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
Airmail/airmail-mcp airmailapp.com Model Context Protocol (MCP) server for Airmail. Lets AI assistants manage emails, contact 7 Claude Code, Codex, OpenCode 2 1,399 tok
xiaolai/mac-it-guy-pro Your personal IT guy for macOS — remembers your machine, guards every action, explains wha 7 Codex, OpenCode 1 1,786 tok
Wuxb02/medi-agent-swarm Multi-agent intelligent Q&A assistant / skill-agent capability integration / three-layer m 7 Claude Code, Codex, OpenCode 10 710 tok
jinyimeng01/net-code-audit-skill-master World-class .NET offensive security & code audit skill suite for AI agents 7 Codex, OpenCode 1 1,280 tok
omkar9854/mcp-atlassian-onpremdc mcp-atlassian-onpremdc MCP server for self-hosted Atlassian Data Center/Server installatio 7 Codex, OpenCode 1 712 tok
ageless-h/blender-mcp MCP server integration for AI-assisted Blender automation. Features a 4-layer architecture 7 Codex, OpenCode 1 1,827 tok
asiletskyi-pm-evo/grow-product-manager-plugin Claude Cowork plugin for Product Managers. Research, concepts, requirements, task creation 7 Codex, OpenCode 1 2,193 tok
lecopivo/another-houdini-mcp Yet Another Houdini MCP 7 Codex, OpenCode 1 1,052 tok
UseJunior/email-agent-mcp Email connectivity for AI agents — MCP server for Claude Code, Gemini CLI, Cursor, and mor 7 Claude Code, Codex, Gemini CLI, OpenCode 4 872 tok
ixijxjgxidj-cmd/GPU-Server-Management-MCP-Skill- 7 Claude Code, Codex, OpenCode 3 2,318 tok
c47-inc/mcp-film mcp.film Curated, agent-first directory of MCP servers for AI filmmaking. 7 Claude Code, Codex, OpenCode 2 2,820 tok
Contentrain/ai ai.contentrain.io Repo-native content governance for AI agents. Extract, review, and deliver UI text, docs, 7 Claude Code, Codex, OpenCode 2 4,436 tok
cyanheads/arxiv-mcp-server npmjs.com Search arXiv, fetch paper metadata, and read full-text content via MCP. STDIO or Streamabl 7 Claude Code, Codex, OpenCode 2 35,410 tok
cdeust/ai-architect-mcp-codebase ai-architect.tools AI Architect Codebase: cross-platform code intelligence MCP for Claude Code, Codex, Gemini 7 Claude Code, Codex, OpenCode 8 429 tok
mattmohandiss/cad-mcp-server npmjs.com MCP server for AI-assisted STEP CAD inspection, geometry queries, PMI hints, and revision 7 Codex, OpenCode 1 333 tok
Pseudogiant-xr/Pseudolife-MCP Persistent long-term memory for Agents — an MCP server with an associative memory bank, a 7 Claude Code, Codex, OpenCode 6 7,401 tok
fouradata/mcp foura.ai MCP server for the FourA web scraping API - four tools, six prompts, one API key. 7 Claude Code, Codex, OpenCode 2 1,248 tok
Zephyrex21/claude-leetcode-helper A Claude Code Skill that transforms LeetCode problems into optimized interview-ready solut 7 Codex, OpenCode 1 3,919 tok
aizech/clinical-skills corpusanalytica.com A collection of AI agent skills focused on medical imaging and healthcare workflows. Built 7 Claude Code, Codex, OpenCode 2 3,249 tok
netresearch/enterprise-readiness-skill Agent Skill for enterprise readiness assessment - security, quality, and automation | Clau 7 Codex, OpenCode 1 941 tok
The-Utopia-Studio/skills the-utopia-studio.github.io Operator-grade AI skill marketplace for The Utopia Studio — 357 curated skills across GTM 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 948 tok
openclaw/carapace carapace.design Canonical web design tokens, styles, and agent guidance for OpenClaw 7 Codex, OpenCode 1 563 tok
cookieMonsterDev/agents-skills Agent Skills for coding agents 7 Claude Code, Codex, OpenCode 2 395 tok
epfl-lara/LeanProbe Fast Lean 4 proof feedback for coding agents. CLI, Python library, and MCP server with war 7 Codex, OpenCode 1 1,005 tok
its-me-prash/kleinanzeigen-reader Read & analyze any kleinanzeigen.de listing from any AI system — MCP server, function-call 7 Claude Code, Codex, OpenCode 2 1,416 tok
