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
zhengziha/confluence-mcp A Model Context Protocol (MCP) Server for Confluence Server/Data Center, providing complet 0 Claude Code, Codex, OpenCode 2 804 tok
B-A-M-N/Kontrol MCP development workspace and ACP bridge for controlled, observable collaboration between 0 Claude Code, Codex, OpenCode 11 3,247 tok
marcelosmbr2/laravel-mcp-server Application that implements the core functionality of an MCP server. 0 Claude Code 5 1,804 tok
guyoverclocked/forensic-analyzer-mcp 0 Claude Code, Codex, OpenCode 2 364 tok
zhouqingweidev-ops/opencode-mcp 0 Claude Code 1 —
KevinLvLight/envmgr-mcp-server MCP server for managing environment access via SSH and browser 0 Claude Code 1 791 tok
bbookmind/mcp AI bookkeeping for QuickBooks Online. Open-source MCP server with 14 tools 0 Claude Code 1 217 tok
ProductionMasterAI/production-master Thin-client plugin for the Production Master hosted service — trigger, stream, and review 0 Claude Code, Codex, OpenCode 2 436 tok
AbuJubair7/xpense-mcp 0 Claude Code 1 746 tok
ProductionMasterAI/production-master-mcp Standalone MCP server for the Production Master hosted incident-investigation service — st 0 Claude Code, Codex, OpenCode 4 1,854 tok
kiyeonjeon21/anydocs MCP server for fast BM25 search across coding-agent docs (Claude Code, Codex, Cursor, open 0 Claude Code, Codex, OpenCode 2 8,092 tok
Anshiika123/mcp-a Python MCP server 0 Claude Code 1 —
ShadowwMaliqua/vibe-audit-security Security scanner for vibe-coded projects: local CLI and MCP server that catch hardcoded se 0 Claude Code 1 1,980 tok
death-joke/slidev-orchestrator-mcp 0 Claude Code 1 1,521 tok
biterik/calendar-mcp-server 0 Claude Code 1 —
dommy-i/paper-fx-mcp AI demo trading 0 Claude Code 2 —
TiranSpierer/ksp-cli 0 Claude Code 1 534 tok
lebac-svg/Atelier An AI architect inside Claude Code — Vietnamese tube houses: TCVN-standard plans, live two 0 Claude Code 5 —
alexup71rus/Chess-and-MCP-Arena Local chess arena for people and MCP agents. 0 Claude Code, Codex 1 —
emigrete/mcp-grok-executor MCP server that turns Grok CLI into the execution agent for Claude Code — orchestrated exe 0 Claude Code 1 571 tok
jeremysball/taskferry Local CLI and daemon for dispatching background pi/OpenCode tasks from any frontend harnes 0 Claude Code 1 2,284 tok
cybergirl0810/mcp-hayabusa 0 Claude Code 4 1,087 tok
JoseanMeonez/servicenow-mcp Standalone MCP server for ServiceNow Table/Aggregate APIs with an update-set write gate 0 Claude Code, Codex, OpenCode 2 1,811 tok
alphamonkey/shack-mcp An MCP server that lets Claude operate an amateur radio shack — APRS, satellite pass predi 0 Claude Code 1 710 tok
william-weber/youtube-mcp 0 Claude Code 1 512 tok
gabrielion/OPNSenseMCP MCP server for OPNsense firewalls — registry-driven REST coverage, fail-closed production 0 Claude Code, Codex, OpenCode 2 1,465 tok
Alessandro-Massarotti-Jr/nodejs-to-do-mcp MCP server for a TO DO list App 0 Claude Code 1 —
codeforanchorage/esri-living-atlas-mcp 0 Claude Code 1 1,658 tok
skrepr/ai-performance-mate-extension 0 Claude Code, Codex, OpenCode 2 459 tok
Oekalegon/indi-mcp An MCP server that controls Astrophotography equipment via INDI on a raspberry pi or equiv 0 Claude Code 1 —
wrislin1/civ6-mcp An MCP server that lets LLM agents play Civilization VI. 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,879 tok
pranay123-stack/aura-card-asp Aura Card — an x402 pay-per-call Agent Service Provider (MCP) for the OKX.AI Genesis Hacka 0 Claude Code, Codex 8 —
branjesusdev/MCP-azure-arquitecture 0 Claude Code, Codex 7 1,993 tok
sunilshrestha1982/elevate-analytics-mcp 0 Claude Code 1 —
chadlis/ynab-mcp 0 Claude Code 1 1,289 tok
yunlinwu/youtube-transcript-mcp Open-source MCP server giving Claude first-class access to YouTube video transcripts as ca 0 Claude Code 1 362 tok
gijs-epping/workflowy-mcp 0 Claude Code, Codex, OpenCode 2 1,540 tok
Ibadat-Ali86/codescope-mcp-preflight Local-first MCP preflight for Codex that discovers existing code before new code is genera 0 Claude Code, Codex, OpenCode 3 1,005 tok
nerfaslol/nib-release Um canvas de diagramas cujo estado é uma API de primeira classe — um agente desenha nele v 0 Claude Code 4 —
micfogas/mcp-picnick 0 Claude Code 1 712 tok
Jebershon/mcp-redmine-rd We now have an MCP server that pulls a tracker.rapiddata.com bug — description, comments, 0 Claude Code 1 —
8z2wz746tv-png/Destiny-Web-MCP 0 Claude Code, Codex, OpenCode 2 8,193 tok
jiridudekusy/skype-archive-mcp 0 Claude Code, Codex, OpenCode 2 2,123 tok
johlan456/kanboard-mcp 0 Claude Code 1 827 tok
mikeyhu/companies-house-mcp 0 Claude Code 1 1,626 tok
charlieNearform/testing-mcp An MCP service to consolidate test running and coverage collection to reduce AI churn runn 0 Claude Code 3 2,255 tok
adamgalmor/yamcp Securely serve any OpenAPI spec as a Model Context Protocol (MCP) server with scoped auth, 0 Claude Code 2 214 tok
friisconsult/imap-mcp 0 Claude Code 1 1,158 tok
Nighthawk42/wow_api_mcp MCP server for the World of Warcraft addon API: Blizzard generated docs, FrameXML source, 0 Claude Code, Codex, OpenCode 2 1,300 tok
SoftwareSavants/moyasar-mcp Moyasar MCP server demo — Stripe-style payment tools for AI agents, built on Skybridge 0 Claude Code, Codex, OpenCode 2 32 tok