How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
IdraDev/Diagrammer 📐 A minimal viewer for LLM-authored diagrams. Local-first, schema-driven, no account, no 11 Claude Code, Codex, OpenCode 2 573 tok
caiowilson/MCP-memento Local-first MCP server that gives AI agents durable repo memory and fast semantic code con 11 GitHub Copilot 1 637 tok
oborchers/mcp-server-pacman drborchers.com A Model Context Protocol server that provides package index querying capabilities. 11 Claude Code 1 407 tok
tse-wei-chen/hs-sql-agent sql-agent.net .NET SQL Agent MCP server featuring raw SQL input, strict AST validation, and an embedded 11 Codex, OpenCode 1 825 tok
xinthink/reader-mcp-server Connect your Readwise Reader library to LLMs. 11 Claude Code 1 707 tok
croakingtoad/context-engineering-mcp locomotive.agency Automated Context Engineering MCP Server for creating high-quality Product Requirements Pr 11 Claude Code 1 407 tok
joe-broadhead/open-cowork joe-broadhead.github.io Open Cowork is a desktop, cloud and gateway workspace for OpenCode. 11 Codex, OpenCode 1 1,466 tok
yaniv-golan/mcp-bash-framework Portable Bash-only framework for building stdio Model Context Protocol (MCP) servers with 11 Claude Code, Codex, OpenCode 2 1,603 tok
justincastilla/kitsap_commute_MCP_py learning MCP through creating a commute assistant in Western Washington 11 Claude Code 1 1,856 tok
josortmel/EcoDB Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph ( 11 Claude Code 1 23,582 tok
Hyperyond/Hover gethover.dev Open-source Vibe Testing suite: an MCP server for the coding agent you already run, a VS C 11 Claude Code 1 5,049 tok
kurone-kito/idd-skill 🤖 An automated setup kit for implementing loop engineering based on issue-driven developm 11 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 25 124,679 tok
madeindigio/remembrances-mcp madeindigio.github.io A multimodal memory MCP server for made that your AI assistant learn from you and itself. 11 Codex, GitHub Copilot, OpenCode 3 675 tok
Dexter-DAO/dexter-mcp Source for the hosted Dexter and OpenDexter MCP runtimes, including OAuth-bound Wallet, x4 11 Claude Code, Codex, OpenCode 2 1,803 tok
elbruno/ElBruno.MempalaceNet MemPalace.NET — local-first AI memory in .NET (port of MemPalace) 11 Claude Code, Codex, GitHub Copilot 5 2,605 tok
imphillip/gbrain-openclaw Personal knowledge brain for OpenClaw — SQLite + FTS5 + vector embeddings, MCP-native. 11 Claude Code 1 1,234 tok
ConflictHQ/navegador navegador.dev AST + knowledge graph context engine for AI coding agents 11 Claude Code, Codex, OpenCode 2 1,082 tok
snyk/agentic-integration-wrappers snyk.io Provides wrappers to integrate with agentic workflows 11 Cursor 1 702 tok
trakli/webservice trakli.app AI-native and modern personal income tracking. 11 Codex, OpenCode 1 1,808 tok
hrishikeshdkakkad/fluidbox fluidbox-cloud-dashboard.vercel.app Enterprise Control plane that runs AI agents in governed and disposable sandboxes 11 Claude Code 1 15,542 tok
juanibiapina/mcpli A command-line interface for interacting with MCP (Model Context Protocol) servers 11 Codex, OpenCode 1 55 tok
pr1m8/haive-mcp pypi.org Dynamic MCP integration for AI agents — search 1,960+ servers, install with HITL approval 11 Claude Code, Codex, OpenCode 2 3,311 tok
wakaka6/claude-code-relay A high-performance Claude Code relay service implemented in Rust. Supports multi-platform 11 Claude Code 1 64 tok
tortastudios/python-ai-guardrails-template tortastudios.com Engineering guardrails for AI-generated Python code. Enforces types, tests, complexity lim 11 Claude Code 3 984 tok