Agnuxo1/EnigmAgent npmjs.com EnigmAgent — 6-layer encrypted vault for AI agents (AES-256 + ChaCha20 + Blowfish + Fernet 7 Codex, OpenCode 1 276 tok
mgovedarov/mcp-vcf-orchestrator mgovedarov.github.io MCP server for VCF Automation Orchestrator — manage workflows, actions, configuration elem 7 Claude Code, Codex, OpenCode 14 10,098 tok
eve0415/cella A terminal-native devcontainer CLI built for the AI agent era. Drop-in devcontainer CLI re 7 Claude Code, Codex, OpenCode 8 1,770 tok
gingugu/gingugu A pirate never forgets where the treasure's buried. 🏴‍☠️ 7 Claude Code, Codex, OpenCode 34 9,215 tok
rmyndharis/aimhooman aimhooman teaches coding agents Git etiquette—keeping agent memory, internal instructions, 7 Codex, GitHub Copilot, Gemini CLI, Kiro, OpenCode 4 3,415 tok
dirnbauer/typo3-skills 61 Agent Skills that teach Claude Code, Codex, Cursor and Gemini how to build, upgrade and 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 5 6,893 tok
wonna-fi/saaga 7 Claude Code, Codex, OpenCode 2 420 tok
vikrantd/TLDRGraph vikrantd.github.io Dynamic Multi-Layer Code Flow, Instant Semantic Call Tracing, and Interactive Architectura 7 Claude Code, Codex, OpenCode 4 352 tok
sanity-io/context sanity.io Tools for building AI agents with structured access to Sanity content 7 Claude Code, Codex, OpenCode 2 1,306 tok
sandraschi/dreame-mcp FastMCP 3.1 MCP server and webapp for the Dreame D20 Pro Plus robot vacuum. 7 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 759 tok
Euclid-BG/Euclid-MCP euclid-bg.github.io Euclid-MCP server for logical reasoning: turns facts into formal proofs. Euclid-MCP is a h 7 Codex, OpenCode 1 2,525 tok
specdog/dotdog specdog.github.io CLI tool for structured software specs. Validate .dog files, compile .dag graphs, query vi 7 Claude Code, Codex, OpenCode 2 991 tok
howdeploy/remorafish Agent-first Web2API and MCP provider framework for authorized LLM web sessions 7 Codex, OpenCode 1 795 tok
weselow/Yandex-webmaster-mcp-server MCP server for the Yandex Webmaster API v4 — provides 46 tools for managing sites, sitemap 7 Claude Code, Codex, OpenCode 21 2,632 tok
gelse/caldav-mcp An MCP server that bridges AI assistants to CalDAV calendars. 14 tools for listing, creati 7 Codex, OpenCode 1 2,217 tok
serpro69/pal-mcp-server The power of ClaudeCode / AntigravityCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azur 7 Claude Code, Codex, OpenCode 3 2,942 tok
ADIKANT/datalens-dev-mcp Local stdio MCP server for safe AI-assisted Yandex DataLens dashboard development. 7 Codex, OpenCode 1 630 tok
cyanheads/hn-mcp-server npmjs.com Browse Hacker News feeds, threads, and user profiles with full-text search via MCP. STDIO 7 Claude Code, Codex, OpenCode 2 16,320 tok
fastslack/mtw-e2e-runner JSON-driven E2E test runner with parallel execution, Chrome pool, and Claude Code MCP inte 7 Claude Code, OpenCode 5 2,828 tok
ddmanyes/second-brain-mcp A self-maintaining personal knowledge database — powered by MCP, DuckDB, and biological me 7 Claude Code, Codex, OpenCode 2 7,375 tok
zelentsov-dev/apple-ads-mcp Local-first MCP server for Apple Ads Platform API v1 with typed, receipt-gated campaign op 7 Claude Code, Codex, OpenCode 2 499 tok
yongjip/mergetrain yongjip.github.io Local merge queue for parallel LLM agents in Git worktrees. Test combined code changes, re 7 Claude Code, Codex, OpenCode 3 2,781 tok
bird-chinese-community/BIRD.skills BIRDCC agent skills registry 7 Codex, OpenCode 1 1,795 tok
Mohamed-El-Sharqawy/agent-tutor The agent-agnostic AI tutor skill that writes into your Obsidian vault — works with Claude 7 Codex, OpenCode 1 1,043 tok
ArchSightLabs/archsight-cognition npmjs.com Cognitive enhancement AI Skills: structured thinking, decision reviews, debate, writing, p 7 Claude Code, Codex, Gemini CLI, OpenCode 3 1,557 tok