How real projects configure their agents

3,719 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
Activ8-AI/Teamwork-MCP MCP server to connect to the Teamwork API 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,853 tok
Tdh25/cbs-open-data_mcp Een Model Context Protocol (MCP) server voor de CBS Open Data OData API. Hiermee kunnen AI 0 GitHub Copilot 1 1,300 tok
l4b4r4b4b4/science-mcp 0 GitHub Copilot 1 708 tok
McScribble/sonic-mcp-server 0 GitHub Copilot 1 560 tok
unhuman/zoomObsidian Zoom Meeting Summaries MCP Server 0 Claude Code, GitHub Copilot 2 4,434 tok
dmarttinen/HarvestMCP Simple MCP server for Harvest Time Tracking 0 GitHub Copilot 1 389 tok
bradmusolff/MYS-FusionReactorMCP TypeScript MCP server for FusionReactor Cloud — exposes metrics, logs, and alerts as MCP t 0 GitHub Copilot 1 249 tok
baddif/mcp-server-gmail-send Send mail through gmail. 0 GitHub Copilot 1 1,330 tok
Ritchy-EU/teams-mcp MCP server for Microsoft Teams integration via Microsoft Graph API 0 GitHub Copilot 1 1,097 tok
plures/pluresLM-mcp Plures LM MCP server — persistent vector memory for AI coding assistants (VS Code, Cursor, 0 GitHub Copilot 1 1,696 tok
AndyLiner13/hwca-mcp Model Context Protocol for the Horizon Worlds Creator Academy world 0 GitHub Copilot 1 816 tok
haiprobmt/PBIP-MCP 0 GitHub Copilot 1 116 tok
Abhiroy17/tradingview-mcp 0 Claude Code, GitHub Copilot 2 4,753 tok
kud/mcp-qobuz kud.io 🎵 MCP server for Qobuz — search, browse, and explore your music library via AI 0 Claude Code, GitHub Copilot 2 1,880 tok
Rikuto-des/slide-mcp Generate designed Figma Slides from GitHub Copilot via MCP — 31 layouts, themes, charts, i 0 Claude Code, GitHub Copilot 2 745 tok
andreparmar/hevy-mcp-remote Remote-ready MCP server for Hevy workout data — full API coverage via chrisdoc/hevy-mcp, w 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,177 tok
CoReason-AI/coreason-multi-agent-debate Dynamic Multi-agent MCP server 0 Codex, GitHub Copilot, Cursor, OpenCode 3 2,974 tok
khuongtt/codeparse-mcp 0 Claude Code, GitHub Copilot 3 4,114 tok
vsl8/ansible-mcp-server Lets Build the Great way to work Ansible with AI 0 Claude Code, Codex, GitHub Copilot 3 3,425 tok
foursecondfivefour/aether-linux-mcp-server AETHER_02 — Full-spectrum Linux MCP Server on Rust. 12 tools, 99.9% system management cove 0 Claude Code, Codex, GitHub Copilot 2 212 tok
MauricioPerera/mcp-sqlite-tools-plus MCP server for local SQLite: CRUD, schema, relations, generated columns, and multi-format 0 GitHub Copilot 1 239 tok
achmadawdi/mcp-blockbench MCP server plugin for Blockbench 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,984 tok
MasterNathobi/ApplicationController MCP server for GUI automation using PyAutoGUI 0 GitHub Copilot 1 324 tok
sandeep-alluru/groundcrew pypi.org Action receipts and chain-of-custody for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 610 tok
sandeep-alluru/agentdelta pypi.org Diff and regression-detect LLM agent execution traces 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 2,037 tok
sandeep-alluru/foghorn pypi.org Fact-level staleness detection for AI agent memory 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 604 tok
sandeep-alluru/agentcrdt pypi.org CRDTs for distributed AI agent state and conflict-free belief merging 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 619 tok
sandeep-alluru/normsync pypi.org Norm monitoring and violation detection for AI agent actions 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 630 tok
sandeep-alluru/humanproof pypi.org Human-in-the-loop checkpoints and approval gates for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 648 tok
sandeep-alluru/balancelab pypi.org Economy balance analysis and exploit detection for AI game agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 1,169 tok
sandeep-alluru/worldoracle pypi.org World-state belief management and contradiction repair for AI agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 625 tok
sandeep-alluru/clickproof pypi.org Content-addressed GUI action facts for computer-use agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 630 tok
sandeep-alluru/rulegraph pypi.org Declarative rule graphs for AI agent policy and constraint enforcement 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 620 tok
sandeep-alluru/polaroid pypi.org Spatial scene graphs and belief state for embodied agents 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 628 tok
si30rowj2/mcp-server-employees 0 Claude Code, GitHub Copilot 2 1,929 tok
Palo-IT-GitHub-Demos/lab-registry-mcp 0 Claude Code, GitHub Copilot 3 841 tok
teardrop-ai/teardrop teardrop.dev An A2A-first marketplace for autonomous economic agents: discover specialists, delegate ta 0 Codex, GitHub Copilot, OpenCode 2 3,769 tok
ciaran-finnegan/cortex-xsiam-mcp-gateway Secure MCP gateway for governed Cortex XSIAM log search and security operations 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 477 tok
markgregg/coverage-orchestrator-mcp coverage orchestrator 0 GitHub Copilot 1 92 tok
Thor-DraperJr/loop-improver-mcp Loop Improver MCP - a Python MCP server for modernizing repository improvement loops from 0 Claude Code, GitHub Copilot 8 994 tok
Sekharz/finanal A small MCP server that combines a few tools to analyze stocks. 0 GitHub Copilot 1 845 tok
meridun/pemr Personal EMR — local-first family medical record framework (SQLite source-of-truth, CLI+MC 0 Claude Code, Codex, GitHub Copilot, OpenCode 17 12,900 tok
deanmcgowan/mcp-sgu-open-data 0 Codex, GitHub Copilot, OpenCode 2 5,880 tok
crisgon0295/MCP-Siigo-Server 0 Codex, GitHub Copilot, OpenCode 2 1,731 tok
teomarcdhio/okf-mcp An MCP server for Open Knowledge Format (OKF) 0 GitHub Copilot 1 647 tok
pedroct/mcp-fastapi Servidor da documentação de referências do FastAPI. 0 Claude Code, GitHub Copilot 11 401 tok
pablostefan/soma_nexus MCP server for pulling Figma data and preparing Flutter code generation 0 GitHub Copilot 1 90 tok
Venkatesh-Jyothula/GTech-Context-MCP-Server This Repo contains a MCP server which can be integrated into agents like claude and copilo 0 Claude Code, GitHub Copilot 2 7,246 tok
lHyperionl/WG-Console-MCP-server 0 GitHub Copilot 1 306 tok
TigerToker/mdi-mcp-server MCP server for Microsoft Defender for Identity — query MDI data and generate HTML reports 0 GitHub Copilot 1 395 tok