How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
luxiaolei/tiger-mcp 9 Claude Code 1 1,292 tok
jdlar1/siigo-mcp 9 Codex, OpenCode 1 245 tok
TomMaSS/PRDforge AI-powered Product Requirements Document manager — MCP server, Next.js dashboard, Claude c 9 Codex, OpenCode 1 5,161 tok
cortex-app/conduit Conduit - A Model Context Protocol (MCP) server for Phabricator and Phorge. 9 Codex, OpenCode 1 2,383 tok
speakeasy-api/docs-mcp speakeasy.com Offline-first, performant MCP server for your docs 9 Claude Code, Codex, OpenCode 2 3,134 tok
Detective-XH/DocGraph Govern your documents like code. MCP server that indexes .md/.docx/.html/.pdf into a SQLit 9 Codex, OpenCode 1 1,698 tok
OpenAgentHQ/localmem-mcp openagenthq.github.io Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely 9 Claude Code 1 1,902 tok
hkopenai/vtube-studio-plugin-mcp-server A Vtube Studio Plugin as MCP server. 9 Gemini CLI 1 543 tok
ZHANG-923-ZE/origin-MCP Configure MCP to call Origin on opencode for image generation. 9 Codex, OpenCode 1 6,584 tok
geheharidas/primo-mcp-server MCP server for Ex Libris Primo library discovery -- search university catalogue and subscr 9 Claude Code 1 314 tok
HBarefoot/engram 🧠 Persistent memory for AI agents. SQLite for agent state. Zero cloud dependencies. Local 9 Claude Code 1 6,531 tok
hrshx3o5o6/brocogni npmjs.com semantic browser observation for AI agents via MCP, 100% local, zero telemetry 9 Codex, OpenCode 1 1,200 tok
scylladb/agent-skills scylladb.com Official ScyllaDB Agent Skills 9 Claude Code, Codex, OpenCode 2 2,714 tok
christoph-hart/hise_mcp_server A MCP Server for AI Agents that verifies API methods & component properties 9 Codex, OpenCode 1 1,536 tok
formio/ai form.io The Form.io Agentic Coding Plugin — MCP server, Claude Code plugin, and AI skills library 9 Claude Code, GitHub Copilot, Cursor 11 5,694 tok
abhinavag-svg/apple-ecosystem-mcp Local MCP server for Apple Mail, Calendar, Notes, Contacts, Reminders, and iCloud Drive to 9 Claude Code 1 2,643 tok
danieljustus/symaira-eraseme symaira.com Automated data broker removal tool ⌫ close your accounts, erase your data. 9 Codex, OpenCode 1 3,096 tok
iotron/gsap-cookbook Production recipes for premium GSAP animations — scroll, text, SVG, cursor, canvas, and vi 9 Claude Code 1 1,073 tok
pedrobraiti/vizier-trading-skill Vizier - the decision-making brain of an agentic-trading stack. A Claude Code skill that r 9 Claude Code 1 1,449 tok
widnyana/eyay-toolkits Agents don’t behave, they swarm. Skills and plugins slot in mid flight, and somehow the wh 9 Claude Code, Codex, OpenCode 2 629 tok
samzong/agent-brains Personal agent brain catalog for coding agents: AGENTS.md, SOUL.md, MEMORY.md, skills, wor 9 Codex, OpenCode 1 547 tok
sichengchen/apple-calendar-cli Access Apple Calendar through CLI. Fully in Swift via EventKit (not Apple Script). 9 Codex, OpenCode 1 585 tok
dzivkovi/video-intel Gemini watches your YouTube channels: mind maps, transcripts that include what was on scre 9 Claude Code, Codex, OpenCode 3 19,406 tok
nikzlabs/shipit ship-it.ai Self-hosted, chat-driven IDE for running coding agents through your real engineering loop 9 Claude Code, Codex, OpenCode 17 12,703 tok
anivar/jest-skill skills.sh AI agent skill for Jest 29/30 — 28 rules: mocks, async, timers, snapshots, CI. Works with 9 Codex, OpenCode 1 5,734 tok
