How real projects configure their agents

43,695 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
WyvernCW/Monich 3 Claude Code, Codex, OpenCode 2 1,438 tok
december21deng/lark-claude-plugins 3 Claude Code 1 1,550 tok
sarkarsaurabh27/agent-loop-learning Reference library and skill toolkit for auditing, reviewing, and improving LLM-based agent 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,833 tok
scut-jol/pocket-agent A lightweight, highly flexible Agent framework. 3 Claude Code 1 470 tok
gleanwork/configure-mcp-server MCP server configurator CLI for Glean 3 Claude Code 1 1,956 tok
Kasava-AI/demokit DemoKit is an open-source SDK that lets SaaS companies create interactive product demos by 3 Claude Code 1 2,013 tok
ai-ledger/ai-ledger Git-native, append-only governance for AI-assisted software development. 3 Codex, OpenCode 1 402 tok
dryvist/claude-code-plugins My custom claude code (hopefully agentsmd soon) plugins for when I've scoured the interweb 3 Claude Code, Codex, OpenCode 2 1,312 tok
brunobrown/claude-flet-plugin A Claude Code plugin that provides expert knowledge for building Python apps and extension 3 Claude Code, Codex, OpenCode 7 415 tok
SJTU-YONGFU-RESEARCH-GRP/open-verilog-workbench This directory configures how issues, instructions, and AI assistants (Copilot/agents) beh 3 GitHub Copilot 1 1,908 tok
hyperpolymath/boj-server hyperpolymath.github.io One MCP stdio endpoint for a whole toolchain — GitHub, GitLab, cloud, mail, browser and re 3 GitHub Copilot 1 510 tok
oopsyz/mcp 3 Claude Code, Codex, OpenCode 2 1,027 tok
maxmash1/dotnet-react-starter-demo A .NET 8 + React 18 template app pre-configured with GitHub Copilot customizations (agents 3 GitHub Copilot 1 3,962 tok
recoupable/skills A record label in a box. 3 Claude Code, Codex, OpenCode 2 3,405 tok
karellen/karellen-rr-mcp MCP server for rr reverse debugging — enables AI assistants to record, replay, and inspect 3 Claude Code 1 1,014 tok
lukleh/mcp-read-only-grafana MCP server for read-only access to Grafana instances 3 Claude Code, Codex, OpenCode 2 3,586 tok
abhishekrai43/VulScan-MCP marketplace.visualstudio.com Security vulnerability scanner for VS Code. Scans dependencies for CVEs from NVD/OSV datab 3 GitHub Copilot 1 833 tok
cyanheads/docwriter-mcp-server A Model Context Protocol (MCP) server for programmatic creation, modification, and compila 3 Claude Code 1 1,933 tok
nam20485/agent-instructions Custom instructions "pseudocode scripting" framework used by GitHub Copilot, Gemini Code A 3 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,883 tok
aachtenberg/dynatrace-dql-kb DQL knowledge base + RAG pipeline + GitHub Copilot instructions for accurate Dynatrace Que 3 Claude Code, GitHub Copilot 5 4,643 tok
trsdn/github-copilot-agent Blueprint repo to build Copilot instruction prompts and custom agents using GitHub Copilot 3 GitHub Copilot 1 590 tok
solutionforest/neo-skill AI coding assistant instructions for Neo CLI — works with Claude Code, GitHub Copilot, Cur 3 Codex, Cursor, OpenCode 2 17,317 tok
xtone/ai_development_tools 3 Claude Code 1
rwx-cloud/skills 3 Codex, GitHub Copilot, OpenCode 2 613 tok
shino369/claude-code-personal-workspace personal claude code workspace for daily task 3 Claude Code 12 1,310 tok
tigrisdata/skills Agent skills for interacting with object storage 3 Claude Code, Codex, OpenCode 2 1,772 tok
nagelflorian/trainingpeaks-mcp-server An MCP (Model Context Protocol) server that connects Claude (or any MCP-compatible AI) to 3 Claude Code 1 5,961 tok
nemesiscodex/pulse-tm (WIP) Pulse is a simple terminal-based task manager as a CLI, a TUI, and an MCP server to 3 Codex, OpenCode 1 346 tok
AndyLiner13/ts-mcp-server TypeScript MCP server for AI-powered refactoring. Rename symbols, extract functions, move 3 Codex, OpenCode 1 2,974 tok
xbklairith/kisune Kisune is my personal Claude plugins, a refined suite of abilities elevating Claude into a 3 Claude Code 1 4,545 tok
MaterializeInc/agent-skills Materialize agent skills 3 Claude Code, Codex, OpenCode 4 2,295 tok
kltng/cataloger-mcp 3 Claude Code 1 1,098 tok
akiojin/playfab-mcp-server PlayFab MCP server with CI/CD and release-please 3 Claude Code, Codex, OpenCode 17 2,878 tok
hexiaochun/seedance2-api Out-of-the-box Seedance 2.0 API skill — just one API key to generate AI videos. 3 Cursor 1
tutumomo/MCP-civil-tools MCP Civil Tools server 3 Gemini CLI 1 404 tok
regen-network/regen-compute An MCP agent that funds verified ecological regeneration from AI compute usage via Regen N 3 Claude Code 1 2,124 tok
balasriharsha/shieldbot Shieldbot is an AI-powered security scanner that runs directly inside Claude Code. It comb 3 Claude Code 1
noir-lang/mcp-server 3 Claude Code 1 597 tok
vuhai2002/ai-slides-mcp 3 Claude Code, Codex, OpenCode 2 2,073 tok
turlockmike/mcp-rand Random Number and more generator (Includes UUID, numbers, password, dice, cards and more) 3 Cursor 1 75 tok
ryanyogan/fizzy-do-mcp fizzy.yogan.dev MCP server for Fizzy - AI-powered task management 3 Codex, OpenCode 1 960 tok
megaacheyounes/ohos-mcp-unofficial This is an unofficial MCP server providing documentation search for OpenHarmony/HarmonyOS 3 Codex, Gemini CLI, OpenCode 2 890 tok
stier-tfedorko/licensespring-mcp 3 Claude Code 1 899 tok
MWG-Logan/Central-Memory-MCP mwg-logan.github.io A custom fork of @modelcontextprotocol/server-memory using Azure Functions MCP triggers an 3 GitHub Copilot 1 2,139 tok
tomtranjr/canvas-control A CLI and MCP server for Canvas LMS — list courses, download files from multiple content s 3 Claude Code 1 2,927 tok
shenyimings/DocNav-MCP DocNav is a Model Context Protocol (MCP) server designed to help LLMs read, process, and n 3 Claude Code 1 977 tok
ravnltd/muninn Persistent memory for AI coding agents. MCP server that gives Claude, Cursor, and Windsurf 3 Claude Code 1 733 tok
Bachmann1234/obsidianMCP 3 Claude Code 1 1,572 tok
desk3/cryptocurrency-mcp-server desk3.io Welcome to Desk3 Cryptocurrency MCP Server! Free! This powerful tool is designed for block 3 Claude Code 1 2,962 tok
Kolsetu-Opensource/elba-mcp-server elba.kolsetu.com MCP server for Elba - manage voice AI agents from any AI coding assistant 3 Claude Code 1 479 tok