How real projects configure their agents

43,750 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
dongtang3/mnemic Local-first memory kernel for coding agents: MCP-native, temporal, auditable, source-keyed 2 Claude Code, Codex, OpenCode 2 316 tok
Vedant9500/OpenLMlib Cross-project knowledge library for LLM agents with semantic retrieval, citation-aware qua 2 GitHub Copilot 2
k-rister/ephemeral-buffer-mcp Ephemeral in-memory command output capture and hybrid search MCP server for coding agents. 2 Claude Code, Codex, OpenCode 2 949 tok
Celmis-labs/Celmis celmis-labs.github.io Self-hosted. Your monitoring already told you something broke — Celmis is what happens nex 2 Claude Code 1
dynmie/foolfuuka-mcp-server MCP server for querying 4chan archives via the FoolFuuka API 2 Claude Code, OpenCode 10
bchoor/bws-mcp Remote MCP for Bitwarden Secrets Manager on Cloudflare Workers (list, get, put, delete) 2 Codex, OpenCode 1 817 tok
sinanpl/mcp-memes A situation-aware meme editor, served over MCP. Describe a situation, get five captioned m 2 Claude Code 1 1,509 tok
zai-one/telegram-ads-mcp zai.one Unofficial MCP server for Telegram Ads (TON cabinet, Gram currency). For Claude, Cursor, a 2 Claude Code, Codex, OpenCode 2 2,892 tok
Muqaram0/oscp-companion oscp-companion.vercel.app OSCP methodology knowledge base with web UI and MCP server 2 Claude Code, Codex, OpenCode 2 79 tok
cunzai97/Memory-DB Minimal vector memory for AI agents — store, search, update, delete via semantic similarit 2 Claude Code 1 473 tok
ingjohnfigueroablanco/Fast-browser-MCP 2 Claude Code 1
liangjunglj-cpu/almond-mcp Almond - MCP server for Rhino 8: semantic scene layer, curated asset libraries, Karamba ca 2 Codex, OpenCode 1 1,108 tok
Mandrilsquad1441/codex-davinci-resolve-mcp mandrilsquad1441.github.io Secure, local-first Codex plugin and MCP control plane for DaVinci Resolve studio workflow 2 Codex, OpenCode 1 432 tok
adiosdotdev/mcp 2 Gemini CLI 1 164 tok
ikraamg/csstruth Hard ground truth for CSS — the browser's rendered layout as deterministic, diffable text 2 Claude Code 1 2,060 tok
ShreddyKrueger75/claude-orcaslicer-mcp MCP server for OrcaSlicer: headless slicing, preset management, G-code analysis, and Elego 2 Claude Code 1 31 tok
coltonbearden/carrel coltonbearden.github.io Read, index, pack and file your documents — from the terminal, for you and your agents. 2 Claude Code 2 1,201 tok
oscarthroedsson/willys-mcp 2 Claude Code 1 1,528 tok
vypdev/homeassistant-gateway Secure Home Assistant-native MCP gateway with observer/operator profiles, credential manag 2 Codex, OpenCode 1 654 tok
fmilioni/agents-board A Jira for your agents. sprint/card/doc project management exposed over MCP, so AI agents 2 Claude Code, Codex, OpenCode 3 2,090 tok
zai-one/grok-build-mcp zai.one MCP bridge that hands the coding loop to Grok CLI and returns a verified receipt. Save Cla 2 Claude Code, Codex, OpenCode 3 8,527 tok
0xZoharHuang/garment-cad-mcp Agent-safe transactional garment CAD tooling for Valentina, GarmentCode, and remote Warp s 2 Claude Code 1
dgraziosi/foundation Personal ontology + MCP for agents — a foundation they can grow. 2 Claude Code, Codex, Cursor 11
ajmichels/moneta-notes A personal notes system built around an Obsidian vault, providing fast full-text and seman 2 Claude Code 1 2,149 tok
TimWongUp/keepygaga Cross-agent core memory in local Markdown, with MCP tools, native hooks, and installers fo 2 Claude Code, Codex, OpenCode 2 2,140 tok
no-materials/hird A typed language for LLM agent systems on BEAM: effect-row tracking, auditable tool effect 2 Claude Code, Codex, OpenCode 2 1,667 tok
AndreaGriffiths11/machine-mcp Laptop-side MCP server so an AI agent can use the human's own machine. 2 Codex, OpenCode 1 531 tok
altryne/mcpilled mcpilled.vercel.app MCPilled.com is a collection of curated news about MCP servers, clients, protocol updates 2 Claude Code 1 252 tok
joemclo/property-prices-mcp UK Property Price Search MCP Server 2 Codex, OpenCode 1 716 tok
Baighasan/Chat-Royale chat-royale.com A Clash Royale agent, powered by a custom built Clash Royale MCP server. Enables the agent 2 Claude Code 1 3,760 tok
supernovae-st/nika-plugins docs.nika.sh One Add teaches your agent Nika: skills, commands, hooks, an MCP oracle. 2 Codex, OpenCode 1 1,195 tok
msinclair25/mdevolved mdevolved.com Durable, owner-controlled project memory for humans and AI agents across tools and compute 2 Codex, OpenCode 1 4,542 tok
darcivieira/kanbanize-sdk 2 Claude Code 11 1,692 tok
fiscaltec/vitally-mcp 1 Claude Code 3 32,358 tok
fo0/clawstash AI-optimized stash storage — dynamic RAG for agents. Store, search, and retrieve docs, cod 1 Claude Code, Codex, OpenCode 25 3,997 tok
ormastes/simple 1 Claude Code, Codex, Gemini CLI, OpenCode 84 11,207 tok
jyswee/oddsockets oddsockets.ai Agent-first CLI for OddSockets real-time messaging. As simple as git. 1 Codex, OpenCode 1 649 tok
aiven/aiven-ai-plugins A plugin for Claude and Cursor for managing services and building applications with Aiven 1 Claude Code 1
astafford8488/agentaegis-mcp MCP server for cybersecurity operations — compliance, vuln scans, code security, threat in 1 Codex, OpenCode 1 2,212 tok
sandovalrr/project-context 1 Codex, OpenCode 1 143 tok
ebenezer-isaac/llmconveyors-mcp llmconveyors.com MCP server that connects AI agents to LLM Conveyors — run Job Hunter, B2B Sales, and more 1 Claude Code 1 2,331 tok
jasoft/ursoft-skills My personal Codex skills collection (ursoft-skills) 1 Codex, OpenCode 1 612 tok
phuetz/code-explorer Graph-powered code intelligence for AI agents — a Rust engine that maps your whole codebas 1 Claude Code 2 4,914 tok
s-nems/open-northland A modern, open-source reimplementation of the Cultures game series 1 Claude Code, Codex, OpenCode 8 2,436 tok
BuyWhere/buywhere BuyWhere agent-native product catalog API 1 Codex, OpenCode 1 1,103 tok
LinVireo/browsertap-mcp Real-browser MCP server with a resilient Chrome CDP bridge, background input, dialogs, cap 1 Codex, OpenCode 1 1,167 tok
hongnoul/mit-dining-mcp MCP server for MIT dining hall menus (Bon Appétit) 1 Claude Code 1 723 tok
finfin/mermaid-mcp-app Interactive Mermaid Editor inside Claude Desktop / VSCode Copilot 1 Claude Code, Codex 1
nolindnaidoo/colors-le letools.dev Extract every color in a codebase, and say which ones are not in your palette 1 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 6 8,235 tok
wardawgmalvicious/agent-config Skills, coding rules, hooks, a subagent and MCP templates for coding agents — day-to-day M 1 Claude Code 2 18,177 tok