How real projects configure their agents

31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
tejash-bhandari-dev/tally-mcp-server 0 Claude Code 1 320 tok
robin-collins/m365-mcp Minimal, powerful MCP server for Microsoft Graph API (Outlook, Calendar, OneDrive) 0 Claude Code, Codex, OpenCode 2 2,805 tok
JOCOIN94/serial-mcp-server 0 Claude Code, Codex, OpenCode 3 2,193 tok
processedfood/figma-comments-mcp MCP server for Claude Code that fetches and triages Figma file comments 0 Claude Code 1 —
sughosh-pocketfm/kbask An mcp server that combines both best of both graphify and understand-anything for effecti 0 Claude Code 1 3,623 tok
minhdo01011990-glitch/seo-overview Claude MCP Plugin: tự động tạo báo cáo SEO tổng quan từ dữ liệu Google Drive. Xuất DOCX, H 0 Claude Code 1 1,490 tok
SonAIengine/gwanjong-mcp DCInside MCP Server — browse galleries, posts, and comments from Claude via Model Context 0 Claude Code 1 3,295 tok
juyamagu/azure-updates-mcp-server An MCP server that provides AI assistants with seamless access to Azure service updates, r 0 Claude Code, Codex, OpenCode 15 70 tok
jakub-plichcinski/kairos-mcp 0 Claude Code, Codex, OpenCode 3 1,127 tok
reasvyn/docsgrep MCP Server to explore local and remote documentation 0 Claude Code, Codex, OpenCode 4 749 tok
NO-Product/knowledgebase-mcp A zero-database MCP knowledgebase template for Vercel. 0 Claude Code, Codex, OpenCode 2 423 tok
e-brokenc0de/claude-design-mcp Unofficial MCP server that drives Anthropic's Claude Design (claude.ai/design) — create, g 0 Claude Code 1 —
pradeept95/nih-reporter-mcp-server Pilot MCP server for the NIH RePORTER API 0 Claude Code 1 —
kev489/gpt-tool-use MCP server that routes Claude Code research and image generation through ChatGPT via Playw 0 Claude Code, Codex, OpenCode 2 2,486 tok
EarthChen/mcp-feedback-enhanced Enhanced MCP server for interactive user feedback and command execution in AI-assisted dev 0 Claude Code, Codex, OpenCode 2 1,327 tok
delorenj/wise-mise-mcp A collection of MCP tools for managing creating, organizing, and maintaining mise tasks fo 0 Claude Code 1 2,078 tok
Rethunk-AI/clodbridge MCP server bridging Cursor's .cursor/ directory into Claude Code. Define custom rules, ski 0 Claude Code, Codex, Cursor, OpenCode 13 1,841 tok
mgarabito/network-device-mcp MCP server for Claude Code — serial console and SSH access to network devices with safety 0 Claude Code 1 958 tok
0xcnr0/rugsense base-launch-radar.vercel.app Agent-native scored launch intelligence for Base — AVOID/WATCH/HOT in one x402 call. Deter 0 Claude Code 1 2,980 tok
cryptopilot-tools/cryptopilot-mcp cryptopilot.tools Read-only MCP server for portfolio analytics across Coinbase and SnapTrade brokerages. 0 Claude Code 1 1,640 tok
QalaLabs/convertway-whatsapp-mcp MCP Server for WhatsApp Business API via Convertway by Unicommerce — omnichannel communica 0 Claude Code 1 448 tok
bewygs/cfast-mcp huggingface.co MCP server for building, running, and analyzing CFAST fire simulation models with an LLM, 0 Claude Code 1 1,979 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
tzenderman/mcp-cin7-meta API-walking MCP server for Cin7 Core (DEAR) — counterpart to mcp-cin7-core 0 Claude Code 1 2,242 tok
LuisCarlosLopes/codesteer-atlas A local MCP server for codebase indexing and hybrid semantic search. Powering AI agents wi 0 Claude Code, Codex, OpenCode 2 3,865 tok
Stefan0x03/conduitrss Self-hosted RSS reader exposed as an MCP service. Runs on AWS ECS Fargate, authenticated v 0 Claude Code 2 2,677 tok
huangjien/devops-mcps A DevOps MCP server, python implementation, release in docker mode. 0 Claude Code, Codex 1 —
surajinacademia/cellpose_mcp MCP tools for Cellpose and napari integration 0 Claude Code 1 678 tok
crontinel/mcp-server @crontinel/mcp-server, MCP server for Crontinel background job monitoring 0 Claude Code 1 368 tok
neverprepared/mcp-obsidian-second-brain MCP server exposing a four-layer Obsidian vault as a personal second brain: Input (sources 0 Claude Code 1 3,211 tok
tumourlove/DEPRECATED-unreal-animation-mcp ⚠️ DEPRECATED — Replaced by Monolith (github.com/tumourlove/monolith). Unified UE MCP plug 0 Claude Code 1 2,312 tok
yeuidowanter/fn_ora_mcp 0 Claude Code 3 —
CeasarJackson/nornir-mcp-server Nornir MCP Server for network automation 0 Claude Code, Codex, OpenCode 2 689 tok
BAM-DevCrew/maxerviker-firefox-devtools-mcp Firefox DevTools for coding agents 0 Claude Code, Codex, OpenCode 2 94 tok
ronkenx9/provenance provenance-murex.vercel.app Deterministic AI ratings agency for tokenized assets on Mantle. On-chain-anchored risk dos 0 Claude Code 1 618 tok
zierocode/pir2-academy-obsidian-vault-mcp Safe local Obsidian Vault MCP for PiR2 Academy 0 Claude Code, Codex, OpenCode 3 292 tok
ishanarya31/agent-harness-lab Fix the model, vary the harness, measure. Five-rung ablation over Spider 2.0-Lite with a g 0 Claude Code 1 3,692 tok
coding-with-abbi/sap-sales-order-mcp Production-ready MCP server for SAP S/4HANA Sales Order Management. Sandbox-first, offline 0 Claude Code 1 457 tok
hieptran87/atlassian-mcp-server MCP server for Atlassian tools (Confluence, Jira) 0 Claude Code, Codex, GitHub Copilot, OpenCode 14 2,281 tok
rohitcube/mcp-server-python-msn02eki Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
mohithchow/gridwatch-mcp MCP server exposing distributed industrial asset (battery storage/EV/solar/IoT) monitoring 0 Claude Code, Codex, OpenCode 2 159 tok
echoomegaprime/echo-qcoder Governed Qwen coding terminal, MCP tools, skills, and autonomous builder workflows for ECH 0 Claude Code, Codex, OpenCode 2 473 tok
ramarivera/pal-mcp-server The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / 0 Claude Code, Codex, OpenCode 4 3,590 tok
ttekun/bitbucket-cloud-mcp-server MCP server that lets AI assistants read and review your Bitbucket Cloud pull requests 0 Claude Code, Codex, OpenCode 2 1,024 tok
Maheidem/waha-mcp-server MCP server for WhatsApp messaging via WAHA REST API 0 Claude Code 1 817 tok
sanchez314c/agent-nero Persistent Agent Pool MCP Server for Claude Code — Your Context Is Always Near. 0 Claude Code, Codex, OpenCode 2 1,919 tok
Mink16/xserver-mcp Unofficial MCP server for the XServer server-panel REST API (mail / DNS / server info). No 0 Claude Code 15 2,449 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
Mikefluff/twenty-mcp-server Model Context Protocol server for Twenty CRM API integration - AI-powered CRM integration 0 Claude Code 1 539 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