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
priyanshuchawda/codeaudit Read-only MCP server for AI coding agents: repo inspection, skill routing, code audits, do 1 Codex, OpenCode 1 715 tok
k-wakamatsu-tms/ticktick-mcp-server TickTick Remote MCP Server on Cloudflare Workers 1 Claude Code, Codex, OpenCode 2 1,658 tok
NoMiddleInc/somanylemons-mcp So Many Lemons MCP Server 1 Claude Code, Codex, OpenCode 2 235 tok
TechNickAI/machina MCP gateway giving AI agents remote access to Mac - iMessage, WhatsApp, Notes, Reminders, 1 Claude Code, Codex, OpenCode 4 193 tok
EremesNG/thoth-mem Persistent memory MCP server for AI coding agents, built for durable cross-session context 1 Claude Code, Codex, OpenCode 19 1,372 tok
kdemm3158-hash/kedi-Legal-Assistant An evidence-based legal consultation project integrated with Codex Skill/MCP. It replicate 1 Codex, OpenCode 2 515 tok
igoraguiar/bun-pg-mcp PostgreSQL MCP (Model Context Protocol) server with multi-database support. 1 Codex, OpenCode 1 725 tok
n2400813g/blop-mcp blopai.com MCP-native release confidence control plane for web apps 1 Claude Code, Codex, OpenCode 2 4,752 tok
xanzl/vision-mcp-worker A Cloudflare-based visual recognition MCP that provides some visual capabilities to non-mu 1 Codex, OpenCode 1 360 tok
ellisp97/FlightFinderMCP MCP server enabling Claude to search and compare flights across multiple providers with s 1 Codex, OpenCode 1 4,310 tok
amonstack/gitea_mcp MCP server that exposes Gitea and GitLab repository operations — issues, labels, milestone 1 Codex, OpenCode 1 4,619 tok
cinderl/congatudo_mcp HTTP MCP server (SSE transport) that exposes your Congatudo-powered Cecotec Conga robot va 1 Codex, OpenCode 3 390 tok
rex/mcp-apple-obsidian MCP server for Obsidian on macOS. Give Claude full read/write access to your vault. 1 Codex, OpenCode 1 1,638 tok
davidscoreal/cia-diagnose Expert business diagnosis MCP server — 11-dimension analysis with Revenue Leak Score. By C 1 Codex, OpenCode 1 432 tok
nbaradar/obsidian-mcp-server nbaradar.github.io Local MCP Server implementation for Obsidian . Allows multi-vault usage, optimized for tok 1 Codex, OpenCode 1 5,118 tok
SVerITG/Metis_PH A Research Cortex. A research companion for Claude. Your library, notes & memory stay on y 1 Claude Code, Codex, OpenCode 43 10,491 tok
ValiantEvers/skatt-mcp Lokal MCP-server for norske skatteberegninger, Claude svarer med faktiske tall. Alt kjører 1 Claude Code, Codex, OpenCode 2 2,699 tok
Blekline/blekline-oss app.blekline.com Non-Human Identity & Runtime Enforcement for AI Agents — open-core MCP/SDK to mask, enforc 1 Codex, OpenCode 1 553 tok
PurdueRCAC/globus-mcp Model Context Protocol server implementation to manage Globus endpoints and transfers 1 Claude Code, Codex, OpenCode 10 7,786 tok
dholliday3/blacksmith-usage-mcp Local MCP server for Blacksmith.sh CI usage & cost APIs (unofficial) 1 Claude Code, Codex, OpenCode 2 1,173 tok
mohsinsheikhani/tutorclaw-mcp MCP server for TutorClaw, an AI-powered tutoring system that teaches programming through P 1 Claude Code, Codex, OpenCode 2 746 tok
olssonsten/mcp-redmine A redmine MCP server covering close to 100% of redmines API 1 Codex, OpenCode 1 412 tok
Jame0077/mcp-code-mode 🤖 Enable AI code generation using the Code Execution MCP Server, integrating large langua 1 Codex, OpenCode 1 243 tok
adpena/teadata-mcp Model Context Protocol server and assistant UI for Texas public school data. 1 Codex, Gemini CLI, OpenCode 2 1,541 tok
