How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
xiaoran7/Agent-Android Local MCP server and web console for controlling Android devices through native ADB. 1 Claude Code 1 296 tok
Jonnyton/TinyAssets tinyassets.io TinyAssets is a global goals engine, host-run multiplayer daemon platform, and long-horizo 1 Claude Code, Codex, GitHub Copilot, OpenCode 29 4,695 tok
Tejas-040303/tradingview-mcp clone of tradesdontlie / tradingview-mcp 1 Claude Code 1 3,906 tok
verve-sh/session-recall Claude Code plugin — hybrid FTS5 + vector search MCP server over past Claude Code sessions 1 Claude Code 1 1,209 tok
tcalecchen/claude_code_custom_mcp_server-initial 1 Claude Code 3 3,223 tok
duckling1169/valorant-mcp valorant-mcp.vercel.app 1 Claude Code, Codex, OpenCode 2 460 tok
Inferno-Aditya/antigravity-mcp A powerful Model Context Protocol (MCP) server bridging the Google Antigravity SDK to ena 1 Claude Code, Codex 1
dannyhoang249-hub/Self-host-MCP-server-for-AI-video-reference-library A self-hosted MCP server and local dashboard for building a reusable AI-video reference li 1 Claude Code 1
oyusypenko/rob-mcp MCP server + x402-paid API for Robinhood Chain tokenized stocks — agent-callable premium/d 1 Claude Code, Codex, OpenCode 12 6,813 tok
monsieurgoodmood/google-ads-mcp-plus MCP server for Google Ads in Claude Code: audit accounts, find wasted spend, create and ad 1 Claude Code 1 3,204 tok
ju5tinz/ableton-mcp-server MCP Server for Ableton Live 1 Claude Code 1 723 tok
keta1930/icml2026-mcp keta1930.github.io MCP server for session-aware hybrid search over 6,341 ICML 2026 papers 1 Claude Code, Codex, OpenCode 2 977 tok
ijanzz5621/mcp-code-guardian MCP for code guardian - help to improve code from time to time 1 Claude Code, Cursor 21 50 tok
VedSoni-dev/primer An open learner record + MCP server. The memory layer for AI tutoring. 1 Claude Code, Codex, OpenCode 2 6,981 tok
noktohq/nokto-agent-orchestrator noktohq.github.io AI agents that deliver code through pull requests — Claude Code + Codex with worktree isol 1 Claude Code, Codex, OpenCode 2 406 tok
rogerawong/cudaq-docs-mcp MCP server serving NVIDIA CUDA-Q docs, API reference, and runnable examples to AI agents, 1 Claude Code 1 507 tok
darthzen/fossa-mcp 1 Claude Code 7
rsmdt/multimodal-mcp Multi-provider media generation MCP server. Generate images, videos, and audio from text p 1 Claude Code 1 549 tok
qipeijun/swagger-docs-mcp qipeijun.github.io MCP Server connecting AI agents with real-time API documentation, allowing AI to directly 1 Claude Code, Codex, OpenCode 2 2,066 tok
toml0006/hive-mind Temporal, project-scoped decision memory for coding agents 1 Claude Code 1
plural-pinelabs/pinelabs-online-mcp The Pine Labs Online MCP Server implements the Model Context Protocol (MCP) to enable seam 1 Claude Code, Codex, GitHub Copilot, OpenCode 8 2,838 tok
tracegazer/clockify-mcp Full-coverage Clockify MCP — 112 tools across 18 domains (incl. invoices, scheduling, time 1 Claude Code 1 2,024 tok
shigechika/gws-mcp developers.google.com MCP fork of Google Workspace CLI — exposes Drive, Gmail, Calendar, Sheets, Docs, Chat, Adm 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 6,546 tok
threadctx-dev/threadctx-mcp Shared memory MCP server for AI coding agents (Claude Code, Cursor). Free & local by defau 1 Claude Code, Codex, OpenCode 2 402 tok
