How real projects configure their agents

31,998 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
rhi-zone/normalize docs.rhi.zone Structural code intelligence for humans and AI agents 5 Claude Code 13 7,124 tok
samaxbytez/freeagent-mcp MCP server for the FreeAgent API 5 Claude Code 8 871 tok
zkysar1/Claude-Mind Give Claude Code a persistent mind: an autonomous agent framework that sets its own goals, 5 Claude Code 67 11,399 tok
dash0hq/dash0-agent-plugin 5 Claude Code 1
Kyure-A/nix-config NixOS configuration 5 Claude Code, Codex, OpenCode 2 294 tok
sgaabdu4/hard-eng Stateful agentic engineering workflow for local coding agents 5 Claude Code, Codex, OpenCode 14 562 tok
prantikmedhi/ClawNexus ClawNexus is a Vite + React + TypeScript console for managing OpenClaw-style agent gateway 5 Claude Code, Codex, OpenCode 2 2,445 tok
arifulislamat/database-mcp npmjs.com MCP servers for SQL databases. One package per engine (SQLite, libSQL, MySQL, MariaDB, Pos 5 Claude Code 1
aeriondyseti/vector-memory-mcp A local-first MCP server providing semantic memory storage with RAG-powered context re 5 Claude Code 1 2,105 tok
ij5a/subrosa Persistent, private memory for Claude Code — every session archived locally, searchable. S 5 Claude Code 1 3,647 tok
alexanderop/awesome-ai-coding A curated list of awesome AI coding resources, blog posts, videos, and people to follow 5 Claude Code 1 252 tok
counterposition/pi Skills, extensions, and packages for the Pi coding agent 5 Claude Code, Codex, OpenCode 2 809 tok
futuregerald/futuregerald-claude-plugin 5 Claude Code 1 5,601 tok
FutureSpeakAI/asimovs-mind Asimov's Mind Is The Next Top Layer Of The Internet: Self-Improving Agent Swarms That Powe 5 Claude Code 1 2,184 tok
Memstem/memstem Unified memory and skill infrastructure for AI agents — pull-based ingestion across Claude 5 Claude Code 1 941 tok
TANTIOPE/datadog-mcp-server MCP server providing AI assistants with full Datadog observability access. 5 Claude Code 1 910 tok
AishwaryShrivastav/vibe-testing Code-aware browser testing agent — 13 MCP tools for AI editors (Claude Code, Cursor, Winds 5 Claude Code, Cursor 2 1,603 tok
Pantani/ableton-mind pantani.github.io Definitive MCP server for Ableton Live — full LOM coverage, embedded device knowledge base 5 Claude Code, Codex, OpenCode 32 4,391 tok
NaNMesh/nan-forget Never forget. Long-term memory for any LLM. 5 Claude Code, Codex, OpenCode 9 2,972 tok
RareSense/nova3d-mcp 🚨 MOVED: MCP server for Nova3D. Development continues in the main monorepo: https://githu 5 Claude Code 1 813 tok
TonySimonovsky/claude-code-conversation-search-mcp Stop losing Claude Code conversations. Search across all projects, find old chats, and res 5 Claude Code 1 44 tok
Digital-Threads/token-pilot npmjs.com Save 60-80% tokens when AI reads code — MCP server for token-efficient code navigation wit 5 Claude Code, Codex, OpenCode 2 1,662 tok
dinglebear-ai/rtailscale npmjs.com Rust MCP server and CLI for Tailscale tailnet operations: devices, users, keys, policies, 5 Claude Code, Codex, Gemini CLI, OpenCode 4 3,084 tok
Aero25x/ASO-Copilot persocia.com Self-hosted App Store Optimization tracker with keyword rank tracking, competitor spying, 5 Claude Code, Codex, OpenCode 2 79 tok
andreacappelletti97/google-flights-mcp 5 Claude Code 1 1,168 tok
joelbarmettlerUZH/slidev-mcp slidev-mcp.org MCP server for generating, rendering, and hosting Slidev presentations 5 Claude Code 1 4,306 tok
