How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
Rhynier/AgentIssueTracker An MCP (Model Context Protocol) server for tracking issues across multiple AI agent sessio 0 Claude Code 1 1,705 tok
Nextahalli/emergent-mcp 0 Claude Code 1 1,438 tok
turfptax/cortex-mcp Cortex - Wearable AI memory system. MCP server and CLI for Cortex Link (ESP32) and Cortex 0 Claude Code 1 —
hgao1604/subtitle-analyzer-mcp MCP server for extracting and analyzing subtitles from YouTube and Bilibili videos 0 Claude Code 1 630 tok
janekbaraniewski/runai-mcp 0 Claude Code 1 730 tok
endikoci02/dice-roller-mpc-server A simple custom MCP server for Claude Desktop that rolls standard tabletop dice. 0 Claude Code 1 185 tok
eRom/barda-mcp-ecrivain-bible Serveur MCP standalone pour gerer une bible d'ecrivain — base de connaissances structuree 0 Claude Code 1 2,412 tok
woofdogtw/sylvia-iot-mcp An MCP server that exposes sylvia-iot-core management APIs as tools for AI assistants (Cla 0 Claude Code 8 —
YohannHommet/repo-lens-mcp MCP Server to connect and fetch info from your local repositories 0 Claude Code 1 1,811 tok
Jahia/jahia-mcp-community-server Exposes Jahia's GraphQL API as a Model Context Protocol (MCP) server, letting AI assistant 0 Claude Code 1 2,627 tok
263311487-ux/falsify 263311487-ux.github.io The scientific thinking protocol for AI agents — falsify before you believe. 5-stage falsi 0 Claude Code, Codex, Cursor, OpenCode 3 280 tok
SimonBlancoE/kanban-mcp MCP Kanban board for AI agents coordination with real-time web viewer 0 Claude Code 6 —
drgost1/ring-mcp MCP server for Claude Code - Always-on-top notification popups with sound when tasks compl 0 Claude Code 1 150 tok
heyhayes/annal Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant, local ONNX embe 0 Claude Code 1 480 tok
henrysouchien/gsheets-mcp MCP server for Google Sheets operations 0 Claude Code 1 98 tok
castletaste/money-mcp 0 Claude Code 1 356 tok
84emllc/calendly-mcp-server MCP server for Calendly API - event management and scheduling via Model Context Protocol 0 Claude Code, Codex, OpenCode 2 1,465 tok
ASISaga/linkedin.asisaga.com Through this LinkedIn MCP server, AI assistants like Claude can connect to LinkedIn using 0 Claude Code, GitHub Copilot 18 6,726 tok
MarcosNahuel/stackos-mcp MCP Server que expone knowledge base, metodología SDD-STACKOS y modo tutor pedagógico — 16 0 Claude Code 1 559 tok
suckerfish/overseerr-mcp MCP server for Overseerr media request management 0 Claude Code 1 806 tok
hjsh200219/pilldoc-user-mcp 0 Claude Code, Codex, OpenCode 2 1,056 tok
frankxai/payment-intelligence-system frankx.ai Payment Intelligence System — SIP-conformant substrate for monetization, pricing, and reve 0 Claude Code, Codex, OpenCode 2 1,648 tok
frankxai/agentic-ops-hub Agentic Ops Hub: configuration control plane for AI coding agents, agent-harness alignment 0 Claude Code, Codex, GitHub Copilot, OpenCode 5 1,565 tok
RorroRojas3/awesome-claude-copilot Agents, skills, instructions, and Mcps repository for both Claude Code and GitHub Copilot 0 Claude Code, GitHub Copilot 34 9,741 tok
ruchernchong/claude-kit A collection of powertools for Claude Code including specialized agents, slash commands, a 0 Claude Code 1 1,372 tok
vkehfdl1/Marshroom 🏁 Pit Stop for Claude Code Heavy user 👖 Simple workflow for multiple Claude Code Session 0 Claude Code 1 1,350 tok
october-academy/agent-plugins Custom plugin marketplace for Claude Code 0 Claude Code 1 603 tok
codenamerey/gdrive-mcp 0 Claude Code 1 1,193 tok
frontier-collective/whetstone-mcp An MCP server that captures and encodes human rejections of AI output into durable, querya 0 Claude Code, Codex, OpenCode 3 4,392 tok
reinthal/icloud-calendar-mcp 0 Claude Code 1 243 tok
captdevc/ultimate-debate-mcp 0 Claude Code 1 752 tok
childbamboo/claude-code-marketplace-sample 0 Claude Code 1 4,001 tok
lukastk/appgarden Manage a "garden" of web applications on remote servers. 0 Claude Code 1 1,664 tok
fernandofuc/nextjs-c-s 0 Claude Code 18 3,921 tok
brianmontero18/dev-mcp-tools MCP server for Git, Jira, and PR workflow orchestration 0 Claude Code 14 —
HiddenDeveloper/mcp-gateway MCP remote server for shared memory across AI clients. 0 Claude Code 1 743 tok
JimmyPaolini/codebase Jimmy's codebase 0 Claude Code, Codex, GitHub Copilot, OpenCode 9 20,426 tok
DrDustinEdwards/dustinedwards-mcp MCP wrapper over the dustinedwards.info operator API. Contains no policy. 0 Claude Code 1 2,185 tok
t0uchY233/telegram-summarize Telegram discussion summaries with participants and source links for Codex, Claude, and MC 0 Claude Code, Codex, OpenCode 2 1,115 tok
mrbruce516/agy-search Wrap local agy (Gemini-backed) as a stdio MCP server, exposing a web_search tool for Claud 0 Claude Code 1 1,317 tok
gggab/gitlab_mcp 0 Claude Code, Codex, OpenCode 2 238 tok
teenfo/JW-MCP 0 Claude Code 1 2,224 tok
arthurglv/meet-memory Turn your Google Calendar history into a searchable people CRM. A local-first MCP server. 0 Claude Code 1 4,458 tok
jackstewart254/groundtruth Assessing how well a place is actually served, from published sources. Data gathered by AI 0 Claude Code, Codex, OpenCode 3 126 tok
NTUT-Vincent/TWFoodMCP 0 Claude Code, Codex, OpenCode 2 789 tok
RikiGomes/woodpecker-mcp Read-only MCP server for Woodpecker CI 0 Claude Code 2 703 tok
nestordemeure/lantern-mcp CLI and MCP server for Lantern, the Media History Digital Library's full-text index of the 0 Claude Code 2 2,300 tok
alexmmatos/website-mcp-creator 0 Claude Code, Codex, OpenCode 2 32 tok
JeffTiger96/mcp4acumatica 0 Claude Code 1 15,857 tok
iondrive-co/xenia A local MCP and tray icon for keeping track of how well agents are acheiving their goals, 0 Claude Code 2 583 tok