How real projects configure their agents

1,912 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
RainRaini4/warframe-mcp 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,824 tok
smklog/parcel-shipping-rates-mcp smklog.com MCP server for live USPS, UPS and FedEx rates on a parcel sent from the US: domestic, Cana 1 Gemini CLI 1 241 tok
HrRodan/agent-workspace-mcp A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powered Python ex 1 Claude Code, Codex, Gemini CLI 3 198 tok
ogasurfproject-jpg/horizon-shield shield.the-horizons-innovation.com NENRIN: tree rings for AI facing services. Bitcoin-anchored public ledger, open witnessing 1 Gemini CLI 1 332 tok
oneill9/tfl-mcp-server oneill9.github.io MCP server exposing live London transport data (TfL API) to AI assistants 1 Claude Code, Codex, Gemini CLI, OpenCode 5 2,517 tok
Identik-me/identik-mcp identik.me Servidores MCP de Identik — firma electrónica y firma digital argentina (Ley 25.506) para 1 Gemini CLI 1 744 tok
zamushwani/biomedical-ai-skills AI agent skills for cancer biology and multi-omics research 1 Claude Code, Codex, Gemini CLI, OpenCode 3 3,531 tok
zhouxiangjing/mcp-ssh 1 Gemini CLI 1 3,547 tok
orkait/hyperstack Disciplined Engineering Harness for AI Agents. MCP server + 21 adversarial skill gates. Re 1 Codex, Gemini CLI, OpenCode 2 417 tok
mpeciakk/warframe-mcp MCP server that gives AI assistants real-time access to Warframe game data 1 Claude Code, Gemini CLI 2 2,682 tok
Dayananda-D/DevCDP 1 Gemini CLI 1 859 tok
yyu0310/nccu-course-mcp MCP server for querying NCCU course listings (qrysub.nccu.edu.tw) — search courses and rea 1 Claude Code, Codex, Gemini CLI, OpenCode 3 832 tok
adiosdotdev/mcp 1 Gemini CLI 1 164 tok
JrKrishh/connectr One shared brain for all your AI coding agents - task board, memory and file claims over M 1 Claude Code, Codex, Gemini CLI, OpenCode 3 2,473 tok
vanppsa/oracle-models This project transforms the `oracle-models` skill into a **local MCP Server**. It classifi 0 Codex, Gemini CLI, OpenCode 2 3,793 tok
genericService/imessage-mcp-server iMessage MCP Server over HTTP/HTTPS and SSE for macOS 0 Gemini CLI 1 533 tok
hehca42y1900/marketplace-mcp-my 0 Codex, Gemini CLI, OpenCode 2 965 tok
devjourney/unifi-mcp Personal fork of sirkirby/unifi-mcp with local security hardening 0 Claude Code, Codex, Gemini CLI, OpenCode 13 4,926 tok
NiharKalsekar099/sec-insight-mcp A FastMCP server for retrieving SEC EDGAR filings, company profiles, and financial stateme 0 Gemini CLI 1 866 tok
dinglebear-ai/connexin Connexin — human-approved SSH shell and file transfer as an MCP App 0 Claude Code, Codex, Gemini CLI, OpenCode 3 265 tok
Martini-Film/mcp Official Martini MCP client integrations and setup docs 0 Gemini CLI 1 344 tok
autogrammar/todo2code autogrammar.github.io Dependency-free Python SDK for todo2code A2A and the local TypeScript runtime 0 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 3,942 tok
betterpost/betterpost-plugin Write timely, well-sourced content with the agents you already use — BetterPost skill + MC 0 Codex, Gemini CLI, OpenCode 2 3,654 tok
plainyogurt21/sec-edgar-mcp sec-edgar-mcp.amorelli.tech A SEC EDGAR Model Context Protocol (MCP) Server 0 Claude Code, Gemini CLI 2 114 tok
jkanselaar/python-code-validator api.statemind.ai Validate, repair and sandbox-run AI-generated Python. 0 Codex, Gemini CLI, OpenCode 2 1,341 tok
