How real projects configure their agents

32,006 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
Blazemeter/sv-mcp Virtual Services MCP Server 5 Claude Code 1 1,845 tok
astralisone/rive-mcp-server-core # Rive MCP Server - Open Source Core An open source Model Context Protocol (MCP) server t 5 Claude Code 1 1,115 tok
nickweedon/mouser-mcp-docker Mouser MCP Server (in Docker) 5 Claude Code 4 2,028 tok
CaullenOmdahl/expo-mcp-server Model Context Protocol server for Expo.dev - enables programmatic interaction with Expo pr 5 Claude Code 6
joe-elliott/tempo-llm-cli Tempo Claude/MCP server integration 5 Claude Code 1 604 tok
asafkiv/appdynamics-mcp-server 5 Claude Code 3 3,790 tok
fernforestgames/mcp-server-godot-editor MCP server to allow agents to control the Godot editor 5 Claude Code 1 930 tok
Nidhideep/sap-s4-mcp-server MCP server for SAP S/4HANA OData — discover services, query entities, read metadata, full 5 Claude Code 1 426 tok
RyanLisse/mexc-mcp-server 5 Claude Code 1 899 tok
JamieLivingstone/mcp-server-kit Professional toolkit for building Model Context Protocol servers with hot reload, scaffold 5 Claude Code 1 368 tok
vignitin/multi-ssh-mcp Multi-Server SSH MCP Server - Connect any LLM to multiple SSH servers with secure credenti 5 Claude Code 1 838 tok
zloether/serverless-mcp-server Template for a serverless MCP server 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode, Windsurf 5 1,779 tok
sofianedjerbi/knowledge-tree-mcp MCP server for hierarchical project knowledge management with priority-based organization 5 Claude Code 1 1,758 tok
ifolin/glm-mcp-server General Read Image For Claude Code - A general-purpose large language model image-reading 5 Claude Code 1
No-name0719/db-mcp-server 5 Claude Code 1 2,451 tok
pinqponq/pinqdoq documents for agents 5 Claude Code 1 163 tok
devEcoConsultingLLC/thedeveco.com thedeveco.com Website for The Developer Ecosystem 5 Claude Code 1 7,738 tok
patrickclery/ruly CLI tool for managing AI assistant rules and configurations 5 Claude Code 5 1,093 tok
dungnotnull/patent-application-analyzer-agent-skill ⚖️ An automated patentability analyzer. Evaluates novelty, obviousness, and claim scope ag 5 Claude Code 1 1,325 tok
SteppieD/context-engineering 5 Claude Code 3 1,535 tok
GreyNoise-Intelligence/greynoise-mcp-server Model Context Protocol (MCP) server for the GreyNoise Enterprise API 5 Claude Code 1
rbergman/claude-haskell-starter 5 Claude Code, Codex, OpenCode 16 670 tok
lghupan/cc-automode Standalone re-implementation of Claude Code auto mode (v2.1.81) with Docker benchmark suit 5 Claude Code 1 605 tok
cerkut/SMC-JUCE-MCP 5 Claude Code 3 5,106 tok
tokuhirom/blog4 tokuhirom.github.io 5 Claude Code, Codex, OpenCode 2 1,814 tok
teamniteo/hakuto hakuto.dev Hakuto is free and open source Astro site builder framework for Claude Code. 5 Claude Code 1 867 tok
jqlts1/thebrain-mcp-server TheBrain MCP & API Server - Encapsulates TheBrain knowledge graph as an MCP protocol and R 5 Claude Code, Codex 2
manager/wolfs-basement 5 Claude Code, Codex, OpenCode 2 6,977 tok
smchughinfo/OpenClone 5 Claude Code 1 774 tok
seanrreid/RAD_framework The AI Agent framework designed with small teams in mind 5 Claude Code 54 5,032 tok
guilhermegouw/context-driven-documentation 5 Claude Code 6 3,378 tok
tony-stark-eth/template-symfony-sveltekit Opinionated full-stack template: PHP 8.4 + Symfony 8 + SvelteKit 2 + FrankenPHP + Docker + 5 Claude Code 1 267 tok
lcvbeek/patina patinamd.vercel.app A powerful layer of patina for your agents' harnesses 5 Claude Code 1 270 tok
ipea/geobr_prep_data Repo that prepares the data shared through geobr 5 Claude Code 2 2,066 tok
DPBG/Engram.AI 5 Claude Code 1 2,346 tok
tvergho/agentdex agentdex.sh Local search engine for your AI coding conversations. 5 Claude Code, Codex, OpenCode 3 3,958 tok
alisheryeginbay/xpresso Xcode MCP server - build, test, run, and manage simulators from Claude Code 5 Claude Code, Codex, OpenCode 2 588 tok
julesbonnard/afpnews-mcp-server MCP server exposing AFP news tools for AI assistants 5 Claude Code 1 1,811 tok
guiguito/AppStoresMCP An mcp server scraping mobile apps store live. 5 Claude Code 1 934 tok
LYFTIUM-INC/wireshark-mcp 🦈 Wireshark MCP Server - Enhanced Edition v2.0 5 Claude Code 63 3,526 tok
dsgarage/UniMCP4CC Unity MCP Server for Claude Code - DLL Distribution 5 Claude Code 2 438 tok
commitshow/production-audit legit.show Claude Code skill that audits a shipped repo for the production-readiness gaps ~70% of AI- 5 Claude Code 1
Intellecy-Inc/dt-mcp MCP server for DEVONthink - enables AI assistants to interact with your databases 5 Claude Code 4
Mocha-s/dify-knowledge-mcp-server This project is a modern **Model Context Protocol (MCP) server** using a Python service-or 5 Claude Code 1 1,030 tok
uopsdod/claude_code_custom_mcp_server 5 Claude Code 1
wink-/pzmcp Project Zomboid MCP Server 5 Claude Code 1 799 tok
broadinstitute/fiss-mcp MCP server for Terra 5 Claude Code 1 5,470 tok
oddergaard/unofficial-dinero-mcp-server En MCP server til det danske regnskabsprogram Dinero, som tillader dine AI agents at håndt 5 Claude Code 1 1,052 tok
derekvery666/dsmctl CLI and MCP server for managing Synology DSM devices 5 Claude Code, Codex, OpenCode 5 295 tok
dashed/mcp-personal Model Context Protocol (MCP) servers that I personally use. 5 Claude Code 3 246 tok