How real projects configure their agents

43,872 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 agents7,796Claude Code6,678Data and AI3,657Backend and APIs3,502Languages3,394Git and workflow3,252Planning3,236Code review2,768Testing2,425Memory and context2,361Writing and docs2,344DevOps and cloud2,337Research2,286Frontend2,272Security2,058Project management1,756

All Claude Code32,008 Codex23,577 OpenCode22,522 GitHub Copilot3,569 Gemini CLI1,916 Cursor1,739 Windsurf152 Kiro87

Project Stars Configures Files Always loaded
lubowen77/bookd Local-first AI reading companion (Node service + web reader + MCP bridge) 0 Claude Code 1 —
ZylNice/RenderdocMCP 0 Claude Code 3 1,504 tok
zhuangguangdahyh-dotcom/content-ops-studio An open-source, AI-native content operations system for research, content planning, visual 0 Codex, OpenCode 1 591 tok
yassinbahri/pyrfc-mcp 0 Claude Code 2 —
iarbor04/yandex-direct-mcp MCP server for the Yandex Direct API v5: reports, bids, and campaign management from an AI 0 Codex, OpenCode 1 618 tok
mr-rsr/rcm-mcp AI-native Model Context Protocol (MCP) server for Healthcare Revenue Cycle Management (RC 0 Codex, OpenCode 1 299 tok
Abishai95141/FinCon fincon.astutecomputer.com A reconciliation controller that closes the books with a proof, not a plug. Deterministic 0 Claude Code 1 6,604 tok
mesutgulecen/ponscli npmjs.com Unofficial command-line interface for the Pons launchpad on Robinhood Chain 0 Claude Code, Codex, OpenCode 5 808 tok
Miha21222/tradingview-mcp 0 Claude Code 1 1,224 tok
mskerwiderski/mcp-garmin Read-only MCP server for Garmin Connect: activities, health data, FIT file analysis and ch 0 Claude Code 1 576 tok
sjungwon03/job-platform-mcp TypeMCP servers and a portable Agent Skill for personalized Korean job search 0 Codex, OpenCode 1 1,479 tok
seepine/image-gen-mcp TypeScript MCP server for generating and editing images through OpenAI image models. 0 Claude Code, Codex, OpenCode 2 837 tok
newlix/gavel-mcp 0 Codex, OpenCode 1 158 tok
Rydvansky/figma-console-mcp southleft.com Your design system as an API. Connect AI to Figma for extraction, creation, and debugging. 0 Claude Code 3 415 tok
AfsheenMahmood/youtube-mcp 0 Claude Code 1 1,066 tok
elliothimmelfarb/aimade-mcp The MCP server pattern that lets AI agents publish games as first-class users — 41 tools, 0 Claude Code, Codex, OpenCode 2 168 tok
invictumhr/ai-invictum-browser-bridge invictum.hr Security-first MCP bridge that lets AI agents control your existing Chrome profile locally 0 Claude Code, Codex, OpenCode 2 1,204 tok
epsilon-labs-llc/mcp-template Template for Cloudflare Workers featuring Better Auth passkey authentication and an MCP To 0 Codex, OpenCode 1 2,132 tok
bparlan/seeder-402 An HTTP/MCP service for replicating buyer-supplied Hypercore/Hyperdrive keys for USDC on B 0 Codex, OpenCode 1 1,090 tok
giaosang8888-cmd/AutoLinker-5.1.2-Local AutoLinker 5.1.2 silent MCP version — completely local with no network activity 0 Claude Code, Codex, OpenCode 2 1,079 tok
andreaselmi/threads-mcp MCP server for the Threads API: publish posts, read your own posts, insights and publishin 0 Claude Code 1 591 tok
