How real projects configure their agents

24,842 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
hexxla/mcp-ratchet Go package for enforcing tool call order in MCP servers. Token-based dependency system wit 2 Codex, OpenCode 1 395 tok
dreliq9/llm-intentions An open protocol for turning Android apps into MCP tool servers. CapApps + Hub gateway + I 2 Codex, OpenCode 1 1,679 tok
smithaldon1/deltav-mcp DeltaV MCP Server for Edge API and OPC-UA. Contains a REST API and OPC-UA server with simu 2 Codex, OpenCode 1 3,183 tok
cafeTechne/ableton-11-mcp-for-windows-codex-and-antigravity AI-to-Ableton Live 11 bridge with 220+ MCP tools, music theory generators, and agentic wor 2 Codex, OpenCode 1 2,985 tok
reearth/reearth-cms-mcp cms.reearth.io MCP server for Re:Earth CMS 2 Claude Code, Codex, OpenCode 2 799 tok
dev-manul/kartograf Code map & call-graph MCP server for AI agents. Tree-sitter + SQLite index of PHP/Go/TS co 2 Codex, OpenCode 1 1,422 tok
totalcms/totalcms totalcms.co Project skeleton for Total CMS — install with: composer create-project totalcms/totalcms 2 Codex, OpenCode 1 1,690 tok
Gldywn/gatekeeper trygatekeeper.dev Human-approved bridge between AI agents and your database through Beekeeper Studio. 2 Codex, OpenCode 1 2,059 tok
varienos/agentic-journal Local, observer-first activity journal for AI coding agents with MCP tools, CLI wrappers, 2 Codex, Gemini CLI, OpenCode 2 548 tok
itallstartedwithaidea/claude-googleadsagent ahmeego.com Google Ads Agent — Buddy. The most comprehensive Google Ads + advertising plugin for Claud 2 Claude Code, Codex, OpenCode 2 1,597 tok
Morningstar202604/ScholarSeed gitcode.com Scholarly pipeline with proof-carrying paper processing. 2 Codex, OpenCode 1 1,546 tok
eksdev007/xcodeinstrumentmcp CLI and MCP server for parsing Xcode Instruments traces, ranking hotspots, and generating 2 Codex, OpenCode 6 622 tok
simozampa/clankerchat npmjs.com comms for your coding agents 2 Claude Code, Codex, OpenCode 2 94 tok
JonusNattapong/mcp-mt5 Institutional MetaTrader 5 (MT5) MCP Server — 67 Tools, ICT & SMC Models, Risk Credit Scor 2 Codex, OpenCode 1 2,234 tok
wqjuser/AIQuantificationTools myqt.zxai.fun An auditable quantitative research workstation for individual researchers, featuring marke 2 Codex, OpenCode 1 87 tok
Coding-Dev-Tools/deploydiff coding-dev-tools.github.io Preview infrastructure cost and configuration changes before deploying 2 Codex, OpenCode 1 430 tok
listlessbird/dbml-viz dbml-viz.com simple tool to visualise and share ER diagrams 2 Codex, OpenCode 1 458 tok
soukouki/obsidian_fetch ob.sou7.io MCP servers focused on fetching and presenting information from Obsidian vaults. 2 Codex, OpenCode 1 44 tok
Jelloeater/ulanzi-mcp MCP server and CLI for Ulanzi TC001 Smart Pixel Clock (AWTRIX3 firmware) 2 Codex, OpenCode 1 953 tok
luthersystems/insideout-power insideout.luthersystems.com InsideOut for Kiro IDE — Agentic AI for conversational cloud infrastructure design, setup, 2 Codex, OpenCode 1 1,155 tok
leaf76/session-collab-mcp npmjs.com Provider-agnostic MCP collaboration server: claim files, persist working memory, and preve 2 Claude Code, Codex, OpenCode 2 1,808 tok
tdwhere123/Do-SOUL-Alaya The local-first memory plane for CLI coding agents. Codex and Claude Code attach via MCP; 2 Claude Code, Codex, OpenCode 2 2,423 tok
dreamiurg/datadog-mcp 117 read-only Datadog tools for your AI. Every observability pillar. Zero writes. Zero reg 2 Claude Code, Codex, OpenCode 2 526 tok
trsdn/MistralDocAI-mcp npmjs.com MCP (Model Context Protocol) server for document-to-Markdown conversion using Mistral AI O 2 Codex, GitHub Copilot, OpenCode 2 1,649 tok
HKiOnline/prompter Simple Model Context Protocol Server for storing and calling your custom prompts, powered 2 Codex, OpenCode 1 787 tok
billlzzz26/blink-md High-performance Notion document sync and conversion engine with Universal IR support for 2 Claude Code, Codex, OpenCode 8 4,174 tok
