How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
simba87/iiko-mcp MCP server for iiko restaurant management system REST API 1 Codex, OpenCode 1 204 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
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
anomalyarmor/agents AI skills and MCP server for AnomalyArmor data observability 1 Claude Code, Codex, OpenCode 2 959 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
tantinlala/blossom-mcp Grow your own project plan! 1 Claude Code, Codex, OpenCode 2 1,592 tok
LusiyAvA/msaw Secure multi-host SSH workspace for AI agents via MCP 1 Codex, OpenCode 1 204 tok
Transmitt0r/mycelium Shared toolkit for personal-knowledge agent plugins: pluggable LLM/embedding providers, a 1 Codex, OpenCode 1 1,465 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
trinity-tick/trinity Trinity: A Triune Architecture for AGI Long-Term Memory 1 Codex, OpenCode 1 2,740 tok
vicentefelipechile/sourcemod-mcp 1 Codex, OpenCode 1 575 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
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
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
bobuilds/nexustoken-sdk The Internet of AI Agents — Python SDK and MCP server. 1 Codex, OpenCode 1 1,023 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
Tempguru-co/tempguru-agent-skills tempguru.co W-2 event staffing data for AI agents — coverage, rates, lead times, and compliance for 30 1 Codex, Gemini CLI, OpenCode 2 915 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
yusiwen/drone-mcp-server MCP Server for Drone.io 1 Codex, OpenCode 1 1,462 tok
senderkit/senderkit-skills senderkit.com Add and operate transactional email, SMS, push & web-push from your AI coding agent — no p 1 Codex, OpenCode 1 2,079 tok
forgesworn/bray Trust-aware Nostr MCP server for AI agents and humans. Verification, proximity, and access 1 Claude Code, Codex, Cursor, OpenCode 3 3,541 tok
nlqdb/nlqdb nlqdb.com Simplest Natural Langauge Querying DB That scales. Fast. 1 Claude Code, Codex, OpenCode 7 5,242 tok
octoparse/octoparse-mcp Official Octoparse MCP server for AI-powered web scraping workflows. 1 Claude Code, Codex, Gemini CLI, OpenCode 3 5,701 tok
rendobar/mcp rendobar.com Official MCP server for Rendobar. Lets AI agents run FFmpeg, compose video, burn captions 1 Claude Code, Codex, OpenCode 2 1,890 tok
LamaSu/physical-capability-cloud Physical Capability Cloud — every physical capability, one protocol 1 Claude Code, Codex, OpenCode 24 14,544 tok
humanforai/humanforai-mcp humanforai.dev MCP server for Human For AI — let your AI agent hire a real human for real-world verificat 1 Codex, OpenCode 1 584 tok
Apegurus/web3agent 1 Claude Code, Codex, OpenCode 2 1,981 tok
ANAMIZED/OpenGOS OpenGOS — The ultimate open-source Autonomous Agentic Operating System + MCP Server for gr 1 Codex, OpenCode 1 586 tok
AiDimag/aidimag aidimag.com Verified memory for AI coding agents. Every memory carries evidence and is re-verified on 1 Codex, OpenCode 1 117 tok
ANAMIZED/NeedRail NeedRail — Get what you NEED to succeed & do agentic public good. Agent-native coordinatio 1 Codex, OpenCode 1 640 tok
ANAMIZED/SuperAgenticMCP SuperAgenticMCP is a production-oriented, MCP-native router and multi-agent control plane. 1 Codex, OpenCode 1 417 tok
Abhishek-B-R/social0-mcp Official Model Context Protocol server for Social0 — manage social posts from AI assistant 1 Claude Code, Codex, OpenCode 2 3,745 tok
AlpayC/abfall-mcp-server abfall-mcp.alpaycelik.dev MCP server for the waste collection calendars of German cities and districts - 995 waste a 1 Claude Code, Codex, OpenCode 3 1,403 tok
ANAMIZED/desk ANAMIZED public-goods desk: agent floor, MCP servers, donations and sponsorships only. 1 Codex, OpenCode 1 1,455 tok
ANAMIZED/LRSI LRSI (Local Recursive Self-Improvement) — Autonomous Agentic Operating System. Sovereign c 1 Codex, OpenCode 1 553 tok
ANAMIZED/OpenMesha OpenMesha is one of the most ambitious and intellectually open-source full-spectrum “Auton 1 Codex, OpenCode 1 603 tok
ANAMIZED/Server-OS Autonomous Agentic Operating System — agents as processes with cost control, governance, o 1 Codex, OpenCode 1 300 tok
ANAMIZED/YodMCP YodMCP — Ultimate Autonomous MCP Server (Agent Operating System). Multi-graph memory, Task 1 Codex, OpenCode 1 184 tok
Coinyak/onchainai onchain-ai.xyz Crypto tool directory: discover, normalize, and expose MCP, CLI, SDK, API, x402, RWA, and 1 Claude Code, Codex, GitHub Copilot, OpenCode 17 2,341 tok
BASHBOP/otito bashbop.github.io Local-first code context CLI + MCP server: discover, index, and search repos; generate tas 1 Codex, OpenCode 1 348 tok
AtlasDevHQ/atlas useatlas.dev Atlas is the company facts your AI agents can trust: every one carries its source, its dat 1 Claude Code, Codex, OpenCode 19 5,804 tok
Bharath-code/regressGuard 1 Claude Code, Codex, OpenCode 2 2,651 tok
GuillaumeLessard/qector-claude-plugin qector.store QECTOR Quantum Error Correction: High-performance, mathematically verified local QEC engin 1 Claude Code, Codex, OpenCode 2 1,878 tok
Enigma-52/WorkWay--BE workway.dev WorkWay is an AI-powered job search platform that helps you discover jobs, research compan 1 Codex, OpenCode 1 1,751 tok
Grinv/anilist-mcp-server npmjs.com MCP server for the AniList GraphQL API — anime/manga search, details, and personal list ma 1 Claude Code, Codex, OpenCode 11 3,636 tok
ECD5A/OrchestrUI ecd5a.github.io Deterministic UI policy, discovery and quality gates for coding agents. 1 Claude Code, Codex, OpenCode 2 482 tok
DrBaher/compare-cli cli.drbaher.com Clause-aware drift detection between two contract versions — a pre-signature gate for lega 1 Codex, OpenCode 1 3,157 tok