How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
Kong/ai-marketplace konghq.com Portable Kong skills and Konnect MCP configuration for agents — contributor source for pac 6 Claude Code, Codex, OpenCode 2 5,632 tok
mathpluscode/bibtools bib.tools A bibliography toolkit for LaTeX, built as agent skills. 6 Claude Code, Codex, OpenCode 2 709 tok
PIsberg/skill3 Skill3 is a lightweight Java CLI that relearns a technical skill for an AI agent. It disco 6 Claude Code, Gemini CLI 2 3,830 tok
netresearch/matrix-skill Three Agentic Skills for Matrix: encrypted chat with a daemon that follows rooms live, Syn 6 Claude Code, Codex, Gemini CLI, OpenCode 3 3,080 tok
zystem-io/zymtrace-skills zymtrace.com zymtrace skills. Detect and optimize GPU and CPU workload bottlenecks with zymtrace conti 6 Claude Code 1 2,056 tok
junoh-bg/claude-pokemon-pet A floating Pokémon companion for Claude Code — reacts to your session, levels up and evolv 6 Claude Code 1 1,962 tok
sergeyklay/.agents My personal, curated set of artifacts for AI coding agents 6 Claude Code, Codex, OpenCode 4 894 tok
ahgraber/skills Agent skills 6 Claude Code, Codex, OpenCode 3 2,158 tok
muthuishere/toolnexus muthuishere.github.io One agent SDK, hand-ported to 8 languages — JavaScript, Python, Go, Java, C#, Elixir, Cloj 6 Claude Code 1 4,315 tok
jenreh/harmonyhub-py Local control of the Logitech Harmony Hub: library, CLI, and MCP server 6 Claude Code, Codex, OpenCode 6 1,355 tok
developer-overheid-nl/skills-standaarden Claude Code plugin voor het werken met Logius standaarden voor Nederlandse overheidsintero 6 Claude Code 1 3,059 tok
jwalsh/mcp-server-qrcode Model Context Protocol server for generating QR codes 6 Claude Code 1 600 tok
MrMebelMan/bambuddy-mcp An MCP server that exposes the full Bambuddy REST API as tools for AI assistants. 6 Claude Code 1 928 tok
Amatofrancesco99/thoughtweave The SDD (+TDD) workflow for coding agents that adapts to your level - teaching when new, c 6 Claude Code, Codex, OpenCode 2 899 tok
smss123/ABP-ai-skills skill and agent to make your ai strong in abp work and project 6 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 5 6,924 tok
Lingelo/azerothcore-wotlk-mcp MCP Server for managing AzerothCore WotLK via SOAP — enables LLM-powered GM administration 6 Claude Code 1 518 tok
claude-world/claude-101 claude-world.com 27 practical AI tools (MCP server + CLI) — real computation for writing, analysis, coding, 6 Claude Code 2 —
YugantM/hvtracker hvtracker.net AI agent & MCP trust registry — independent, evidence-based trust scores for 1.3K+ open-so 6 Claude Code, Codex, OpenCode 2 5,454 tok
sachinshelke/ToolsConnector toolsconnector.github.io Open-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, A 6 Claude Code, Codex, Cursor, OpenCode 11 1,364 tok
ahmetbarut/mcp-database-server A Model Context Protocol (MCP) server that provides multi-database query execution capabil 6 Claude Code, Cursor 2 4,081 tok
see-quick/strimzi-mcp-server Manage and troubleshoot Strimzi Kafka on Kubernetes using AI. MCP server with support for 6 Claude Code 1 —
hrubymar10/aimebu IRC for you and your AI agents — shared rooms across Docker, harnesses, and machines. Sing 6 Claude Code, Codex, OpenCode 2 8,059 tok
davo20019/aidaemon Personal AI daemon — Telegram interface, agentic tool use, MCP integration, email triggers 6 Claude Code, Codex, OpenCode 2 3,855 tok
pdugan20/rewind docs.rewind.rest Personal data aggregation service. Syncs data from Strava, Last.fm, Discogs, Plex, Trakt, 6 Claude Code, Codex, OpenCode 4 1,460 tok
