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
u9401066/asset-aware-mcp u9401066.github.io Agent document collaboration: versioned PDF pages/annotations/forms, raster frames, DOCX/P 0 Claude Code, Codex, GitHub Copilot, OpenCode 16 18,489 tok
alinjfz/fitness-agent-mcp Universal fitness MCP server for Claude, ChatGPT, and GitHub Copilot. SQLite-backed Expres 0 GitHub Copilot 1 1,336 tok
Wint3rmute/redmine-mcp wint3rmute.github.io Model Context Protocol (MCP) Server for Redmine project management system 0 GitHub Copilot 1 1,186 tok
mako10k/mcp-async MCP server bridge with async functionality and timeout handling 0 GitHub Copilot 1 423 tok
drosadocastro-bit/PRAETOR_MCP_BICAMERAL Experimental 0 GitHub Copilot 2 685 tok
kazuph/mcp-raindrop Raindrop MCP Server 0 Claude Code, GitHub Copilot 2 4,274 tok
qsopht/mcp 0 GitHub Copilot 1 128 tok
diloper/codebase-memory-mcp referenc from https://github.com/DeusData/codebase-memory-mcp 0 GitHub Copilot 1 723 tok
jurislm/hetzner-mcp jurislm.github.io MCP server for managing Hetzner Cloud infrastructure from Claude Code 0 Claude Code, GitHub Copilot 2 2,791 tok
jessica-writes-code/speechwire-mcp MCP server that gives AI assistants authenticated access to speech-and-debate competition 0 GitHub Copilot 1 1,483 tok
maithanhduyan/pg-mcp Postgres - Model Context Protocol 0 GitHub Copilot 1 1,096 tok
oldsnakenewtrik/redtrack_mcp 0 GitHub Copilot 1 46 tok
RookiAi/tweet-mcp 0 GitHub Copilot 1 433 tok
millsks/nvd-cve-mcp-server 0 GitHub Copilot 1 1,646 tok
wate/openapi-mcp 0 Codex, GitHub Copilot, OpenCode 6 9,286 tok
PedroHSGuimaraes/nuvem-shop-mcp-server 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,559 tok
zral/mcp-ws 0 GitHub Copilot 1 130 tok
GeoAziz/mcp-server 0 GitHub Copilot 1 2,758 tok
QWED-AI/qwed-mcp docs.qwedai.tech Deterministic verification gateway for MCP — risk-gated Python execution in a restricted e 0 GitHub Copilot 1 146 tok
volsch/md24de-mcp Unofficial MCP server for messdienst24.de - exposes heating and hot-water consumption data 0 GitHub Copilot 1 708 tok
duplocloud/mcp MCP Server for the duplocloud API 0 GitHub Copilot 3 1,417 tok
selfagency/git-mcp git-mcp.self.agency A Git MCP server that doesn't suck 0 GitHub Copilot 1 1,885 tok
chf3198/receipts-api-mcp chf3198.github.io Receipts Statistics API — FastAPI server over monthly receipt CSVs with SQL-style grouped 0 GitHub Copilot 3 637 tok
cmdaltctr/niftypm-mcp A Model Context Protocol (MCP) server that exposes the NiftyPM project management API as a 0 Claude Code, Codex, GitHub Copilot 8 —
advaitgore/Arbor agent-payment-eight.vercel.app MVP for autonomous agent purchasing infrastructure 0 Claude Code, GitHub Copilot 4 677 tok
sacahan/YTSearch Zero-cost YouTube video search API with MCP (Model Context Protocol) support for AI assist 0 Claude Code, GitHub Copilot 17 10,256 tok
lklkxcxc/mcp-atlassian MCP server for Atlassian products (Confluence and Jira) 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
BnJam/eo-processor-mcp 0 Codex, GitHub Copilot, OpenCode 2 3,293 tok
pedroct/fastapi-llm-toolkit Toolkit de apoio à LLM no desenvolvimento com FastAPI. Monorepo com três consumidores sobr 0 Claude Code, GitHub Copilot 2 7,250 tok
Tarunuppu/linkedIn-mcp 0 GitHub Copilot 1 1,450 tok
hieptran87/atlassian-mcp-server MCP server for Atlassian tools (Confluence, Jira) 0 Claude Code, Codex, GitHub Copilot, OpenCode 14 2,281 tok
davidfstr/revise-mcp dafoster.net Tools to revise and refactor code via MCP (Model Context Protocol). 0 Claude Code, GitHub Copilot 2 648 tok
urjeetpatel/db-tools-mcp MCP server that gives AI agents fast, read-only access to SQL Server and Snowflake schema 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,856 tok
melisa-l/fabric-rti-mcp MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools f 0 GitHub Copilot 1 1,221 tok
PhoebusForWork/jira-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
Nino6689/zyxel-mcp-server A comprehensive Model Context Protocol server for Zyxel switch CLI commands 0 GitHub Copilot 1 318 tok
XMV-Solutions-GmbH/microsoft-tasks-mcp MCP server for Microsoft Planner + To Do, audit-preserving, never-auto-modify-other-people 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,241 tok
CyperNexus/blockbench-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 11 2,984 tok
jiabin-24/mail-mcp 0 Codex, GitHub Copilot, OpenCode 2 2,275 tok
ozzy-labs/suasor A local-first AI secretary that gathers your scattered work context into private memory yo 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,509 tok
MDX-0003/UE-MCP-Harness 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 25 6,872 tok
jaccoklouwer/ast-indexer MCP Server for indexing Git repositories using AST parsing 0 Claude Code, GitHub Copilot 2 1,579 tok
craig0100/syncro-mcp 0 GitHub Copilot 1 858 tok
juSt-jeLLy/zama-fhevm-skill 0 GitHub Copilot 1 3,106 tok
goddivor/teams-mcp Microsoft Teams MCP server 0 GitHub Copilot 1 1,680 tok
Ninjaboy249/azure-devops-copilot-bugs Azure DevOps Bug Tracker integrated with GitHub Copilot Agent via MCP - Query, analyze, an 0 GitHub Copilot 1 776 tok
Jatin-IITB/openbeautyfacts-mcp MCP server for Open Beauty Facts (cosmetics & personal care) — fork of JagjeevanAK/OpenFoo 0 GitHub Copilot 1 139 tok
Jatin-IITB/openproductsfacts-mcp MCP server for Open Products Facts (general non-food products) — fork of JagjeevanAK/OpenF 0 GitHub Copilot 1 139 tok
ThatDayneGuy/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 7 22,920 tok
camoran89/mcp-code-review 0 GitHub Copilot 1 2,147 tok