatngoit/MCP-DB 1 Claude Code, Codex, OpenCode 8 3,234 tok
pijusz/mcp-gads Google Ads MCP server — query campaigns, keywords, assets & more via natural language 1 Claude Code, Codex, OpenCode 2 1,369 tok
pijusz/mcp-sanity-images MCP server for uploading local images to Sanity CMS 1 Claude Code, Codex, OpenCode 2 732 tok
pedroknigge/arkgate npmjs.com If the AI writes an illegal import, the write is rejected. The same check fails the pull r 1 Claude Code, Codex, OpenCode 4 7,863 tok
pijusz/mcp-gsc Google Search Console MCP server — query performance, sitemaps, indexing & more via natura 1 Claude Code, Codex, OpenCode 2 1,181 tok
pijusz/mcp-redtrack RedTrack MCP server — query campaigns, conversions, offers & reports via natural language 1 Claude Code, Codex, OpenCode 2 1,046 tok
revolist/revogrid-mcp rv-grid.com RevoGrid MCP Service 1 Codex, OpenCode 1 200 tok
racehooks/racehooks-mcp racehooks.io MCP server for RaceHooks — F1 live timing tools for Claude, Cursor, and Windsurf 1 Codex, OpenCode 1 792 tok
printmoneylab/x402watch x402watch.vercel.app Wash-filtered intelligence layer for the x402 ecosystem. Real-time service catalog, catego 1 Claude Code, Codex, OpenCode 2 640 tok
putput-io/mcp putput.io MCP server for PutPut — add file upload tools to Claude Code, Cursor, and Copilot 1 Codex, OpenCode 1 310 tok
sanjoy1234/gauntlex pypi.org Adversarial Co-Generation Engine — concurrent Builder+Breaker agents for production-grade 1 Claude Code, Codex, OpenCode 2 1,011 tok
rex/mcp-rancher Capability-aware MCP server for Rancher. Cluster, workload, RBAC, and monitoring exposed t 1 Claude Code, Codex, Gemini CLI, OpenCode 28 765 tok
segentic-lab/lens-mcp Deterministic navigation maps over code AND markdown for AI agents — one MCP server, two l 1 Codex, OpenCode 1 1,007 tok
segentic-lab/codelens-mcp ⚠️ Superseded by lens-mcp (github.com/segentic-lab/lens-mcp) — merged into one server that 1 Claude Code, Codex, OpenCode 2 2,422 tok
smarterweather/developer Smarter Weather developer platform: REST + MCP weather APIs for agents and apps. 1 Codex, Cursor, OpenCode 2 686 tok
snooptsz/dant3-mcp 1 Codex, OpenCode 1 1,042 tok
sebastienrousseau/noyalib-mcp docs.rs Model Context Protocol server exposing noyalib's lossless YAML editing to AI agents - Clau 1 Codex, OpenCode 1 640 tok
sebastienrousseau/corral doc.corrallib.com Clone and organise repositories from GitHub, GitLab, Gitea, Forgejo, Codeberg and Bitbucke 1 Codex, OpenCode 1 1,221 tok
siaginw/HexWitness npmjs.com Give your reverse-engineering agent a memory, a map, and receipts. 1 Codex, OpenCode 1 724 tok
FlashAlpha-lab/flashalpha-mcp MCP server for real-time options analytics — gamma exposure (GEX), dealer positioning, vol 1 Codex, OpenCode 1 2,590 tok
stevologic/security-recipes.ai security-recipes.ai Turn security findings into bounded agent work: one recipe, scoped context, required proof 1 Codex, GitHub Copilot, OpenCode 5 758 tok
symbo-ls/symbols-mcp MCP server for Symbols/DOMQL v3 — documentation search and framework reference 1 Claude Code, Codex, OpenCode 2 1,818 tok
subsquid-labs/portal-mcp-server sqd.dev MCP server exposing SQD Portal blockchain data to AI agents and Claude. 1 Codex, OpenCode 1 620 tok
syuaibsyuaib/ssyubix-pixelart-mcp 1 Codex, OpenCode 1 2,171 tok
tambo-labs/charming-mcp usecharming.com Charming MCP server — generate and host interactive web apps via MCP 1 Codex, Gemini CLI, OpenCode 2 2,759 tok
verygoodplugins/mcp-pirsch A Model Context Protocol (MCP) server for Pirsch Analytics, enabling natural language anal 1 Claude Code, Codex, OpenCode 2 252 tok
toolwright-adk/toolwright-monorepo 1 Codex, OpenCode 1 1,222 tok
tickadoo/tickadoo-mcp tickadoo-mcp.vercel.app MCP server for tickadoo® — discover and book theatre, events & experiences in 1,100+ citie 1 Claude Code, Codex, OpenCode 4 4,165 tok
usemycontext/claude-code-plugin usemycontext.ai UseMyContext plugin for Claude Code - your personal context layer for AI, read over MCP in 1 Claude Code, Codex, OpenCode 1 814 tok
genyk1p/learning-hub-mcp MCP server for student learning workflow — grades, homework, bonus tasks, and game time re 1 Codex, OpenCode 1 317 tok
tsilva/mcp-openrouter pypi.org 🚀 One MCP server for OpenRouter models 🚀 1 Claude Code, Codex, OpenCode 2 600 tok
wearehoust/front-mcp Secure MCP server for Front.com: search conversations, manage contacts, send messages, aut 1 Claude Code, Codex, OpenCode 2 2,125 tok
wesseltl/pdf-mcp wesseltl.github.io MCP server that lets AI agents extract text and tables from PDFs: invoices, reports, state 1 Codex, OpenCode 1 720 tok
xkumakichi/xaip-protocol xkumakichi.github.io Provider-neutral execution evidence for AI agent tool calls — co-signed execution receipts 1 Codex, OpenCode 1 746 tok
victorlane/Flyan Unofficial Python SDK and MCP server for Ryanair flight search. 1 Codex, OpenCode 1 1,898 tok
x51xxx/kimi-mcp-server MCP server bridging Claude Code / Cursor / any MCP client to Moonshot AI's Kimi Code CLI. 1 Claude Code, Codex, OpenCode 2 1,628 tok
koshikraj/logr logr.it Just logr it 1 Codex, OpenCode 1 74 tok
thetangstr/clockchain-developer-tools mcp.clockchain.network Hosted MCP server for Clockchain — consensus time, notarization & agent-attested receipts. 1 Codex, OpenCode 1 690 tok
ymuichiro/yahoo-shopping-mcp non-official-yahoo-shopping-mcp.notelligent.app Remote MCP server for Yahoo Shopping searches 1 Codex, OpenCode 1 1,712 tok
ysydhc/team_memory A team experience database based on the MCP protocol. Automatically extracts, stores, and 1 Claude Code, Codex, Cursor, OpenCode 3 3,511 tok
zation/agent-radar agent-radar.zation1.workers.dev Agent Radar is an AI tool rating and recommendation knowledge base for human developers an 1 Codex, OpenCode 1 1,271 tok
zoster81/scripthold Secure encoding-aware local workspace runtime for AI agents. Code from the web. Work local 1 Codex, OpenCode 1 2,152 tok
sylin-org/ghostlight sylin.org Give compatible AI agents a visible workspace in the Chromium browser you already use. Loc 1 Claude Code, Codex, OpenCode 2 3,439 tok
vbkotecha/agentservices-api agentservices.to AgentServices — Premium APIs for AI Agents. Crypto data, marketing intelligence, dispute r 1 Codex, OpenCode 1 1,424 tok