How real projects configure their agents

31,986 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
ZGMFX01A/coding-tools-mcp-expand 0 Claude Code, Codex, Cursor, OpenCode 10 1,813 tok
ckken/mcp-v2 mcp-v2.kenvoai.com Modern-only MCP TypeScript SDK v2 visual verification demo built with Bun, Rsbuild, React, 0 Claude Code, Codex, OpenCode 2 274 tok
pofky/asc-mcp pofky.github.io MCP server for App Store Connect — check review status, read reviews, download sales repor 0 Claude Code 1 1,070 tok
bradlycarpenter/bitbucket-mcp-cf Remote MCP server for Bitbucket Cloud — Hono on Cloudflare Workers, built with Effect. Sta 0 Claude Code 1 85 tok
asgard-ai-platform/mcp-sf-express 0 Claude Code 1 719 tok
ryoohshima/AgentTakt pypi.org Review & approve AI agent task plans in a ComfyUI-style node editor, right in your termina 0 Claude Code 2 1,375 tok
rafaelgaspar/longhorn-mcp MCP server for the Longhorn distributed storage manager API — full read/write coverage of 0 Claude Code, Codex, OpenCode 2 956 tok
TheSuperColony/supercolony-mcp MCP server for SuperColony — agent intelligence tools for Claude Code, Cursor, and Windsur 0 Claude Code 1
ryansmith4/sheriff-mcp ryansmith4.github.io AI-powered static analysis issue fixer - MCP server for SARIF reports 0 Claude Code 1 2,186 tok
scottconfusedgorilla/sncro-relay Lightweight MCP relay + framework plugins that give AI assistants live browser inspection 0 Claude Code 1 635 tok
selfagency/beans-mcp beans-mcp.self.agency 🫘 MCP server for Beans issue tracker 0 Claude Code, Codex 1
servicewindowapp/servicewindow 0 Claude Code 26 2,017 tok
shawn1905/generation-ship shawn1905.github.io Multi-AI collaborative worldbuilding — a 1000-year future history (2025-3000+) built by ma 0 Claude Code, Codex, OpenCode 2 1,772 tok
shigechika/netdiag-mcp shigechika.github.io MCP server wrapping dig, ping, mtr, whois and TLS/HTTP checks for on-demand network diagno 0 Claude Code, GitHub Copilot 2 1,701 tok
somacoffeekyoto/imgx-mcp somacoffee.net AI image generation and editing MCP server. Text-based editing, multi-provider, CLI includ 0 Claude Code 1 583 tok
srotzin/hiveconsciousness MCP server for multi-agent ecosystem analytics. Real-time health snapshots, predictive ana 0 Claude Code 1 548 tok
LesterAJohn/sharepoint-mcp 0 Claude Code 1
sushiHex/hardline-mcp MCP server that lets local Claude Code, Hermes, and Codex agents message each other — dura 0 Claude Code, Codex, OpenCode 2 2,265 tok
Sedation6612/glp1forum-mcp MCP server to search & read glp1forum.com (XenForo) from Claude — no API keys, system curl 0 Claude Code 1 2,297 tok
mareyam/ClaudeCode-Gmail-GDrive-GCalendar-Custom-MCP-Server-Mac-Setup 0 Claude Code 1 351 tok
tluyben/astllm-mcp Make your code searchable as AST - save many tokens when using LLMs for coding - binary re 0 Claude Code 1 2,169 tok
theYahia/getcourse-mcp MCP server for GetCourse — online courses, students, deals (Russia) 0 Claude Code 1
theYahia/travelpayouts-mcp npmjs.com MCP server for Travelpayouts — flight search, hotel prices, travel deals (Russia) 0 Claude Code 1
theYahia/yandexgpt-mcp MCP server for YandexGPT — completions, embeddings, summarization (Russia) 0 Claude Code 1
themewireco/synchronity synchronity.app Shop across connected stores from any AI assistant — the Synchronity MCP server + WooComme 0 Claude Code 1
