How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
offthehook-implication870/bambu-printer-mcp Control Bambu Lab printers, edit STL files, and manage 3MF print workflows with an MCP ser 3 Claude Code 1 290 tok
TeamNickHart/md2do md2do.com A free CLI app for tracking and managing TODO tasks via markdown with MCP, VSCode, Obsidia 3 Claude Code 1 787 tok
Wintyx57/x402-backend x402bazaar.org API marketplace powered by HTTP 402 protocol — AI agents pay per call with USDC on Base. 6 3 Claude Code 1 14,796 tok
HarperZ9/forum harperz9.github.io Coordinate agent fleets: routing, quality checks, prose contracts, and a replayable hash-c 3 Claude Code, Codex, OpenCode 2 458 tok
m0rvayne/mcp-redteam Active red-teaming for MCP servers. Source analysis + live exploitation + auto-fix. Claude 3 Claude Code 1 8,530 tok
karbassi/slack-mcp MCP server exposing 193 Slack Web API methods as tools for AI agents 3 Claude Code 2 726 tok
Knuckles-Team/audio-transcriber Transcribe audio into text. Agentic AI supported through MCP Server. 3 Claude Code, Codex, OpenCode 2 3,918 tok
JeanBaissari/llm-wiki-monorepo pypi.org A production-grade knowledge base operating system — AI agents compile raw sources into pe 3 Codex, OpenCode 1 4,500 tok
phuetz/lm-resizer phuetz.github.io Rust-native context compression for Claude Code, Codex & MCP agents: filters & compresses 3 Claude Code 1
willow-memory/willow-mcp Agent-neutral MCP server with persistent memory (SOIL + Postgres KB) and a sandboxed task 3 Claude Code 4
Sagargupta16/bedrock-multi-model-mcp MCP server for AWS Bedrock - text, image, video, and embeddings across Claude, Llama, Mist 3 Claude Code 1 1,161 tok
factorial-io/imap-mcp A mcp server exposing imap server with oauth 3 Claude Code, Codex, OpenCode 11 313 tok
nick-choudhary/gmaps-scraper Google Maps scraper: async Python library, CLI & MCP server for business data (emails, pho 3 Claude Code, Codex, OpenCode 2 2,407 tok
Knuckles-Team/jellyfin-mcp Jellyfin MCP Server and A2A / AG-UI Agent 3 Claude Code, Codex, OpenCode 2 4,198 tok
Mearman/agent-permissions Cross-agent permission policy for AI coding agents. MCP sync daemon, CLI, codecs, and eval 3 Claude Code, Codex, OpenCode 2 4 tok
chav0/UnityFigmaMCP Build Unity UI prefabs from Figma designs using AI agents via Model Context Protocol 3 Claude Code 6
Asara-Technologies/prism-mcp asaratechnologies.com Direct AI access to the Unreal Engine editor. PrismMCP is a Model Context Protocol (MCP) p 3 Claude Code 1 932 tok
lagrahhn/codeGraph-branch CodeGraph fork with per-branch index management - instant branch switching without re-inde 3 Claude Code 3 7,343 tok
empir3hq/empir3-bridge empir3.com Local-first MCP bridge — orchestrate the AI CLIs you already pay for (Claude, Codex, Gemin 3 Claude Code, Codex, Gemini CLI, OpenCode 3 1,818 tok
0-SOFT/2Captcha-MCP MCP server exposing the full 2Captcha API to Claude Code: 43 tools (31 captcha solvers + 5 3 Claude Code 1 1,260 tok
seankessinger/lesswrong-mcp Query LessWrong and the Alignment Forum from Claude — read-only MCP server (desktop one-cl 3 Claude Code 1 3,475 tok
JSONbored/penpot-aio aethereal.dev Unraid CA AIO template and Docker image for Penpot, the open-source design and prototyping 3 Codex, OpenCode 1 390 tok
sanyaden/agents0826 AI Agents PRO (FwDays, cohort 08.2026) — an end-to-end practicum: one client request, eigh 3 Claude Code 1
Namraks-Labs/plaud-mcp Local MCP server that syncs Plaud Note Pro recordings (AI summaries + diarized transcripts 3 Codex, OpenCode 1 953 tok
krishddd/llm-wiki pypi.org A self-healing local knowledge base where a local LLM compounds your documents across four 3 Claude Code, Codex, OpenCode 2 8,670 tok