turnale-app/turnale turnale.app Client integration manifests for Turnale — run recreational racket-sport tournaments from 0 Gemini CLI 1 226 tok
anrawool/mailrith-agent-platform mailrith.com Public contracts, SDKs, MCP server, CLI, and Agent Skill for Mailrith AI agent workflows 0 Gemini CLI 1 152 tok
glideapps/mcp glideapps.com Glide's official MCP server — build, manage, and operate GlideOS apps, data, and workflows 0 Gemini CLI 1 186 tok
TheBestCo/bestprice-mcp bestprice.gr Official BestPrice MCP and WebMCP for shopping decisions, product search, offer comparison 0 Gemini CLI 1 194 tok
SparkSMB-Tim/buildforce-mcp Hosted MCP server connecting Claude/ChatGPT/Gemini/Copilot to your Salesforce, HubSpot & S 0 Gemini CLI 1 209 tok
Hushlor/mcp-server-tauri hypothesi.github.io A Model Context Protocol (MCP) server and plugin for Tauri v2 development 0 Claude Code, Codex, Gemini CLI, OpenCode 2 3,168 tok
MintwareDevelopers/Mintware-Beta mintware-beta.vercel.app MintWare’s attribution engine for tracking on-chain activity—swaps, bridges, referrals, an 0 Claude Code, Codex, Gemini CLI 8 2,048 tok
assetgrid-llc/jueban-buddhist-companion Cross-platform MCP connector for Jueban Buddhist Companion 0 Gemini CLI 1 236 tok
benteigland11/cartograph-mcp Model Context Protocol (MCP) server for cartograph-cli for better agent orchestration 0 Codex, Gemini CLI, OpenCode 2 3,126 tok
gregcastro23/WhatToEatNext v0-alchm-kitchen.vercel.app An intelligent food recommendation system 0 Claude Code, Gemini CLI 2 2,959 tok
jakzaizzat/cukaimax-agent cukaimax.com Source-linked Malaysian tax authority for ChatGPT, Claude, Gemini, Codex, Cursor, VS Code 0 Gemini CLI 1 192 tok
joshidikshant/loopback npmjs.com Interactive feedback layer between the app you're building and your coding agents (MCP). P 0 Claude Code, Codex, Gemini CLI, OpenCode 4 1,008 tok
mattpicone/upgradelens upgradelens.mattpicone.workers.dev Evidence-backed dependency upgrade intelligence for AI coding agents. REST API + remote MC 0 Codex, Gemini CLI, OpenCode 2 884 tok
mrmaciej1/justfill-mcp justfill.app MCP server and n8n workflows for filling existing PDF forms from JSON or Excel/CSV — detec 0 Gemini CLI 1 427 tok
razvangirgiz/wazap WhatsApp for your AI agent. MCP server over Baileys: pairing-code login, 22 tools, 5 agent 0 Gemini CLI 1 4,461 tok
spyyps/recommend-dish recommend dish 0 Claude Code, Gemini CLI 2 1,695 tok
timohaa/scopewalker-mcp Codebase analysis MCP server for AI agents: complexity metrics, size thresholds, prop dril 0 Claude Code, Codex, Gemini CLI, OpenCode 14 1,311 tok
trevoraspencer/geminicli-mcp 0 Claude Code, Codex, Gemini CLI, OpenCode 3 524 tok
yagomp/seoagent Agent-first SEO toolkit — keyword research, rank tracking, site audits, competitor analysi 0 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 2,451 tok
egormak/tracker-mcp 0 Codex, Gemini CLI, OpenCode 2 1,142 tok
kk376/dev-suite Developer environment configurations, Linux & WSL optimizations, multi-distro packaging au 0 Claude Code, Gemini CLI 1
Robiton/notebooklm-mcp-cli Enterprise + Personal MCP server and CLI for Google NotebookLM. Adds Discovery Engine REST 0 Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 4 2,009 tok
actions-marketplace-validations/AutomateLab-tech_n8n-mcp 0 Gemini CLI 1 871 tok
108yen/memo-mcp This is an MCP server that enables agents to record, search, and read memos. 0 Gemini CLI 1 264 tok
ggumgil/openapi_korea_mcp_server 0 Gemini CLI 1