kruchenburger/another-s3-manager Lightweight self-hosted web UI for AWS S3, MinIO, R2 and any S3-compatible storage. Multi- 6 Claude Code, Codex, OpenCode 2 7,370 tok
mirkosertic/MCPLuceneServer MCP Lucene Server is a Model Context Protocol (MCP) server that exposes Apache Lucene's fu 6 Claude Code 1 876 tok
ayuksel-tenb/tenable-attack-mapper MCP server that maps Tenable Security Center findings to the MITRE ATT&CK framework, then 6 Claude Code 1 —
tcpiplab/Instability A network diagnostic chatbot that also works offline. It has over 50 built-in tools to pro 6 Claude Code 1 1,883 tok
epicsagas/Episteme crates.io A production-ready knowledge graph system for software engineering that connects design pa 6 Claude Code, Codex, Gemini CLI, OpenCode 2 3,022 tok
srnichols/plan-forge Forge rough ideas into drift-proof execution contracts for AI coding agents. 6-step pipeli 6 Claude Code, GitHub Copilot 13 23,658 tok
automators-com/flowproof automators.ai Open-source E2E testing an AI agent records for you. Plain-language tests, recorded once o 6 Claude Code, Codex 2 1,442 tok
honeycomb-Technologies/Mitsuro Mitsuro is a self-hosted AI workspace for coding, research, and durable agent work. 6 Claude Code, Codex, Cursor, OpenCode 9 6,399 tok
alexmx/peek See and drive any Mac app from your terminal or your AI agent. 6 Claude Code, Codex, OpenCode 2 2,996 tok
chamuka-inc/vmette chamuka-inc.github.io A hardware-isolated microVM sandbox for running untrusted local AI agents on macOS. 6 Claude Code 1 3,645 tok
rnixai/rnix rnix.ai An operating system for AI agents — Unix philosophy: process, VFS, syscalls. Go 1.26. 6 Claude Code, GitHub Copilot 2 15,311 tok
marc-shade/fraud-detection-mcp Fraud detection MCP server: Isolation Forest + Autoencoder ensemble, behavioral biometrics 6 Claude Code 1 7,478 tok
bigduu/Zenith bigduu.github.io Bodhi — a local-first AI agent workbench in Rust: desktop app, Bamboo runtime, Jiandu shar 6 Claude Code, Codex, OpenCode 2 3,517 tok
wallet-agent/wallet-agent wallet-agent.ai MCP server for Web3 wallet interactions on EVM-compatible chains 6 Claude Code 3 1,498 tok
arkon-ai/arkon The AI Operations Control Plane — monitor, govern, and automate your AI agents 6 Claude Code 1 1,839 tok
markmhendrickson/ateles Operating system for agentic organizations 6 Claude Code 7 23,097 tok
BlockSecCA/joern-mcp MCP server wrapping Joern for AI-driven code security analysis 6 Claude Code 2 347 tok
MARUCIE/authbox Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gatew 6 Claude Code, Codex, Gemini CLI, OpenCode 3 45,287 tok
MohmmedAshraf/symbiote Symbiote bonds with your AI tools — giving them memory, context, and your coding DNA. 6 Claude Code 1 988 tok
Ducksss/LifeHack-2026 visa-woven.vercel.app Woven — an MCP commerce app for ChatGPT and Codex that builds compatible, in-stock carts a 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,009 tok
zscaler/zguard-ai-integrations Central documentation repository for all integrations with Zscaler AI Guard 6 Claude Code 1 2,276 tok
Aditya251610/opentool opentool.space Open-source MCP server. Give AI agents authenticated access to GitHub, Notion, Slack and 1 6 Claude Code, Codex, GitHub Copilot 4 819 tok
ThalesMMS/dicom-viewer-mcp-app MCP app/server that renders local DICOM series into server-side PNG slices with window/lev 6 Claude Code 1 —
AugentDevs/augent augent.app Any audio. Any video. Find what matters through the wormhole. 6 Claude Code 1 6,656 tok
mrzdevcore/haira haira.dev Haira: The programming language for AI agents. 6 Claude Code 3 221 tok
pwrdrvr/PwrSnap pwrsnap.com Screenshots and recording for macOS and Windows. Snap, annotate, blur, ship. Optional AI r 6 Claude Code, Codex 7 3 tok