How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
baixianger/phantom-canvas Your Gemini web app as a service — turn the free Gemini web interface into a programmable 6 Codex, OpenCode 1 257 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
lelabdev/rag-ferrite Personal RAG engine — simple, fast, Rust. One binary (15 MB), one DB, native collections. 6 Codex, OpenCode 1 3,535 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
jiezeng2004-design/PatchWarden patchwarden-showcase-redesign.yistart.chatgpt.site Turn your ChatGPT conversations into safe, auditable local execution. PatchWarden lets you 6 Codex, OpenCode 1 539 tok
rodionlim/portfolio-manager-go Your own personal AI portfolio manager. Any OS. Any Platform. The penguin way. 🐧 6 Codex, GitHub Copilot, OpenCode 2 1,204 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
erraggy/oastools erraggy.github.io OpenAPI Specification (OAS) tools for validating, parsing, fixing, converting, diffing, jo 6 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 20 11,190 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 6,226 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 —
zessu/samson-ai Your personal fitness trainer. Get fitness recommendations daily through email/SMS 6 Codex, OpenCode 1 1,449 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
piklen/manmankan piklen.github.io Local A-share data screener: watchlist/industry/theme/full market → CLI + AI-readable JSON 6 Codex, OpenCode 1 1,621 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 1,426 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
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
tylerjrbuell/reactive-agents A custom reactive AI Agent framework that allows for creating flexible reactive agents to 6 Codex, OpenCode 1 6,277 tok
vb-nattamai/agent-ready AgentReady — Transform any legacy repo into an AI-agent-ready codebase. Generates agent-co 6 Claude Code, Codex, OpenCode 2 5,630 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 3,479 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
slhaf/AgenticGPT Linux local execution agent and Rust Hub for controlled ChatGPT Actions and Apps MCP acces 6 Codex, OpenCode 1 2,152 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 humans and AI agents to jointly initiate, execute, approve, and recon 6 Claude Code 7 22,862 tok
BlockSecCA/joern-mcp MCP server wrapping Joern for AI-driven code security analysis 6 Claude Code 2 347 tok
q1ngn1ng-web/kb-rag Personal knowledge base engine: PDF/Word/EPUB → LLM entity relationship graph + hybrid ret 6 Claude Code, Codex, OpenCode 11 1,225 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
polydera/lunar lunar.polydera.com Browser-based geometry processing. AI-controllable via MCP. Powered by trueform. 6 Codex, OpenCode 1 5,767 tok
HosungYou/LongTable Research control plane for AI-assisted scholarship: durable human checkpoints, lawful evid 6 Codex, OpenCode 1 659 tok
HERRY423/CellTypePilot Agent-native, local-first plugin for auditable single-cell annotation with governed eviden 6 Codex, OpenCode 1 4,451 tok
zscaler/zguard-ai-integrations Central documentation repository for all integrations with Zscaler AI Guard 6 Claude Code 1 2,276 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
egarcia74/warp-sql-server-mcp egarcia74.github.io 🗄️ Model Context Protocol (MCP) server for SQL Server integration with Warp terminal. Exe 6 Codex, GitHub Copilot, OpenCode 3 1,702 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
JiuTian-dev/SupplyChainCortex An AI Agent that analyzes your supply chain.Ask questions. Agent analyzes data across inve 6 Claude Code, Codex, OpenCode 41 2,191 tok