badrshs/scribe-ai badrshs.github.io Automated content pipeline for Laravel. Scrape → AI rewrite → generate image → publish to 11 GitHub Copilot 1 1,680 tok
Sim-xia/Blind-Auditor MCP tool for improving model coding quality by mandatory self-audition 11 Cursor 1 144 tok
qurtai/qurt qurt.ai Your AI coworker powered by every model 11 Codex, OpenCode 1 476 tok
edgestorage/web-cap Web-Capability: Script-first web capabilities for AI agents. Run in-page scripts, save wo 11 Codex, OpenCode 1 414 tok
sane-apps/SaneProcess saneapps.com Workflow guardrails for coding agents and LLM-assisted development: AGENTS.md, native hook 11 Claude Code, Codex, GitHub Copilot, OpenCode 9 4,293 tok
synadia-ai/synadia-agents-labs Learn to build NATS-native AI agents with the Synadia Agent Protocol - small, runnable SDK 11 Claude Code 1 4,100 tok
max-rousseau/codeforge-mcp A Programmatic Tool Calling MCP Server allowing AI agents to build and (re)use their own A 11 Claude Code 1 716 tok
Shangri-la-0428/oasyce_psyche psyche.oasyce.com AI-first subjectivity kernel for agents — persistent emotional state, relation dynamics, a 11 Claude Code, Codex, OpenCode 2 2,091 tok
AstraBert/scpr Web scraper CLI and MCP built for human and coding agents 11 Claude Code 1 —
paiml/ruchy-book paiml.github.io The official book for the Ruchy language 11 Claude Code, Gemini CLI 2 10,856 tok
PieceOfFall/jdbg Debug Java like an agent: persistent runtime sessions, safe JDI inspection, jdb fallback, 11 Claude Code, Codex, OpenCode 2 7,567 tok
ESJavadex/ree-mcp skool.com MCP para la API de Red Electrica Española 11 Claude Code 1 4,581 tok
enmanuelmag/heimdall-mcp stack.cardor.dev Transparent MCP proxy with OpenTelemetry tracing. Wrap any MCP server and persist traces t 11 Claude Code, Codex, OpenCode 8 1,444 tok
gesh75/multivendor-ai-network-lab gesh75.github.io 26-device multivendor lab with risk-gated auto-remediation and RFC 6241 confirmed-commit r 11 Claude Code 1 1,901 tok
KHAEntertainment/docker-swarm-mcp MCP server for Docker Swarm orchestration using FastAPI and Docker SDK 11 Codex, OpenCode 1 212 tok
EliBarak12/Elliot elibarak12.github.io Elliot - build by Agents for Agents 11 Claude Code 4 1,136 tok
denoslab/starfish-fl Starfish-FL is an essential component of the STARFISH project. It focuses on federated lea 11 Claude Code 1 1,838 tok
Nam-Cheol/namba-ai velog.io Prompt refinement and workflow orchestration for Codex: turn vague ideas into scoped goals 11 Claude Code, Codex, OpenCode 27 1,571 tok
microsoft/Build26-DEM341-any-agent-any-cloud-standardized-tracing-with-foundry-and-opentelemetry build.microsoft.com Demo walkthrough and sample code for standardized multi-agent observability across clouds 11 Codex, GitHub Copilot, OpenCode 2 1,029 tok
ImitationGameLabs/aifed A text editor designed for AI agents. 11 Claude Code, Codex, OpenCode 2 644 tok
Samin12/claude-command-center-beta The command center for your AI agents 11 Claude Code, Codex 4 163 tok
artubss/SKILLS-CLAUDE-CODE 11 Claude Code, Codex 3 —
Luxuzhou/skill-monitor-plugin Claude Code skill health dashboard - security scan, token cost, budget analysis, hook conf 11 Claude Code 1 132 tok
ivy00johns/Skill-Madness Skill-Madness — all the skills, all the agents, all the chaos. 11 Claude Code, Codex, OpenCode 2 2,595 tok
Azure/sap-automation-bootstrap Bootstrap repo for SDAF 11 Claude Code, GitHub Copilot, Gemini CLI 3 568 tok
jennydove/self-improving-claude A self-improving Claude Code setup: session commands, audits, fixes, and memory that compo 11 Claude Code 13 520 tok