How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
tomato-ga/codex-gptpro 1 Codex, OpenCode 1 83 tok
nsh1l/print-queue-app Print queue app 1 Codex, OpenCode 1 1,028 tok
bakaroart/blender-chatgpt-mcp 1 Codex, OpenCode 1 528 tok
parkavenue9639/jaeger-mcp 1 Codex, OpenCode 1 54 tok
spenserhale/atlassian-ai-toolkit AI-first SDK, CLI, and MCP server for Atlassian Jira and Confluence 1 Claude Code, Codex, OpenCode 2 723 tok
Kruceo/process-mcp A local MCP (Model Context Protocol) server for managing background processes. 1 Codex, OpenCode 1 586 tok
Ahad690/open-app-intel AppScope — self-hosted, federated open app-intelligence stack (OSS app market intel + MCP 1 Codex, OpenCode 1 582 tok
helloNice/ssh-mcp-jumpserver 1 Claude Code, Codex, OpenCode 2 1,457 tok
lehre-labs/llmsdottxt-mcp Auto-discover llms.txt from your deps. Docs your agent can read. Zero setup. 1 Claude Code, Codex, OpenCode 5 1,435 tok
validpilot/ai-verify-mcp 1 Codex, OpenCode 1 1,993 tok
TrueLineCollective/sentou Self-hostable tool to send a Claude artifact, or any HTML, as a private, gated, trackable 1 Codex, OpenCode 1 679 tok
rduffyuk/qwen-memory-agent Benchmarked, MCP-native persistent-memory agent on Qwen Cloud — Track 1, Qwen Cloud Hackat 1 Codex, OpenCode 1 462 tok
thunderkds/easy-ui-mcp Provide the MCP can run on local to test the UI and push out the report. 1 Claude Code, Codex, OpenCode 6 10,888 tok
redcool/SimpleMCPServer mcp server nodejs version 1 Codex, OpenCode 1 1,752 tok
yecllsl/ConsensusWeaverAgent MCP Server that aggregates answers from multiple Chinese AI platforms via Playwright 1 Claude Code, Codex, OpenCode 2 852 tok
sussdorff/timing-cli CLI and MCP server for Timing.app local activity data 1 Claude Code, Codex, OpenCode 18 490 tok
NextSolutionsStudio/anatome anatome.dev Muscle group image generator API + ExerciseDB. Apache-2.0, MCP-compatible, 873 exercises p 1 Codex, OpenCode 1 1,189 tok
0Smallcat0/otto A local financial terminal your AI agent operates for you over MCP: market data, backtests 1 Codex, OpenCode 1 1,366 tok
afriemann/lsp-mcp MCP server exposing LSP-backed code navigation and editing tools to LLM agents 1 Claude Code, OpenCode 10 —
legetdev/klyk MCP server for autonomous AI app testing — gives Claude Code agents the ability to open, i 1 Codex, OpenCode 1 177 tok
system-conf/restopromt-acik-kaynak restopromt-web.slovveis.workers.dev RestoPromt (Açık Kaynak) — Claude Code için prompt paylaşım platformu: Next.js 16, Drizzle 1 Claude Code, Codex, OpenCode 2 79 tok
YegorMy/marketplace-mcp Read-only MCP server for Ozon and Yandex Market product search and price comparison. 1 Codex, OpenCode 1 215 tok
KanoCifer/DevTaskMcp Agent-native dev task board — investigate needs into well-specified tasks, execute them en 1 Claude Code, Codex, OpenCode 2 2,081 tok
ProductionMasterAI/production-master-mcp Standalone MCP server for the Production Master hosted incident-investigation service — st 1 Claude Code, Codex, OpenCode 4 1,854 tok
TMHSDigital/tailscale-mcp tmhsdigital.github.io MCP server for safe programmatic access to the local Tailscale daemon: tailnet discovery, 1 Codex, Cursor, OpenCode 2 1,532 tok
sushiHex/vram-mcp MCP server that lets AI agents share one NVIDIA GPU — cross-session model claims, real bus 1 Codex, OpenCode 1 749 tok
yonosoft/freecad-mcp 1 Codex, OpenCode 1 2,786 tok
