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
lawheitung/todoist-mcp MCP for my todoist-tg bot 0 Claude Code 1 —
GleisonOliveira/php-container-test-mcp A MCP server to run tests inside a container 0 Claude Code 1 147 tok
developerlabsai/debug-mcp-server MCP server bridging web browsers and Claude Code for seamless debugging workflows 0 Claude Code 13 1,975 tok
innago-property-management/ratatoskr No-code MCP server generator from API specs (OpenAPI, GraphQL, protobuf). TOON compression 0 Claude Code 1 2,728 tok
zhongjun2/om-mcp 0 Claude Code 2 3,208 tok
Heiko888/Connection-Key-MCP-Server 0 Claude Code 4 34,714 tok
henrysouchien/sheets-finance-mcp pypi.org MCP server for SheetsFinance formula catalog — search, build, and describe spreadsheet for 0 Claude Code 1 99 tok
ivkond/memoria The missing self-hosted memory backend for MCP clients. 0 Claude Code, Codex, OpenCode 1 1,400 tok
sELIBIKS/bubble-mcp MCP server for Bubble.io — 27 tools across 3 layers for full developer control 0 Claude Code 3 2,138 tok
codefzer/sru-mcp MCP server for searching library catalogs via the SRU protocol 0 Claude Code 1 520 tok
alex2neo/discord-mcp Discord 0 Claude Code 1 2,542 tok
bobmatnyc/notion-mpm MCP server and Python API library for Notion workspace integration 0 Claude Code 1 1,390 tok
theamazingwolf/cursor-bridge-mcp MCP server that bridges Cursor's context ecosystem (rules, agents, skills) to Claude Code 0 Claude Code 1 237 tok
NETWORK101/remote-mcp-server-with-auth 0 Claude Code 3 5,279 tok
JrJuni/recruit-ai-mcp 0 Claude Code, Codex, OpenCode 2 4,522 tok
tuoc1226-maker/EmailMCP 0 Claude Code 1 —
Orolol/factcheck_mcp 0 Claude Code 10 303 tok
jrhoades1/servicetitan-mcp-server MCP server that connects Claude Desktop to ServiceTitan — query technician jobs and busine 0 Claude Code 4 834 tok
cubetribe/YouTube_MCP_over_API 0 Claude Code 1 1,075 tok
scarter4work/workflow-compliance-enforcer MCP server enforcing client-mandated development workflows with audit trails, state persis 0 Claude Code 1 —
andrewcraigmorgan/zoho-projects-mcp 0 Claude Code 1 1,494 tok
adaniki-dev/contract-mcp 0 Claude Code 1 786 tok
Sheikh-Muhammad-Mujtaba/ERP_Next-MCP 0 Claude Code 1 —
nightwhite/sight-mcp npmjs.com MCP server for AI-powered image and video analysis - supports OpenAI, Claude, and multimod 0 Claude Code, Codex, OpenCode 6 841 tok
shashankrai1983/fb-ads-automation Meta/Facebook Ads MCP server for Claude Code — 77 tools, 7 agents, analytics, AI creative 0 Claude Code 9 1,141 tok
sebastiancastillorock/mcpserverecommerce 0 Claude Code 1 575 tok
takeshijuan/ideogram-mcp-server 0 Claude Code 1 1,397 tok
honu-ai/honu_context_powered_todo_mcp MCP Server to manage Business Context and use it to populate Trello boards for Sprint Plan 0 Claude Code, Codex 3 —
gschaer/zendesk-hc-mcp MCP server for querying public Zendesk Help Center APIs. Browse categories, sections, and 0 Claude Code 1 579 tok
PiMPStudios/claude-tmux-bridge MCP server that bridges Claude Desktop to a persistent Claude Code session via tmux 0 Claude Code, Codex, OpenCode 2 2,008 tok
qbit-glitch/ccr CCR — Continuous Context Retention: MCP server for persistent memory, self-evolving playbo 0 Claude Code, Codex, OpenCode 2 3,318 tok
mybuddymichael/anki-mcp An MCP server for Anki. 0 Claude Code 1 3 tok
abicyclerider/semarcy-mcp 0 Claude Code 1 754 tok
TheAlmightyMight/pixso-mcp 0 Claude Code, Codex, OpenCode 2 2,429 tok
tuongbeo/mcp-atlassian-dc Fork of sooperset/mcp-atlassian with Jira Data Center OAuth 2.0 (3LO) wizard 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
chesterkuo/boxverseai-mcp-server 0 Claude Code 1 4,239 tok
DTG404/infra-mcp MCP server for Docker monitoring and system monitoring — gives Claude visibility into mach 0 Claude Code 1 50 tok
VinylStage/saju-mcp-dashboards 0 Claude Code, Codex, OpenCode 2 1,797 tok
pnientiedt/project-memory-mcp Persistent AI knowledge base for Claude via Model Context Protocol — fully offline, no clo 0 Claude Code, Codex, OpenCode 50 1,529 tok
Rethunk-AI/mcp-multi-root-git MCP git tools for multi-root workspaces — status, diff, batch commit, worktrees, merge, pu 0 Claude Code, Codex, OpenCode 2 3,826 tok
karudo/mcp-component-finder 0 Claude Code 1 436 tok
prreobby/jw-org-mcp-pof7 0 Claude Code 1 1,125 tok
Raheem-19/serena-optimized Optimized Serena MCP Server with enhanced performance, agent pooling, multi-level caching, 0 Claude Code 1 1,084 tok
fshaan/nccn-monitor NCCN Guidelines update monitor — MCP Server for OpenClaw. Tracks version changes across 92 0 Claude Code 1 377 tok
reactiongears/tts-audio-mcp MCP server for TTS audio analysis — transcription, quality scoring, pacing, and mispronunc 0 Claude Code 1 784 tok
maheshmishra271090-design/android-dev-mcp Unified MCP server for Android mobile development — Claude Code AI workflow 0 Claude Code 2 475 tok
pogorelov-labs/flipper-ble-mcp Drive a Flipper Zero wirelessly over Bluetooth LE from Claude — an MCP server + self-evolv 0 Claude Code 3 1,372 tok
expandingideas-ai/mcp-wet 0 Claude Code, Codex, OpenCode 2 6,320 tok
BinayPrad/custom-mcp-adobe 0 Claude Code 1 577 tok
markobullrush/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok