How real projects configure their agents

31,984 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
Jellypod-Inc/satori-mcp-server satori.jellypod.ai An MCP server that uses Satori to generate consistent images from React components. 11 Claude Code 1 602 tok
fsans/fms-odata-mcp Model Context Protocol (MCP) server for FileMaker Server OData 4.01 API integration 11 Claude Code, Codex, OpenCode 2 2,405 tok
trainual/tiptap-collaboration-mcp A Model Context Protocol (MCP) server that provides tools for interacting with Tiptap Coll 11 Claude Code 1
tha23rd/recaf-mcp MCP server plugin for Recaf — enabling AI agents to perform Java reverse engineering 11 Claude Code, Codex, OpenCode 2 1,137 tok
omercagatay/bddk-mcp MCP server for BDDK (Turkish Banking Regulation) decisions and regulations 11 Claude Code 5 1,842 tok
MonkeyRun-com/monkeyrun-open-brain Open Brain — personal knowledge/memory MCP server for AI agents 11 Claude Code 1 996 tok
markdevshop/vector-mcp Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVec 11 Claude Code, Codex, OpenCode 2 3,027 tok
craftingcodegig/vector-mcp Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVec 11 Claude Code, Codex, OpenCode 2 3,027 tok
lightszentip/laravel-release-changelog-generator Generate a changelog and releases with version management with artisan 11 Claude Code, Codex, OpenCode 4 799 tok
eyalzh/context-kit A CLI tool and MCP client, used to create spec files for AI coding agents with context bak 11 Claude Code 1 849 tok
stacklok/toolhive-cloud-ui ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highlighting metada 11 Claude Code, Codex, GitHub Copilot, OpenCode 4 9,438 tok
spumer/i-m-senior-developer My developer mind as Claude Plugins 11 Claude Code, Codex, OpenCode 2 1,454 tok
armoin2018/ai-ley Level the AI playing field with robust AI Evolving Personas, Instruction Sets, Commands fo 11 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 124 tok
RegiByte/mcp-client-app A mcp client chat application built for learning purposes 11 Claude Code 1 250 tok
StacklokLabs/mcp-optimizer MCP server that acts as an intelligent intermediary between AI clients and multiple MCP se 11 Claude Code 10 817 tok
ryanthedev/penman Convert markdown to rich text styled for any platform — Slack, Teams, Discord, Word, Notio 11 Claude Code 1 188 tok
npub1337/claude-skill-advogado-br Agent Skill para Claude AI voltada à advocacia brasileira. Auxilia na redação de petições 11 Claude Code 1 603 tok
BastiDood/dependency-wrangler dev.to A Claude Code marketplace for plugins that wrangle your dependencies. 11 Claude Code, Codex, OpenCode 3 92 tok
leorosignoli/jira-zephyr-mcp MCP for integrating with Jira's zephyr. 11 Claude Code, Gemini CLI 2 738 tok
jakekeeys/frigate-mcp 11 Claude Code 1 1,151 tok
fiedlermarius/sbox-mcp-documentation 11 Claude Code 1
betancur/keynote-mcp A Model Context Protocol (MCP) server that enables AI assistants to control Keynote presen 11 Claude Code 1 1,041 tok
rygwdn/obsidian-mcp-plugin Obsidian plugin providing Model Context Protocol (MCP) integration 11 Claude Code 1 302 tok
klodr/gmail-mcp Gmail MCP server — scope-gated tools (readonly / send / modify), path jails for attachment 11 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,791 tok
atxp-dev/cli docs.atxp.ai Command Line Interface for creating ATXP applications 11 Claude Code 1 96 tok
lulaide/fofa-mcp npmjs.com An MCP (Model Context Protocol) tool server for the FOFA search engine, enabling AI assist 11 Claude Code 1 854 tok
Ching-Chiang/comsol-mcp 11 Claude Code, Codex, OpenCode 2 2,253 tok
david-strejc/sage-mcp 🧙 SAGE-MCP: Simple AI Guidance Engine for Claude - Universal AI assistant with smart mode 11 Claude Code 1 1,257 tok
hi0001234d/coding-agent-mcp-tools Curated list of coding agents and MCP tools for maintenance, debugging, and development wo 11 Claude Code 2 688 tok
ezhou89/medical-research-mcp-suite AI-Enhanced Medical Research API unifying ClinicalTrials.gov, PubMed, and FDA databases wi 11 Claude Code 1 2,349 tok
lilepeeps/Azure-DrawIO-MCP Generate editable Draw.io diagrams for Azure architectures via MCP 11 Claude Code, Codex, GitHub Copilot 2 2,006 tok
sack-kazu/UnityNaturalMCPExtensionTools 11 Claude Code 1 2,682 tok
kensou24/evernote-mcp 11 Claude Code, Codex, OpenCode 2 1,743 tok
chat-prompt/notion-mcp-fast 11 Claude Code 1 1,013 tok
PatrickKoss/docsearch-mcp ripgrep for docs but via MCP 11 Claude Code 1 3,445 tok
dstars-oss/dbgx-mcp WinDbg extension DLL written in C++ that exposes an MCP-compatible HTTP endpoint. 11 Claude Code, Codex 11 795 tok
clavia-labs/mcp-to-cli 11 Claude Code 1 770 tok
ymxfl/dom-pointer-mcp DOM Pointer MCP bridges the gap between browsers and AI coding tools. Instead of manually 11 Claude Code 1 1,330 tok
swen128/cloud-logging-mcp MCP server for querying Google Cloud Logging 11 Claude Code 1 534 tok
wmill/minecraft-api-mcp 11 Claude Code, Codex, OpenCode 2 8,269 tok
mosif16/Doc-Mcp 11 Claude Code 1 8,572 tok
mattjoyce/mcp-construe A FastMCP server that loads personal context from Obsidian vaults using frontmatter filter 11 Claude Code 1 1,755 tok
aplaceforallmystuff/mcp-local-llm MCP server for delegating mechanical tasks to local LLMs via Ollama. Claude does the think 11 Claude Code, Codex, Gemini CLI, OpenCode 3 383 tok
chriscox/agent-skills Reusable skills for AI coding agents — Claude Code, Codex, Gemini CLI, and OpenClaw 11 Claude Code 1 1,200 tok
mblua/AgentsCommander agentscommander.dev Run multiple CLI coding agents (Claude Code, Codex, Antigraivity, OpenCode, Pi, etc) as a 11 Claude Code 3
CreatmanCEO/ai-context-hierarchy Three-level context hierarchy for AI coding agents — featured in Graphify v5.0 roadmap. St 11 Claude Code 1 859 tok
arpitkath/backstory Local-first memory for AI-assisted coding. Git shows what changed. Backstory shows why. 11 Claude Code 3 723 tok
jamillazarev/multica-ops ai.jamillazarev.com Mops 🐶 — your Executive Advisor for Multica: builds and runs an autonomous company of AI 11 Claude Code, Codex, Gemini CLI, OpenCode 3 7,865 tok
JHostalek/dotclaude jhostalek.github.io Agent skills for agentic coding tools. Extremely opinionated. Updated (almost) daily. 11 Claude Code 1 1 tok
zalom/plastic Intent-driven Agent OS for Human-in-the-loop. Fancy autonomuos delivery mode or guided? 11 Claude Code, Codex, OpenCode 3 2,163 tok