How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
FMorgan-111/github-mcp-server MCP server for GitHub operations — code search, issues, PR review, and more. Built for AI 0 Claude Code 1 756 tok
fastmcp-me/mcp-tenzir Tenzir MCP server 0 Claude Code 1 —
zral/mcp-ws 0 GitHub Copilot 1 130 tok
GeoAziz/mcp-server 0 GitHub Copilot 1 2,758 tok
lleontor705/cli-orchestrator-mcp MCP Server for resilient multi-CLI orchestration — route AI tasks to Claude, Gemini, or Co 0 Claude Code 1 792 tok
MingGH/doubao-seedream-mcp seedream.mcp.996.ninja Wraps the Doubao Seedream image generation model as an MCP service, deployed on Cloudflare 0 Codex, OpenCode 1 614 tok
Kouki-odaka/open-helplines Open-source global registry of mental health helplines — CC0 data + Apache-2.0 code, MCP s 0 Claude Code 1 1,547 tok
pedroknigge/Open-Neural-Substrate localhost A persistent local knowledge graph that acts as a second brain. Store, search, and connect 0 Claude Code 1 2,228 tok
illinigirl/meal-planner-mcp Self-contained MCP server that plans a week of meals from a local recipe library — optimiz 0 Claude Code 5 3,789 tok
OpenSIN-Code/SIN-Code-Frontend-Design-Skill OpenSIN-Code Skill: SOTA frontend design system + philosophy (Anthropic-compatible) with v 0 Claude Code, Codex, OpenCode 8 1,929 tok
OpenSIN-Code/SIN-Code-MCP-Server-Builder-Skill [ARCHIVED] Moved to OpenSIN-Code/SIN-Code — use sin mcp-server 0 Claude Code, Codex, OpenCode 2 1,800 tok
woolkingx/mcp-arango-mind Schema-driven ArangoDB MCP server with OpenAPI search/exec, AQL templates, and knowledge-a 0 Claude Code 1 1,202 tok
mauriziomocci/mcp-adr 0 Claude Code 1 830 tok
linofcp007/advogado-pt Advogado pessoal e empresarial em Portugal — plugin Claude Code + servidor MCP (referencia 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,157 tok
ga815647/fellow-aiden-mcp 0 Claude Code, Codex, OpenCode 2 1,037 tok
de-snake/front-asset-intel-mcp 0 Claude Code 1 312 tok
nima-karami/nima-career-mcp Public, read-only MCP server exposing a vetted, public-safe career corpus — query it from 0 Claude Code 1 1,205 tok
pr1m8/polymarket-mcp 0 Codex, OpenCode 1 561 tok
QWED-AI/qwed-mcp docs.qwedai.com Deterministic verification gateway for MCP — risk-gated Python execution in a restricted e 0 GitHub Copilot 1 146 tok
rmednitzer/aiops-mcp rmednitzer.github.io A self-contained, security-first unified AIOps MCP 0 Claude Code, Codex, OpenCode 3 1,805 tok
Milad/google-mcp-sidecar MCP server for Gmail and Google Calendar 0 Codex, OpenCode 1 1,426 tok
henkas/elevenlabs-call-mcp MCP server bridging Poke and ElevenLabs COnversational AI for AI-driven outbound phone cal 0 Claude Code 10 —
Matthew-M-King/robot-framework-mcp-server A local Python MCP server for analysing Robot Framework output.xml results and exposing st 0 Claude Code 1 —
volsch/md24de-mcp Unofficial MCP server for messdienst24.de - exposes heating and hot-water consumption data 0 GitHub Copilot 1 708 tok
elchika-inc/ts-review-graph TypeScript dependency graph for Claude Code — minimize context reads via MCP 0 Claude Code 1 1,700 tok
eidostein/segnals-mcp Segnals MCP Server — manage your algorithmic trading bots, strategies, and portfolio via A 0 Codex, OpenCode 1 3,475 tok
kula-ai/kula-mcp-server npmjs.com Kula's official MCP Server 0 Claude Code 1 706 tok
sheikhBasit/log-mcp-server Log analysis MCP server — tail, search, and summarize logs from files and Docker container 0 Codex, OpenCode 1 234 tok
tumourlove/DEPRECATED-unreal-editor-mcp ⚠️ DEPRECATED — Replaced by Monolith (github.com/tumourlove/monolith). Unified UE MCP plug 0 Claude Code 1 1,169 tok
sinan-ozel/finance-tools My MCP server for some of the more complex calculations I need for financial decision-maki 0 Claude Code 2 1,490 tok
twilize5/reportforge 0 Claude Code 1 551 tok
maejie/abc MCP server for activity based costing and budgeting 0 Codex, OpenCode 1 470 tok
tumourlove/DEPRECATED-unreal-project-mcp ⚠️ DEPRECATED — Replaced by Monolith (github.com/tumourlove/monolith). Unified UE MCP plug 0 Claude Code 1 2,469 tok
duplocloud/mcp MCP Server for the duplocloud API 0 GitHub Copilot 3 1,417 tok
lovettbarron/mcp-veggiebox MCP Server to save my veggie box from neglect 0 Claude Code 1 417 tok
troelskn/swehockey Swedish ice-hockey league data (swehockey) as an MCP server and CLI. 0 Claude Code 1 723 tok
div0ky/oreo-pudding APPLE CAL MCP 0 Claude Code, Codex, OpenCode 2 1,737 tok
shemreader/mcp-server-datahub docs.datahub.com The official Model Context Protocol (MCP) server for DataHub (https://datahub.com) 0 Claude Code 2 563 tok
wawworld/dynalist-mcp 0 Claude Code, Codex, OpenCode 2 4,148 tok
matanSht/WebControl Headless browser automation service for LLM agents — REST API + MCP server 0 Claude Code 1 3,071 tok
lukleh/mcp-sonarcloud MCP server for SonarCloud 0 Codex, OpenCode 1 575 tok
ofershap/mcp-server-anydoc Local MCP server: convert PDF/Word/Excel/PPT to Markdown with anydoc. No API key. Claude C 0 Codex, OpenCode 1 310 tok
tanongkiat/mcp-chatgpt-file-store 0 Claude Code 1 —
selfagency/git-mcp git-mcp.self.agency A Git MCP server that doesn't suck 0 GitHub Copilot 1 1,885 tok
mcwalrus/oppertunity-party ETL pipeline for opportunity.org.nz — Dagster orchestration, clean markdown corpus, Astro 0 Claude Code, Codex, OpenCode 19 1,749 tok
gabrielg2020/govuk-frontend-mcp npmjs.com Unofficial MCP server that exposes GOV.UK Frontend components and GOV.UK Design System pat 0 Claude Code 1 924 tok
tcpassos/moodle-student-mcp 0 Claude Code 5 —
exploitintel/eip-mcp exploit-intel.com Official MCP server for the Exploit Intelligence Platform 0 Claude Code, Codex, OpenCode 2 3,409 tok
neuralnexustech/cortex-mcp Persistent brain, memory, loop controller, and reminder engine for AI coding agents 0 Codex, OpenCode 1 1,573 tok
yashmody/proofhub-mcp ProofHub MCP server + BMAD ticket-to-story sharder (and CLI) for Claude Code. Bring your o 0 Claude Code 1 937 tok