lidless-labs/n8nctrl lidless.dev n8n automations are locked behind its own UI. n8nctrl hands workflow inspect, validate, ru 1 Claude Code, Codex, OpenCode 2 1,673 tok
atobouh/symapse Symapse indexes a codebase, builds a deterministic call graph, and gives AI agents instant 1 Codex, OpenCode 1 497 tok
teleomorph/pinako-mcp An MCP server that lets Claude, Cursor, or any MCP client organize your Pinako tabs and li 1 Codex, OpenCode 1 588 tok
zachspar/fred-mcp FRED Python MCP server using fred-py-api 1 Codex, OpenCode 1 600 tok
agentspan-ai/mcp-testkit 1 Codex, OpenCode 1 1,441 tok
poliakarmai/bybit-ws t.me AI-Native Trading Engine — Bollinger Grid LONG/SHORT. REST API + MCP for AI agents. 24/7 a 1 Claude Code, Codex, OpenCode 2 3,817 tok
uidaho-nsummers/tdx-cli-mcp TypeScript CLI and MCP server for the TeamDynamix Web API — built for AI coding agents (Cl 1 Claude Code, Codex, OpenCode 2 2,982 tok
torsday/omnifocus-mcp An MCP server exposing the full OmniFocus surface to LLM agents. 1 Codex, OpenCode 1 6,885 tok
aud1ence/obsidian-wiki-mcp MCP server implement Karpathy's LLM Wiki pattern 1 Claude Code, Codex, OpenCode 2 1,899 tok
zzhan111/multi-agents-browser MultiAgentsBrowser (ma-browser) - your real browser as the API, shared safely by many AI a 1 Claude Code, Codex, OpenCode 2 3,738 tok
xeonvs/DDR-Price-MCP Lightweight Model Context Protocol (MCP) server that caches and serves weekly DDR/DRAM mem 1 Codex, OpenCode 1 893 tok
lesleslie/graphics-mcp MCP server for graphics-mcp 1 Claude Code, Codex, OpenCode 2 1,464 tok
sayuru-akash/web-audit-mcp Web Audit is a production-minded website audit and monitoring product with a local MCP std 1 Claude Code, Codex, OpenCode 10 287 tok
TheNovaNodes/searxng-mcp-control SearXNG Control Plane MCP Server for TheNovaNodes 1 Codex, OpenCode 1 255 tok
g-battaglia/mcp-seo Open-source SEO analysis toolkit for AI agents — CLI + MCP server 1 Codex, OpenCode 1 2,085 tok
BxNxM/micrOSMCP Standalone TypeScript MCP server and browser tester UI for micrOS devices. Use it to disco 1 Codex, OpenCode 1 1,868 tok
0xSplits/splits-cli A command line interface and MCP server for Splits 1 Claude Code, Codex, OpenCode 2 1,252 tok
taggedzi/Repo-Interrogator A local tool that helps AI understand large code projects. 1 Claude Code, Codex, OpenCode 2 3,769 tok
tuxr/bible-mcp tuxr.github.io MCP server for Bible verse lookup and search. Connect Claude or ChatGPT to Scripture with 1 Claude Code, Codex, OpenCode 2 2,800 tok
TheNovaNodes/anythingllm-mcp-control AnythingLLM Control Plane MCP Server for TheNovaNodes 1 Codex, OpenCode 1 267 tok
TheNovaNodes/nextcloud-mcp-control Nextcloud Control Plane MCP Server for TheNovaNodes 1 Codex, OpenCode 1 315 tok
gate/gatepay-local-mcp 1 Codex, OpenCode 1 517 tok
conorbronsdon/yt-analytics-mcp chainofthought.show Curated read-only YouTube Analytics MCP server — owner-side channel, video, and playlist a 1 Codex, OpenCode 1 785 tok
wangsquirrel/divination-chart-mcp divination-chart-mcp.vercel.app An MCP server for creating divination charts, including six-line and Bazi charts. 1 Claude Code, Codex, OpenCode 2 738 tok
TheNovaNodes/nextcloud-mcp-gateway Nextcloud Data Plane MCP Server for TheNovaNodes (WebDAV, Files, Notes, CRM & User Cloud S 1 Codex, OpenCode 1 661 tok
playforge-coding/scratch4js Edit Scratch .sb3 projects from JavaScript, plus an MCP server! 1 Claude Code, Codex, OpenCode 6 166 tok