How real projects configure their agents

3,543 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 agents7,521Claude Code6,606Data and AI3,688Backend and APIs3,494Languages3,401Planning3,209Git and workflow3,151Code review2,736Memory and context2,361Testing2,351DevOps and cloud2,300Writing and docs2,296Research2,295Frontend2,250Security2,004Productivity1,709

All Claude Code32,116 Codex23,280 OpenCode22,053 GitHub Copilot3,543 Gemini CLI1,915 Cursor1,736 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
kazuki0529/ssh-inspector-mcp 0 GitHub Copilot 1 219 tok
cyber-lazer-mermicorn/mcp-hub mcp-hub - Cutting-edge AI infrastructure 0 Codex, GitHub Copilot, OpenCode 2 451 tok
3lehr/brainlehr Deterministic, offline-capable knowledge store for any MCP client (Claude, Codex, Hermes, 0 Claude Code, GitHub Copilot 8 1,697 tok
nambatipudi/mcpipe-toolchain MCPipe Toolchain — an MCP server + Electron app bridging AI clients to Confluence, GitHub, 0 GitHub Copilot 1 1,546 tok
ashishgituser/bunkervm ashishgituser.github.io Time-travel debugging for AI agent sandboxes — Firecracker microVMs with record, snapshot, 0 Claude Code, GitHub Copilot 2 3,877 tok
user-ic/vscode_mcp 0 GitHub Copilot 1 333 tok
ShashankEd/demo-mcp-server This is a very small Model Context Protocol (MCP) example. 0 Claude Code, Codex, GitHub Copilot 3 166 tok
lukislp/studylife-mcp MCP server exposing StudyLife (self-hosted study platform) data to Claude and other MCP cl 0 Claude Code, GitHub Copilot 2 3,098 tok
WorldCentralKitchen/google_workspace_mcp workspacemcp.com Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive w 0 GitHub Copilot 1 1,129 tok
humyai99/mcp-zyxel 0 GitHub Copilot 1 318 tok
anshrajore/atelier-mcp Atelier is an MCP server and agent skill pack that adds post-generation quality gates to v 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,967 tok
IsoCodeCrafter/PCP Standardize Context, Not Intelligence. An open protocol and MCP server for preserving proj 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,290 tok
luizanunciostoca/toca-mcp-server 0 Claude Code, Codex, GitHub Copilot, OpenCode 23 1,778 tok
t1nk333r/mcp-dockhand MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools 0 Claude Code, GitHub Copilot 4 2,345 tok
Lumitorus/freecad-mcp-next FreeCAD MCP(Model Context Protocol) server 0 GitHub Copilot 1 413 tok
hassanvfx/mcp-data-analysis-agent Local-first, governed MCP analytics for SQLite and PostgreSQL. 0 Codex, GitHub Copilot, OpenCode 2 1,091 tok
TuanLdv/testcase-generator-mcp-starter-qc Basic Testcase generation using Cursor AI & MCP. 0 GitHub Copilot 1 629 tok
wylienorthwind/datto-rmm-mcp 0 GitHub Copilot 1 858 tok
nimelkot/astra Hybrid code intelligence for AI agents: Python AST graphs, local semantic search, CLI, and 0 GitHub Copilot 1 52 tok
Caucus-Race/copilot-datagate Copilot MCP server for accessing DB 0 GitHub Copilot 1 1,397 tok
jmjava/obsidian-mcp 0 GitHub Copilot 1 549 tok
brwbo/apic apic - app-to-API compiler: a computer-use agent explores an app once and emits a verified 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 993 tok
Builderstar/youtube-music-cli-mcp-fork Unofficial involvex/youtube-music-cli fork adding a local stdio MCP server; not affiliated 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 6,513 tok
JDelgadoCMG/ninjaone-mcp1 0 GitHub Copilot 1 858 tok
RianHarahap/mcp-server 0 GitHub Copilot 1 181 tok
MaximSantalov/ai_agent_mcp_jira 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,281 tok
DawidNowak/mcp-proxy Hardening MCP proxy: per-profile tool filtering, Streamable HTTP downstream, observability 0 GitHub Copilot 1 1,010 tok
Nikel-san/AtlMCPforDC 0 Codex, GitHub Copilot, OpenCode 2 2,276 tok
nathaniel-gordon/memcurve Temporal memory for AI assistants using the Ebbinghaus forgetting curve with MCP server in 0 GitHub Copilot 5 19,900 tok
H1er0/Azure-Files-MCP 0 GitHub Copilot 1 87 tok
sberlo9/connectwise-manage-mcp-1 0 GitHub Copilot 1 857 tok
sberlo9/connectwise-manage-mcp 0 GitHub Copilot 1 857 tok
samisouabni/exoscale-mcp An MCP (Model Context Protocol) server that enables AI assistants to manage [Exoscale](htt 0 GitHub Copilot, Cursor 2 381 tok
Gyanprakash136/NextsageAI nextsageai.vercel.app Enterprise-grade, human-reviewed network troubleshooting assistant for Cisco labs powered 0 GitHub Copilot 1 116 tok
sugunagottipati/GoogMcpServer 0 GitHub Copilot 1 78 tok
CoReason-AI/coreason-mcp-registry A community driven registry service for Model Context Protocol (MCP) servers. 0 Claude Code, GitHub Copilot 2 277 tok
shabiokscode/appraisal-tracker-mcp 0 GitHub Copilot 1 524 tok
forgesworn/402-mcp 402.pub 402 client MCP - AI agents discover, pay for, and consume L402 + x402 APIs 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,127 tok
benseverndev-oss/goldenpipe [Archived] Now part of the Golden Suite monorepo: github.com/benseverndev-oss/goldenmatch 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,031 tok
launch-it-labs/log-reducer VS Code extension that reduces log files for AI consumption 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 613 tok
mako10k/mcp-integrated-search-server Integrated Search MCP Server - Google Custom Search + Redmine API integration for AI assis 0 GitHub Copilot 1 5,222 tok
huberp/mcp-oauth-mcpserver-blueprint A blueprint for a OAuth-enabled MCP server. 0 GitHub Copilot 1 3,240 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
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
JimmyPaolini/codebase Jimmy's codebase 0 Claude Code, Codex, GitHub Copilot, OpenCode 10 28,123 tok
Snovak99/personal-mcp 0 GitHub Copilot 1 227 tok
bobby169/mcp-server-weather mcp-server-weather 0 GitHub Copilot 1 100 tok
fovi-llc/radicle-mcp MCP Server for radicle.xyz decentralized git-based PR and issues 0 GitHub Copilot 1 375 tok
nieperdragon/custom_mcp MCP Server with custom tools using the the playwright mcp 0 GitHub Copilot 1 261 tok