felixAnhalt/figma-to-code-mcp MCP server to extract Figma design information and convert it to mostly css for coding age 5 Claude Code, Codex, OpenCode 14 1,298 tok
j-east/pixel-surgeon-mcp MCP server for AI image generation via Google Gemini Flash Image. Style presets, interacti 5 Claude Code 1 1,087 tok
abenassi/argentina-data-mcp argentinadata.mymcps.dev MCP server exposing real-time Argentine legal and financial data (Infoleg, BCRA, AFIP) for 5 Claude Code 1 235 tok
fullstackdegen/agent-audit npmjs.com Turn Lighthouse audits into coding-agent tasks. 5 Claude Code, Codex, OpenCode 2 1,113 tok
NazarKalytiuk/tarn nazarkalytiuk.github.io CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assis 5 Claude Code, Codex, Cursor, OpenCode 3 5,987 tok
askads/mcp-yandex-wordstat npmjs.com MCP server for Yandex Wordstat — search query statistics: frequency, related phrases, tren 5 Claude Code 1 1,930 tok
goklab/guardvibe guardvibe.dev Security infrastructure your AI can't be — deterministic, daily CVE intel past your model' 5 Claude Code 1 597 tok
DustinTrap/kvm-pilot Smart hands for your AI agents — write-capable, multi-plane (KVM + BMC + SSH) MCP server f 5 Claude Code 2 2,625 tok
GeiserX/spinnaker-mcp MCP Server for Spinnaker — manage applications, pipelines, and deployments via the Model C 5 Claude Code 1 432 tok
Sapientropic/AIppocampus aippocampus.com Source-backed continuity layer for long-running AI agent relationships. 5 Claude Code, Codex, OpenCode 3 2,664 tok
Shangri-la-0428/Thronglets P2P shared memory substrate for AI agents — stigmergic knowledge network via libp2p 5 Claude Code, Codex, OpenCode 2 4,571 tok
cmeans/mcp-clipboard pypi.org MCP server that reads and writes your system clipboard — tables, text, code, JSON, URLs, i 5 Claude Code 1 1,875 tok
agentailor/slimcontext-mcp-server agentailor.com MCP Server for SlimContext - AI chat history compression tools 5 Claude Code 1 636 tok
mspstack/mcp-itglue MCP server for IT Glue — semantic search, documents, and flexible assets for MSPs 5 Claude Code 1 1,259 tok
psyb0t/docker-talkies ciprian.51k.eu Self-hosted Docker speech API for OpenAI-compatible transcription and text-to-speech, stre 5 Claude Code 1
seongwon030/velog_mcp npmjs.com An MCP server for writing and managing posts on Velog with Claude and Codex 5 Claude Code, Codex, OpenCode 2 1,560 tok
talonicdev/talonic-mcp Official Talonic MCP server. Lets AI agents extract structured data from any document via 5 Claude Code, Codex, OpenCode 2 3,895 tok
beyondwin/FixThis Point at any Jetpack Compose UI element, annotate it, and hand off source pinned prompts t 5 Claude Code, Codex, OpenCode 4 1,389 tok
mspstack/mcp-connectwise-psa MCP server for ConnectWise PSA — tickets, time, dispatch, companies, and invoicing for MSP 5 Claude Code 1 3,474 tok
peturgeorgievv-factory/postfast-mcp postfa.st MCP server for the PostFast API — schedule and manage social media posts (X, Instagram, Fa 5 Claude Code 1 687 tok
slettmayer/oebb-mcp-server pypi.org MCP Server for OeBB (Austrian Railways) API 5 Claude Code 1 856 tok
peter-fusek/oncofiles oncofiles.com Medical records scattered across Gmail and Google Drive? Oncofiles reads, organizes, and m 5 Claude Code 3 8,908 tok
WasmAgent/wasmagent-js wasmagent.github.io Embedded agent runtime compliance layer — WASM sandbox, MCP firewall, capability manifests 5 Claude Code, Codex, OpenCode 2 3,947 tok
francisco-perez-sorrosal/cv Francisco Perez-Sorrosal's CV 5 Claude Code 1 653 tok