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
Cheffromspace/mcp-nextcloud-calendar 7 Claude Code 1 1,295 tok
harshmoney123/launch-swarm agentweb.pro I run a 4-person startup and code part-time. This .claude folder is how I turn 4 hours int 7 Claude Code 1 1,237 tok
to4iki/ai-project-rules 7 Claude Code 1
sapientpants/deepsource-mcp-server Model Context Protocol (MCP) server for DeepSource 7 Claude Code 8 3,103 tok
slbug/claude-ruby-grape-rails Claude Code plugin for Ruby, Rails, Grape, PostgreSQL, Redis, and Sidekiq development 7 Claude Code, GitHub Copilot 6 16,980 tok
newink/claudecode-sounds Claude Code plugin: Play sounds when Claude needs your attention (Warcraft 3 soundpacks in 7 Claude Code 1 230 tok
bpinheiroms/claude-office A Claude Code statusline plugin that shows plan quota, real-time costs, and monthly saving 7 Claude Code 1 2,420 tok
Evyasys-Software-Solutions/EvyaGovernance evyasys.com Claude Code plugin for AI-assisted software delivery — story to release in eight slash com 7 Claude Code 1 4,426 tok
forsonny/maker-framework MAKER Framework for Claude Code CLI Plugin 7 Claude Code 1 1,306 tok
Epiphytic/ai-plugin-translator Deterministic CLI to translate AI coding agent plugins between ecosystems (Claude Code -> 7 Claude Code 1 681 tok
brian-lai/para-programming-plugin PARA-Programming methodology plugin for Claude Code - structured context, persistent memor 7 Claude Code 1 517 tok
msaelices/claude-code-talk-to-me Claude Code plugin to talk with the developer when gets stuck 7 Claude Code 1 1,313 tok
mvpasarel/gh-copilot-plugin-cc GitHub Copilot plugin for Claude Code — code review, adversarial review, and task delegati 7 Claude Code 1 269 tok
poindexter12/waypoint 7 Claude Code 2 631 tok
disco-trooper/apple-notes-mcp MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients. 7 Claude Code 1 1,062 tok
bastos/skills My own collection of skills 7 Claude Code, Codex, OpenCode 2 993 tok
widoriezebos/descartes-mcp MCP server for java. Deep introspection and REPL out of the box 7 Claude Code, Codex, Gemini CLI, OpenCode 4 2,047 tok
billyjbryant/mcp-foxxy-bridge A one-to-many MCP Bridge. 7 Claude Code 1 1,534 tok
Dradebo/dhis2-mcp An MCP for dhis2 development 7 Claude Code 1 706 tok
myuon/refactor-mcp npmjs.com 7 Claude Code 1 706 tok
an1lam/fatebook-mcp Your new, favorite MCP server for what should be your favorite personal predictions tracke 7 Claude Code 1 716 tok
BjornMelin/qdrant-neo4j-crawl4ai-mcp MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intell 7 Claude Code 1 2,613 tok
magiclane/magiclane-mcp-server developer.magiclane.com A Model Context Protocol (MCP) server enabling AI agents with Magic Lane's location search 7 Claude Code, Codex, OpenCode 2 6,103 tok
inconceivablelabs/capacitiesMCP 7 Claude Code 1 4,913 tok
nizovtsevnv/outline-mcp-rs Outline knowledge base MCP Server 7 Claude Code 3 1,458 tok
jgardner04/Ghost-MCP-Server An MCP Server for managing posts on Ghost CMS 7 Claude Code 1 5,985 tok
koki-develop/todoist-mcp-server ✅ MCP server for Todoist integration with AI assistants 7 Claude Code 2 3,360 tok
teknologika/Deckbuilder MCP Server for building powerpoint presentations 7 Claude Code, Gemini CLI 2 4,926 tok
ca-risken/risken-mcp-server RISKEN's official MCP Server 7 Claude Code 1 1,322 tok
microsoft/aibast-agents-library Main repository for AI BAST Specialist Teal AI Agents Library 7 Claude Code, GitHub Copilot 3 4,467 tok
mkotsollaris/kwrds-ai-mcp kwrds.ai SEO MCP server for kwrds.ai 7 Claude Code 1 444 tok
whiteprompt/15000-whiteprompt-eraserio-mcp 7 Claude Code 1 938 tok
paralov/roblox-studio-opencode-mcp 7 Claude Code, OpenCode 1
timo-reymann/mealie-mcp-server A Model Context Protocol (MCP) server for Mealie recipe management. Exposes a lot of tools 7 Claude Code 1 500 tok
aotakeda/local-lens npmjs.com A 100% local HTTP/MCP server for capturing browser console logs and network requests and s 7 Claude Code 1 1,324 tok
gemyago/atlacp Bitbucket MCP server 7 Claude Code, Codex, Gemini CLI, OpenCode 4 1,723 tok
shape-network/mcp-server shape-mcp-server.vercel.app 7 Claude Code 1 855 tok
sandraschi/bumi-mcp Noetix Bumi humanoid robot — MCP 3.1 server + webapp. virtual bot now, real bot asap 7 Claude Code, Codex, Cursor, OpenCode 3 574 tok
alessio-web-dev/social-cli-mcp CLI tool and MCP server for posting to multiple social media platforms (Twitter, Reddit, L 7 Claude Code 1 2,758 tok
agent-network-protocol/mcp2anp A MCP server that can convert the MCP protocol into the ANP protocol, enabling application 7 Claude Code, Codex, OpenCode 2 1,227 tok
armonge/wahoo-mcp Wahoo MCP 7 Claude Code 1 2,979 tok
halilc4/tabby-mcp MCP server for controlling Tabby terminal via Chrome DevTools Protocol 7 Claude Code 1 727 tok
albert-mr/genlayer-mcp-server MCP server for generating GenLayer Intelligent Contracts 7 Claude Code 3
SafeBreach/safebreach-mcp Model Context Protocol (MCP) server that bridges the gap between natural language queries 7 Claude Code 2 12,459 tok
florinel-chis/magento-api-mcp This is an MCP (Model Context Protocol) server that provides tools to search and retrieve 7 Claude Code 1 2,572 tok
userFRM/kimi-code-mcp MCP server wrapping Kimi Code CLI (kimi-k2.5) — 14 tools for filesystem, shell, web, and a 7 Claude Code 1 908 tok
johnib/kusto-mcp MCP server for Azure Data Explorer (Kusto), enabling AI agents to explore, query, and unde 7 Claude Code 1 909 tok
CatholicOS/liturgical-calendar-mcp An MCP (Model Context Protocol) server that will allow AI agents to interact with the Litu 7 Claude Code 1 1,481 tok
greddy7574/taigaMcpServer Node.js server for automating Taiga project management with MCP (Modular Control Protocol) 7 Claude Code 1 4,163 tok
fumi-sagawa/obsidian-mcp-server MCP Server for Obsidian Local REST API integration 7 Claude Code 1 4,832 tok