How real projects configure their agents

23,761 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
arcadeai-labs/omnimcp arcade.dev Use Arcade with Claude, Cowork, Cursor, OpenCode, and other agents. 5 Codex, OpenCode 1 461 tok
okforge/okforge-webui okforge.github.io LAN web UI + job runner for okforge knowledge bases: scanned PDF -> VLM OCR -> translated, 5 Codex, OpenCode 1 554 tok
tidyinfo/qmd A high-performance, private Markdown search engine with Hybrid Search (BM25 + Vector) and 5 Codex, OpenCode 1 1,522 tok
pblagoje/mcp-ollama-python pblagoje.github.io Ollama MCP Server, let's you chat with your local LLM running on your local OLLAMA server. 5 Claude Code, Codex, OpenCode 8 1,857 tok
perhapsspy/project-legibility Keep long-running repository work coherent and easy to resume. 5 Codex, OpenCode 1 449 tok
colinwilliams91/gaitor-orchestrator-cli npmjs.com CLI for AIDDLC -- Scaffolded, parallelized, context aware agent runtime in seconds. 5 Codex, GitHub Copilot, OpenCode 6 4,548 tok
jcast90/relay Orchestrate coding agents across repos. Local-first, self-hosted, runs inside your existin 5 Claude Code, Codex, OpenCode 2 3,098 tok
johnmikel/zeno-mobile-runner npmjs.com Deterministic mobile UI checks for AI coding agents. One Zig binary drives real iOS/Androi 5 Codex, OpenCode 1 1,068 tok
jmerelnyc/paygate-402 Turn any API or MCP server into a paid service 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 657 tok
alefcarlos/mcpserver-auth-demo Protected MCP Server Sample using .NET Aspire and Keycloak 5 Claude Code, Codex, OpenCode 4 692 tok
klodr/faxdrop-mcp Send real faxes from any MCP-enabled AI assistant. Wraps the FaxDrop API (PDF/DOCX/JPG/PNG 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,435 tok
guodaxia103/tabrix MCP-native Chrome automation layer for AI assistants. Open source, community-driven, and p 5 Codex, OpenCode 1 1,926 tok
fullstack-ai-infra/mem A portable, self-hosted memory plane for AI agents — one core across API, MCP, CLI, and UI 5 Codex, OpenCode 1 426 tok
tta-lab/organon Structure-aware tools for AI agents. Tree-sitter code editing, web page navigation, search 5 Codex, OpenCode 1 2,241 tok
sunnydev07/test-remote-mcp-server marvellous-mcp.fastmcp.app A test mcp server , you can connect this mcp to claude-desktop using this link below: 5 Codex, OpenCode 1 885 tok
HanZephyr/AI-Data-Access-Gateway An open-source secure data access gateway for AI agents. It provides database safety acces 5 Codex, OpenCode 1 372 tok
pietrosaveri/LazyLingo An Autonomous AI Agent with a custom MCP server that does Duolingo for you and sends Disco 5 Codex, OpenCode 1 1,114 tok
alvcarmona/library-mcp MCP server that automates library music-room booking — Clean Architecture, Selenium scrapi 5 Codex, OpenCode 1 412 tok
ApexIQ/skillsmith pypi.org One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instructio 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,432 tok
spyrosze/mcp-openfoodtox phoebeai.com MCP server providing tools to access EFSA's comprehensive OpenFoodTox Chemical Hazards in 5 Codex, OpenCode 1 6,574 tok
24373054/TLAH-Studio download.matrixlabs.cn Native Windows AI agent workspace with observable runs, controlled tools, MCP, and provide 5 Claude Code, Codex, OpenCode 2 2,252 tok
bobaba76/Engram Local-first code intelligence and MCP-native review engine for Python and TypeScript repos 5 Codex, OpenCode 1 736 tok
alexmx/peek See and drive any Mac app from your terminal or your AI agent. 5 Claude Code, Codex, OpenCode 2 2,996 tok
shuchitajain/awesome-ai-setup npmjs.com Practical agents for AI-native repository workflows 5 Codex, OpenCode 1 2,265 tok
mmornati/leanproxy-mcp mmornati.github.io A "Token Firewall" for MCP - reduce AI token costs by 50-80% while securing your code from 5 Codex, OpenCode 1 245 tok