lendwise-fi/lendwise-mcp lendwise-mcp.vercel.app 0 Claude Code 1 1,765 tok
ClemensHar/wahoo-mcp 0 Claude Code 1 2,979 tok
anmka-j/subscription-sniper Automated Subscription Auditor built with Nitrostack for Amrita MCP Hackathon 2026. 0 Claude Code, Codex 5
kiarina/chrome-bridge Operate existing Chrome tabs through a local MCP server and extension 0 Claude Code, Codex, OpenCode 2 2,729 tok
natejswenson/local-budget Local-first, agent-first bank-statement spending agent — one SQLite DB behind a column-lev 0 Claude Code 10
nikhilpatil79/mcp 0 Claude Code 5 1,200 tok
drormu1/mcp-jira MCP for JIRA Cloud and GitHub 0 Claude Code 1
nickthelegend/rendr-desktop Record and edit video in one app, driven by humans and agents over MCP. AGPL-3.0. 0 Claude Code, GitHub Copilot 2 51 tok
maximedns5/freecad-mcp Fork of neka-nat/freecad-mcp with measured-consequence verification tools, part families, 0 Claude Code 5 1,254 tok
AInoAKARI/AInoAKARI AIノアカリ☆ GitHub profile README 0 Claude Code, Codex 2
crclabs-hq/GateTest gatetest.io AI-powered quality gate for CI: 121 modules, self-healing fixes, one verified PR. CLI, Git 0 Claude Code 6 15,700 tok
mentu-ai/mentu-navigator Repository navigation & progressive disclosure for AI agents — a locator with pre-register 0 Claude Code, Codex, OpenCode 2 543 tok
ProcessQualitySolutions/qcdatabase_mcp Production ready example of a local MCP server for connecting AI Agents to QCDATABASE.AI. 0 Claude Code 1 474 tok
Holetron-lab/fleet-memory rcll.ai RCLL — self-hosted shared memory for a team of AI agents. Rooms, hierarchical L0-L3 depth, 0 Claude Code, Codex, OpenCode 3 3,016 tok
us-all/openmetadata-mcp-server OpenMetadata MCP server — 156 tools for metadata management, lineage, semantic search, dat 0 Claude Code 1 3,668 tok
slideless-ai/mcp slideless-mcp.vercel.app Slideless MCP server (Cloudflare Worker) — wraps the Slideless HTTP API as Model Context P 0 Claude Code 1 1,852 tok
JMoak/chrono-mcp Time access and calculations mcp written in typescript available via npx. 0 Claude Code, Codex, OpenCode 2 1,583 tok
afgong/sqlite-mcp-server Building a simple SQLite MCP server 0 Claude Code 1 491 tok
plainyogurt21/sec-edgar-mcp sec-edgar-mcp.amorelli.tech A SEC EDGAR Model Context Protocol (MCP) Server 0 Claude Code, Gemini CLI 2 114 tok
ericshenus/us-property-hazard-risk MCP server that assesses natural hazard exposure, flood, wildfire, earthquake, coastal pro 0 Claude Code 1
sallim-app/contract-compass contract.sallim.app Contract Compass — a decision-support tool for public procurement methods (National Contra 0 Claude Code 1 1,738 tok
vk0dev/agent-cost-mcp Local-first Claude Code cost analyzer. Parses JSONL session logs to surface per-tool spend 0 Claude Code 1 273 tok
webweaver-nexus/webweaver-mcp-server webweaver-nexus.vercel.app MCP server exposing WebWeaver Nexus services (waitlist signup with embedded MCP App UI, pr 0 Claude Code 1 2,587 tok
dotts-h/twiceshy twiceshy.app Once bitten, twice shy — a shared memory of validated engineering traps, dead-ends and fix 0 Claude Code, Codex, OpenCode 6 872 tok
josebarnetche/consignatarias-next consignatarias.com.ar consignatarias.com.ar — directorio de consignatarias, market intelligence y API pública pa 0 Claude Code 2 4,076 tok