amkisko/scout_apm_mcp.rb rubygems.org Ruby gem providing ScoutAPM API client and MCP (Model Context Protocol) server tools for f 2 Claude Code, Codex, OpenCode 6 4,137 tok
flytohub/flyto-ai flyto2.com Plans new work as Flyto2 workflows, then reuses exact solved procedures without another pl 2 Claude Code, Codex, OpenCode 2 1,866 tok
Holley-Studio/thesmos-governance holley.studio AI governance CLI, GitHub Action, VS Code extension & MCP server — 1,075 rules for Claude, 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 11,045 tok
hybridindie/comfyui_mcp Secure MCP server for ComfyUI — workflow inspection, path sanitization, rate limiting, and 2 Claude Code, Codex, OpenCode 2 5,524 tok
hlebtkachenko/spaceship-mcp MCP server for www.Spaceship.com — domains, DNS, contacts, transfers, SellerHub (27 tools) 2 Codex, OpenCode 1 336 tok
keugenek/reactor keugenek.github.io Predict LinkedIn post performance before you publish. GO/WAIT/IMPROVE/NO verdict, impressi 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 611 tok
waabox/llm-backlog A Git-native backlog designed for both humans and LLM agents. Tasks live as simple Markdow 2 Claude Code, Codex, OpenCode 2 2,319 tok
TAskMAster339/memos-engine pypi.org Memos builds a structural index (symbols, call edges, imports) of a codebase using tree-si 2 Codex, OpenCode 1 4,667 tok
CueCrux/Crux cuecrux.com Retrieval engine with cryptographic receipts. Token-budgeted search, fact store, gap repor 2 Claude Code, Codex, OpenCode 2 1,945 tok
Knuckles-Team/documentdb-mcp DocumentDB A2A + MCP Server 2 Claude Code, Codex, OpenCode 2 4,280 tok
Ultraivanov/deus-in-machina deus-in-machina.vercel.app Design System Runtime (DSR) — proprietary design-system runtime. Use only with explicit pe 2 Claude Code, Codex, OpenCode 4 712 tok
sequelcore/kiln Domain-agnostic AI orchestration engine for channels, tools, LLMs, RAG, and safety pipelin 2 Claude Code, Codex, OpenCode 3 1,730 tok
craftled/openklip openklip.com Agent-native video toolchain. Local-first video editing for agents and humans. CLI and MCP 2 Claude Code, Codex, OpenCode 7 22,953 tok
jeffbai996/vecgrep grep by meaning instead of keywords: local semantic and multimodal search over any corpus 2 Claude Code, Codex, OpenCode 2 3,297 tok
prantikmedhi/lore NotebookLM orchestration for MCP clients (Codex/Cursor/Gemini/OpenClaw): repeatable pipeli 2 Codex, GitHub Copilot, OpenCode 2 685 tok
frostney/pascal-mcp-sdk frostney.github.io FreePascal-native MCP (Model Context Protocol) server library — expose tools, resources, a 2 Claude Code, Codex, OpenCode 20 2,576 tok
waleedkhanbaloch/claude-code-safety-net waleedkhanbaloch.github.io 🛡️ Enhance code safety with Claude Code Safety Net, a tool designed to identify and mitig 2 Claude Code, Codex, OpenCode 2 3,226 tok
SabilMurti/Amneshia jsr.io Deterministic Knowledge Graph & Truth Maintenance Engine for AI Agents — SQLite FTS5 · Mar 2 Codex, OpenCode 1 2,077 tok
lidless-labs/adguardctrl lidless.dev One bad call can take down your DNS filtering. adguardctrl gates every AdGuard Home write 2 Claude Code, Codex, OpenCode 2 1,548 tok
strait-dev/strait strait.dev Open-source job orchestration in a single Go binary. Background jobs and multi-step workfl 2 Claude Code, Codex, OpenCode 2 11,642 tok
JoeSoep/ai-dev-team Local-first AI development team cockpit for Codex, Claude Code, MCP shared memory, Telegra 2 Claude Code, Codex, OpenCode 2 499 tok
Taibur-Rahaman/Agent2Wp-AI-WordPress-Agent Security engine for WordPress AI Abilities — fail-closed risk classification, permission g 2 Claude Code, Codex, Gemini CLI, OpenCode 3 714 tok
AI-wuji/wuji-legion-codex Wuji Legion 2.0: a system-level Skill hub for ChatGPT Codex, responsible for calling other 2 Codex, OpenCode 1 674 tok
zpf2234/codexhub zpf2234.github.io Community-maintained index and quality radar for Codex Skills, Plugins, MCP, AGENTS.md, an 2 Codex, OpenCode 1 92 tok