comisai/comis comis.ai Open-source security-first runtime for AI agents that learn and act across sessions. 5 Claude Code, Codex, OpenCode 2 20,957 tok
dubh3124/Director Director: AI-first local system for producing live-app presentation videos and decks. 5 Codex, OpenCode 1 651 tok
PO-VINCENT/ai-shopping-audit Lighthouse for AI shopping: audit any product page for AI-agent readiness. 0-100 score, ev 5 Claude Code, Codex, Gemini CLI, OpenCode 3 409 tok
velhud/PatchBay Route ChatGPT context into local Codex workers. 5 Codex, OpenCode 1 1,543 tok
Afnanksalal/co-op co-op.software Co-Op is local-first business management software for company planning, research, files, c 5 Codex, OpenCode 1 1,095 tok
llmpolska/llm-design-engine Creative director and design compiler for coding agents 5 Codex, OpenCode 1 720 tok
velias/mcp-auth-adapter An authentication adapter for Model Context Protocol (MCP) world. It sits in front of any 5 Codex, OpenCode 1 5,980 tok
MichaelCereda/stampo Turn any API or config into a real CLI. Single static binary, zero dependencies, tab compl 5 Codex, OpenCode 1 813 tok
binary16labs/prime-silo binary16labs.github.io The canonical Sovereign AI Agent OS & runtime harness. Built for Model Context Protocol (M 5 Claude Code, Codex, OpenCode 13 11,239 tok
symphos-ai/orcho-core docs.orcho.dev Production harness and control plane for accountable AI-assisted software delivery 5 Claude Code, Codex, OpenCode 16 2,148 tok
lachlanchen/AgInTi-LabCanvas lazying.art AgInTi LabCanvas: agentic studio for editable scientific figures, CAD devices, and experim 5 Codex, OpenCode 1 9,085 tok
brodewa369/roowet-semantic-vault-search Local RAG semantic search for Obsidian vaults — Ollama + LanceDB + MCP. Search your markdo 5 Codex, OpenCode 1 1,700 tok
swayamg20/AgentRelay swayamg20.github.io Self-hosted MCP mailbox for secure agent-to-agent collaboration across repositories and ma 5 Claude Code, Codex, OpenCode 2 1,685 tok
noblepayne/mcp-injector HTTP shim for injecting MCP tools into OpenAI-compatible chat completions 5 Codex, OpenCode 1 7,776 tok
FrangSierra/Alembic Reduce noisy shell, CI, diff, and MCP-adjacent output into compact answers your coding age 5 Codex, OpenCode 1 11 tok
agent-receipts/openclaw obsigna.dev Agent Receipts / Obsigna plugin for OpenClaw — cryptographically signed audit trail for ag 5 Claude Code, Codex, GitHub Copilot, OpenCode 6 1,940 tok
yeomyeonggeori/blueclaw A POSIX-isolated agent host: a Go daemon that runs an AI agent harness on behalf of the pe 5 Codex, OpenCode 1 3,134 tok
jaysonmulwa/flanner flanner.io Local-first agent context — versioned on your machine, synced peer-to-peer between your te 5 Claude Code, Codex, OpenCode 5 300 tok
BlaiseMoses01/playback-mcp blaisemoses01.github.io Control YouTube playback from local AI agents and MCP-compatible tools like Claude Code, C 5 Claude Code, Codex, OpenCode 4 1,336 tok
ycanerden/mesh trymesh.chat Your AI team's home base. Connect Claude, Cursor, and Gemini into one room. Built and oper 5 Claude Code, Codex, OpenCode 2 1,745 tok
rafaelghif/antigravity-agents Universal agentic engineering layer for Google Antigravity. Features autonomous multi-agen 5 Claude Code, Codex, Gemini CLI, OpenCode 21 1,701 tok
faith-tools/open-chat open-chat.dev Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use 5 Codex, OpenCode 1 1,579 tok
deadtrickster/serenedash A live terminal dashboard for a SereneDB server: storage, memory, sessions, per-thread CPU 5 Codex, OpenCode 1 4,236 tok
olgasafonova/mcp-otel-go OpenTelemetry middleware for Go MCP servers (go-sdk) 5 Claude Code, Codex, OpenCode 5 1,233 tok
zeshuochen/nekoro-browser pypi.org Lightweight browser automation CLI + MCP server driving your everyday Chrome via the exten 5 Claude Code, Codex, OpenCode 2 706 tok