nusabyte-my/jebat-core jebat.online JEBAT v8.2.1: sovereign AI workstation with a self-hosted WebUI, governed agents, persiste 3 Codex, OpenCode 1 413 tok
brandonkramer/trelly Trello CLI + MCP server with multi-profile auth. JSON output for scripts and AI agents. 3 Codex, OpenCode 1 1,084 tok
vkorost/java-swing-mcp youtu.be Embedded MCP server that gives AI agents structured access to Java Swing applications 3 Claude Code 1 2,319 tok
fmind/fkf fmind.github.io Local-first Go CLI that turns plain JSON and Markdown work history into reproducible conte 3 Claude Code, Codex, OpenCode 2 1,133 tok
csnyder256/org-memory-os csnyder256.github.io Build one shared, permission-aware, auditable AI memory for an entire organization. A vend 3 Codex, OpenCode 1 226 tok
sandraschi/glama-status-mcp Daily-refreshed Glama TDQS score tracker for your MCP fleet. Scrapes per-tool grades, SQLi 3 Codex, OpenCode 1 629 tok
0xNyk/oneclaw One claw. Infinite reach. — Single-binary AI assistant infrastructure in Rust. 22+ provide 3 Claude Code, Codex, OpenCode 2 2,384 tok
DataZooDE/escurel A multi-tenant knowledge-base service for agents 3 Claude Code 2 5,333 tok
DataZooDE/triton Rust multi-protocol agent-ingress gateway (MCP, A2A, REST, and chat-channel adapters) for 3 Claude Code 2 2,009 tok
aj604/agentic-atlas-plugin agentic-atlas.dev Agentic Atlas — field-tested patterns for designing agent systems, readable by people and 3 Codex, OpenCode 1 909 tok
illodev/taiga-mcp Full-featured MCP (Model Context Protocol) server for Taiga project management. Provides c 3 Claude Code, GitHub Copilot 20 2,278 tok
maxgfr/conforme Sync your AI coding config from Claude Code, Cursor, or any tool — rules, skills, agents, 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 9 19,952 tok
JohannesHoppe/x-autonomous-mcp MCP server for the X (Twitter) API — with built-in safety rails for autonomous operation. 3 Claude Code 1 2,139 tok
act-sdk/act-sdk-js act-sdk.dev 🚀 The fastest way to add MCP to Typescript apps. 3 Claude Code, Codex, OpenCode 55 209 tok
nickdesi/FFBB-MCP-Server ffbb.desimone.fr 🏀 Serveur MCP FFBB — Accédez aux données officielles de l'API FFBB (clubs, classements, c 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,979 tok
aphrody-code/bxc aphrody-code.github.io Zero-Spawn browser engine for AI agents — Bun + Rust FFI. In-process DOM/Markdown, curl-im 3 Claude Code, Codex, Gemini CLI, OpenCode 17 7,882 tok
starcat-app/homebrew-starcat-cli starcat.ink Official Homebrew tap for the Starcat CLI and MCP server. 3 Codex, OpenCode 1 736 tok
amichae2/Math_MCP MCP server capable of advanced math operations 3 GitHub Copilot 1 298 tok
SlyBase/wordpress-slytranslate AI driven translation using native WordPress 7 AI connectors and provide AI abilities 3 GitHub Copilot 7 18,512 tok
StuMason/m365-mcp stumason.dev MCP server for Microsoft 365. Manage mail, calendar, OneDrive, Teams and more through AI a 3 Claude Code 1 1,965 tok
Maless88/Roadboard Multi-project execution, memory, and collaboration platform for humans and AI agents — RES 3 Claude Code, Codex, OpenCode 2 8,708 tok
sandraschi/devices-mcp MCP server + web dashboard + Windows Tauri app for home LAN devices (Tapo, Hue, Ring, Nest 3 Claude Code, Codex, Cursor, OpenCode 3 2,118 tok
PuckAPI/claude-sports-analytics puckapi.com 28 free Claude Code skills for NHL analytics, betting models, and hockey research. Works w 3 Claude Code 1 480 tok
VOD-Studio/violet xunrua.top Full-stack blog platform · Go backend + React frontend, with a built-in MCP server for AI 3 Claude Code, Codex, OpenCode 8 6,509 tok
adudley78/mcp-audit Security scanner for MCP (Model Context Protocol) server configurations. Detects prompt in 3 Claude Code 1 22,658 tok