eleferrets/emptysock-mcp 0 Claude Code 2 1,975 tok
cfollette18/namakan-mcp-crm Unified MCP server for CRM systems 0 Codex, OpenCode 1 40 tok
cfollette18/namakan-mcp-erp Unified MCP server for ERP systems (CSV/SFTP/ODBC included) 0 Codex, OpenCode 1 41 tok
cfollette18/namakan-mcp-pm Unified MCP server for project management systems 0 Codex, OpenCode 1 28 tok
nweii/apple-calendar-mcp Remote read and write access to Apple Calendar through a stateless Cloudflare Worker MCP s 0 Codex, OpenCode 1 276 tok
HarutuneDavisIBM/hermes-mcp MCP server for HashiCorp/IBM Hermes document management — search, browse and retrieve docu 0 Codex, OpenCode 1 636 tok
caa1211/genpdm-mcp-server 0 Claude Code, Codex, OpenCode 2 456 tok
iXanadu/pigeon-mcp Gmail MCP server for GrokBot 0 Claude Code, Codex, OpenCode 2 928 tok
sebastian-software/stellara Self-hosted AI tool gateway for Firecrawl, Exa, Qdrant, embeddings, browser automation, an 0 Claude Code, Codex, OpenCode 2 1,363 tok
Open-Bio/openbio-comfy-mcp Local MCP bridge for inspecting and editing a live ComfyUI canvas. 0 Codex, OpenCode 1 472 tok
petrycz/ecommerce-mcp-automation Sample project for integrating e-commerce platforms via mcp 0 Claude Code 1 1,020 tok
minnhaaaaa/civitas civitas-phi-five.vercel.app Civitas is an autonomous multi-agent procurement system that combines agent negotiation, e 0 Codex, OpenCode 1 9,330 tok
Leonides2/homemade-mcp-oracle-database-10g-claude 0 Claude Code 1 —
astanciulescu03-sys/BasicLocalToolsMCP 0 Claude Code 3 837 tok
lovesoonjo-lab/notebooklm-mcp 0 Claude Code, Gemini CLI 2 2,724 tok
Cyruskraad/codex-claude-mcp Permission-aware local MCP bridge from Codex to Claude Code 0 Claude Code, Codex, OpenCode 14 1,316 tok
tugraskan/Tamandua Evidence-backed SWAT+ Fortran source index and MCP server 0 Claude Code 1 704 tok
TonPC64/mcp-a2a-bridge MCP bridge for connecting coding agents to remote A2A agents, with an optional local activ 0 Codex, OpenCode 1 543 tok
SunrisesIllNeverSee/Moses_Enterprise_B2BPilot_ MO§ES™ — Enterprise AI Operator Evaluation platform, promo site, demo site, and MCP server 0 Codex, OpenCode 1 1,239 tok
sberlo9/connectwise-manage-mcp-1 0 GitHub Copilot 1 857 tok
good-v1be/simple-rick Persistent memory for AI coding agents: an MCP server that records your sessions, normaliz 0 Claude Code 1 1,068 tok
capitanes/edvibe-school-mcp Stateless MCP server for the Edvibe School API. Experimental/unofficial pilot. 0 Codex, OpenCode 1 5,133 tok
clivechung/skillmcp Scalable Model Context Protocol (MCP) server for distributing and managing AI agent skills 0 Claude Code, Codex 6 —
sberlo9/connectwise-manage-mcp 0 GitHub Copilot 1 857 tok
zelentsov-dev/google-ads-mcp 0 Claude Code, Codex, OpenCode 2 373 tok
DarkLvrd/linkedin-mcp 0 Codex, OpenCode 1 85 tok
dcc-mcp/dcc-mcp-obs Native OBS Studio plugin with typed DCC-MCP control 0 Codex, OpenCode 1 112 tok
chenxuyaun/free_web_mcp Free, powerful web access for AI agents via MCP. 0 Codex, OpenCode 1 1,107 tok
liqiangcc/agent-runtime-mcp MCP server for managing agent runtime sessions 0 Claude Code, Codex, OpenCode 5 991 tok