noisy/noisy-coding Talk to Claude Code instead of typing: a voice daemon + dashboard that records you, transc 9 Claude Code 11 865 tok
spuentesp/lain High-performance MCP server for AI coding agents: persistent knowledge graph, blast radius 9 Codex, GitHub Copilot, OpenCode 2 2,373 tok
nirholas/x402-facilitator x402 facilitator service that verifies and settles EIP-3009 USDC micropayments on EVM chai 9 Claude Code, Codex, OpenCode 2 551 tok
chenyuxiaojin/cyxj-remotion-starter A workbench scaffold for directing Remotion to create videos with Claude Code: three-layer 9 Claude Code 6 1,319 tok
sroberts/plumbline Repo-level AI coding readiness assessment, in Go. Maps a repository to its level on the AI 9 Claude Code 1 2,968 tok
pppop00/Equity-Research-Company Harnessed Equity Research Team for fundamental analysis reports. 9 Claude Code, Codex, OpenCode 3 4,536 tok
gosha70/code-copilot-team gosha70.github.io Enforceable, provider-neutral harness for multi-agent AI coding: spec-driven workflow, cro 9 Claude Code, GitHub Copilot 20 34,561 tok
sahajamit/figma-cli figma cli 9 Claude Code 1 1,986 tok
jawhnycooke/claude-plugins Directory of high quality Claude Code Plugins. 9 Claude Code 1 1,001 tok
phuongrealmax/code-guardian codeguardian.studio Code Guardian Studio – AI-powered code refactor engine for large repositories, built on Cl 9 Claude Code 8 —
ajhcs/healthcare-data-mcp 18 local MCP servers for public healthcare market intelligence: facilities, ownership, qua 9 Codex, OpenCode 1 54 tok
shannonbay/Conductor Persistent goals for Claude Code, like "keep my inbox under control". Fresh agent runs on 9 Claude Code 1 4,675 tok
microsoft/github-advisory-mcp MCP tools for semantic search in github/advisory-database 9 Codex, OpenCode 1 1,159 tok
danielscholl-osdu/osdu-mcp-server A MCP server that communicates to an OSDU Instance 9 Claude Code, GitHub Copilot 6 1,918 tok
GhostTypes/pokemon-go-mcp MCP Server for Pokemon Go 9 Claude Code 20 1,442 tok
ilyannn/wallos-mcp MCP for the Wallos subscription management app 9 Claude Code 1 1,912 tok
Maxim-Mazurok/teams-api AI-native Microsoft Teams integration — read conversations, send messages, and manage memb 9 GitHub Copilot 2 2,004 tok
dinglebear-ai/labby npmjs.com Rust homelab control plane and Labby MCP gateway for agents, plugins, registries, stash wo 9 Claude Code, Codex, Gemini CLI, OpenCode 4 1,788 tok
askads/mcp-yandex-wordstat npmjs.com MCP server for Yandex Wordstat — search query statistics: frequency, related phrases, tren 9 Claude Code 1 1,930 tok
Asixa/codemap-skill 🧹 A code janitor for AI agents — map any codebase into functional modules, score every mo 9 Codex, OpenCode 1 504 tok
theserverlessdev/wsc wsc.theserverless.dev Prose linter + AI-slop detector: weasel words, passive voice, hedging, and 190+ research-c 9 Claude Code 1 1,661 tok
zander-zyx/java-development-skill A cross-tool AI agent skill for Java + Spring Boot: dev conventions, code review, testing, 9 Claude Code, Codex, OpenCode 2 1,538 tok
dimamak/sdp dimamak.github.io Nobody has the time - or the will - to sit down and write a post every day. Social Daily P 9 Claude Code 1 220 tok
smith-network-solutions/threadknot A desktop app that runs Claude Code, Codex and Kimi. Your machines find each other over yo 9 Claude Code 1 2,159 tok
ychamel/RepoResident Git-native project intelligence harness for AI coding agents. Adds persistent state, codeb 9 Claude Code, Codex, OpenCode 2 1,673 tok