slettmayer/geosphere-mcp-server MCP server for weather forecasts: GeoSphere Austria high-resolution data (AROME/INCA/C-LAE 1 Claude Code, Codex, OpenCode 2 2,004 tok
theYahia/mango-office-mcp npmjs.com MCP server for Mango Office — cloud PBX, call management (Russia) 1 Claude Code 1
tantinlala/blossom-mcp Grow your own project plan! 1 Claude Code, Codex, OpenCode 2 1,592 tok
loosephoto/tokyo-transit-mcp Cross-searches trains, buses, ferries & bike shares in Tokyo. Delivers AI transit advice b 1 Claude Code 7 1,540 tok
shofer-dev/claude-code-slang-orchestrator shofer.dev A Claude Code plugin that runs provable, declarative multi-agent workflows: you describe t 1 Claude Code, Codex, OpenCode 2 1,187 tok
sustinbebustin/citadel-mcp npmjs.com Citadel is an MCP (Model Context Protocol) server that bundles per-stack documentation too 1 Claude Code 2 907 tok
theYahia/cdek-mcp npmjs.com MCP server for CDEK — delivery, tariffs, tracking, order management (Russia) 1 Claude Code 4
theYahia/retailcrm-mcp npmjs.com MCP server for RetailCRM — orders, customers, e-commerce analytics (Russia) 1 Claude Code 1
piers-fawkes/fodda-mcp fodda.ai Expert-curated knowledge graphs for AI agents - 100+ datasets across retail, beauty, sport 1 Claude Code 1 912 tok
Johnny-Z13/proofslip proofslip.ai Ephemeral verification for agent workflows. 24-hour receipts your agents check before they 1 Claude Code, Codex 4 1,608 tok
sovantica/engrava-mcp engrava.ai Model Context Protocol server for Engrava — expose an AI agent memory database to any MCP 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,756 tok
wgong/sqlite-mcp-server Building a simple SQLite MCP server 1 Claude Code 1 1,004 tok
elicitly/elicitly elicitly.ai Elicitly Free Edition — human-in-the-loop for prompts and Agent Skills over MCP elicitatio 1 Claude Code, Codex, OpenCode 2 211 tok
breverdbidder/cli-anything-biddeed Fork of HKUDS/CLI-Anything adapted for BidDeed.AI foreclosure auction and zoning intellige 1 Claude Code 75 12,575 tok
dinglebear-ai/soma soma.dinglebear.ai Batteries-included RMCP runtime and scaffold for shipping Rust MCP servers with CLI/REST/H 1 Claude Code, Codex, Gemini CLI, OpenCode 4 6,471 tok
Roop-World/LegalSearch Agent kit and MCP Registry metadata for Roop LegalSearch, a public Indian legal search MCP 1 Claude Code, Codex, Gemini CLI, OpenCode 3 303 tok
marian-kamenistak/ai-engineering-leader-toolkit marian.coach MCP server: engineering leadership answers from 3,400+ mentoring sessions. Benchmarks, 1:1 1 Claude Code 1 721 tok
jonathanmalkin/builtwithjon Personal site for Jonathan Malkin. AI builder, solo founder. Built with Astro v6. 1 Claude Code 1 1,094 tok
vria-consulting/vria-fire-detect kanari.io kanari — free worldwide early-wildfire detection map: NASA/GOES/Meteosat satellites + AI-v 1 Claude Code, Codex, OpenCode 2 79 tok
orioninfra/orion-agent-kit orionlabsone.cc Celestia network intelligence for AI agents: MCP server over Orion's daily analysis. Read- 1 Claude Code 3 569 tok
kit18/6ducklearn-mcp Public hosted-first 6DuckLearn MCP setup docs and local connector 1 Claude Code 1 187 tok
ravidorr/murphys-laws 1 Claude Code, Gemini CLI 3 1,062 tok
everstake/mcp 1 Claude Code 1 1,727 tok
reloru/new-relo crosbynews.com crosbynews 1 Claude Code 4 7,494 tok
jamesrosing/tebra-mcp-server MCP server for Tebra practice management. 45 tools across the SOAP API and FHIR R4, retry 1 Claude Code 1 4,216 tok
nick-timms/drag-mcp-server 1 Claude Code 1 1,133 tok