Alpha-W0lf/ai-knowledge-base-public Production-grade local hybrid search for coding agents: vector + keyword search merged wit 1 Claude Code, Codex, OpenCode 2 755 tok
HiQ-AI/agent-center Cortex Agent Center connector: lets any agent declare capabilities, discover each other, a 1 Codex, OpenCode 1 832 tok
yyu0310/nccu-course-mcp MCP server for NCCU course listings (qrysub.nccu.edu.tw): search courses, check schedule c 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,284 tok
surendranb/macos-mcp macos-mcp.builditwithai.xyz 40-tool macOS MCP server for AI agents — calendar, mail, notes, music, podcasts, camera, s 1 Codex, OpenCode 1 788 tok
wiz0floyd/mynow-cli 1 Claude Code, Codex, OpenCode 2 1,216 tok
ceotind/open-google-mcp Feed data from Google Ads, G4 Analytics and Google Search Console to your AI 1 Codex, OpenCode 1 158 tok
Brair-Mpagi/Atlas A persistent Python code intelligence layer that gives AI coding agents a structured under 1 Codex, OpenCode 1 1,873 tok
chris-page-gov/okf-ons chris-page-gov.github.io Open Knowledge Format bundle for discovering and selecting Office for National Statistics 1 Codex, OpenCode 1 2,660 tok
firyomaefx/tradingview-chrome-mcp Local MCP server that lets Codex/Claude Code safely control Chrome for TradingView 1 Codex, OpenCode 1 1,194 tok
cubicecho/mcp-actual An MCP server for Actual Budget — expose your budget's accounts and balances to agents ove 1 Claude Code, Codex, OpenCode 2 1,966 tok
nipunbatra/pulp nipunbatra.github.io The agent-driven design canvas — Rust/WASM engine, real HTML/CSS designs, MCP for agents 1 Claude Code, Codex, OpenCode 3 1,599 tok
ivan1911/eva-custom-mcp MCP server for EvaTeam that exposes project tasks and wiki documents to AI agents via JSON 1 Codex, OpenCode 1 70 tok
SentientUI/mcp sentient-ui.com Official MCP server for SentientUI — read experiment data and manage variants for your pro 1 Codex, OpenCode 1 3,144 tok
aranlucas/ai-shopping-mcp ai-meal-planner-mcp.aranlucas.workers.dev OAuth-protected Kroger and QFC grocery-shopping MCP server with product search, weekly dea 1 Claude Code, Codex, OpenCode 3 550 tok
gjermundgaraba/terminus-mcp MCP server for creating and publishing content to Terminus (TRMNL) 1 Claude Code, Codex, OpenCode 2 777 tok
cgfm/dockhand_readonly_mcp Read-only MCP adapter for the Dockhand REST API 1 Codex, OpenCode 1 588 tok
YoshitakaArakawa/tableau-mcp-apps-lab Experimental fork of tableau/tableau-mcp strengthening MCP Apps: EAS (OAuth 2.0 Trust) aut 1 Claude Code, Codex, OpenCode 4 4,582 tok
cogniziocompany/agentic-remote-pc Turn any PC — Windows or Linux — into a secure, agent-controllable workstation. One authe 1 Claude Code, Codex, OpenCode 2 3,054 tok
ai-4-you/chrome-tab-remote Let an AI agent see exactly one browser tab — the one you chose, for as long as you allow, 1 Codex, OpenCode 1 1,157 tok
GeniusTechnoMystic/docker-hub-mcp MCP server for Docker Hub Image Stats — pulls, stars, search, batch lookup, publisher cata 1 Codex, OpenCode 1 344 tok
dcassil/resume-kit Resume Intelligence Toolkit — evaluate, match, align, validate, and generate resume materi 1 Codex, OpenCode 1 454 tok
HitamLegit6777/blender-mcp-ultra MCP server lengkap untuk Blender — 138+ tool, demo LLM end-to-end, teruji di Blender 4.2 L 1 Codex, OpenCode 1 356 tok
aoalejo/opencode_mcp A MCP for claude code to use opencode as sub-agent, with tier ranking 1 Codex, OpenCode 1 1,818 tok