How real projects configure their agents

43,636 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
gemini-cli-extensions/angular Angular Extension for Gemini CLI 16 Gemini CLI 1 442 tok
nikolas-sapa/ns-ui design.helpmarq.com A shadcn-compatible registry of 542 React components you install as plain source — no pack 16 Codex, OpenCode 1 6,237 tok
6ixGODD/mine Document-driven software engineering for coding agents, with Git worktrees, execution grap 16 Codex, OpenCode 1 2,222 tok
playbookscom/playbooks-cli Add skills, MCPs, and context to your agents to make them smarter. 16 Codex, OpenCode 1 1,510 tok
SeanZoR/claude-speed-reader Speed read Claude's responses at 600+ WPM using RSVP with Spritz-style ORP highlighting 16 Claude Code 2
BeCrafter/prompt-manager Prompt management service based on the MCP protocol, supporting HTTP streaming and web/des 16 Codex, OpenCode 1 9,435 tok
eat-pray-ai/wingman Showcase your AI pair usage — SVG cards, resumes, and more. 16 Codex, OpenCode 1 422 tok
thoreinstein/aix thoreinstein.github.io A unified CLI for managing AI coding assistant configurations across platforms. 16 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,455 tok
jonlwowski012/copilot-agent-factory Transform any codebase into an AI-powered development environment by automatically detecti 16 Claude Code, GitHub Copilot 17 6,065 tok
kirklin/cursor-thinking Enhanced thinking chain and reasoning capabilities for Cursor AI Assistant | A set of rule 16 Cursor 1 3,164 tok
7tg/django-admin-mcp 7tg.github.io Expose Django admin models to MCP (Model Context Protocol) clients. Add a mixin to your Mo 16 Codex, GitHub Copilot, OpenCode 2 2,568 tok
InDate/devharness MCP server that connects AI assistants to Chrome DevTools Protocol for runtime debugging - 16 Claude Code 3
jamesbrink/mcp-coroot MCP server for Coroot observability platform - integrate monitoring, troubleshooting, and 16 Claude Code 4 1,769 tok
ranjanrishikesh/taketomarket npmjs.com Marketing OS for developerneurs + solopreneurs (engineers shipping products with zero mark 16 Claude Code, Codex, Gemini CLI, OpenCode 3 7,146 tok
schwepps/skills Claude Code skills marketplace - documentation-based skills that extend Claude Code with s 16 Claude Code 1 925 tok
lunashia/code-generation-skill Top 20 prompts for Chinese AI programming, packaged as a skill to assist Codex/Claude with 16 Claude Code 1 385 tok
khaoss85/mcp-orchestro Transform product ideas into reality with an intelligent orchestration system that bridges 16 Claude Code 5
ssssota/chapplin chapplin.vercel.app chapplin is a MCP Apps and ChatGPT Apps framework. 16 Codex, OpenCode 1 803 tok
d4rkNinja/arcforge arcforge.infynon.com Production architecture decisions your AI coding agent can explain, challenge, and prove. 16 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,072 tok
otaviocc/ObsidianMCPServer A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obs 16 Claude Code 1 1,532 tok
prassanna-ravishankar/clearml-mcp lightweight MCP server for ClearML 16 Claude Code 1 780 tok
kvncampos/nautobot_mcp kvncampos.github.io Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Em 16 Claude Code 1
wd041216-bit/zero-api-key-web-search pypi.org Search infrastructure for AI agents: free by default, MCP-ready, LLM-context aware, and pr 16 Claude Code, Codex, Gemini CLI 4 392 tok
cofin/flow Context-Driven Development toolkit for AI agents — spec-first planning, TDD workflow, and 16 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,300 tok
ashlrai/phantom-secrets phm.dev Stop AI coding agents from leaking your API keys. Local proxy + MCP that swaps real secret 16 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 5,984 tok
fritzprix/role-playing-mcp-server Role-playing game server for MCP. Lets AI assistants create, manage, and narrate interacti 16 Claude Code 1 1,727 tok
demwick/polymarket-agent-mcp npmjs.com The most comprehensive MCP server for Polymarket — 48 tools spanning direct trading, marke 16 Claude Code 1 974 tok
jbenshetler/mcp-ragex MCP server for intelligent code search: semantic (RAG), symbolic (tree-sitter), and regex 16 Claude Code 1 832 tok
usk6666/yorishiro-proxy AI-native MITM proxy — MCP server for traffic interception, recording & replay 16 Claude Code 18 8,949 tok
authprobe/authprobe authprobe.com authprobe pinpoints MCP OAuth failures 16 Codex, OpenCode 1 1,121 tok
Wolfe-Jam/faf faf.one FAF specification — IANA-registered AI context format (application/vnd.faf+yaml) 16 Claude Code 1 3,182 tok
ovr/vibecoder-connector Bridges the gap between your IDE and your body 16 Claude Code 1 446 tok
karthikyaddana/figma-mcp-free MCP server + Figma plugin that streams live design data to AI coding tools — no API rate l 16 Claude Code, GitHub Copilot 2 887 tok
Storybloq/lenses storybloq.com Multi-lens code review MCP server for Claude Code. 8 specialized reviewers run in parallel 16 Claude Code 1 1,630 tok
dend/guildbridge 🏰 Remotely hosted MCP server for Discord 16 Claude Code 1 1,065 tok
bendrucker/claude My personal plugin marketplace and settings for Claude Code 16 Claude Code 5 2,275 tok
ferdinandobons/diagram-creator-skill Claude Code skill: Turn any input into beautiful architecture diagrams — self-contained HT 16 Claude Code, Codex, OpenCode 2 933 tok
wayne930242/Reflexive-Claude-Code A skills-driven Agentic Context Engineering / Harness Engineering workflow for Claude Code 16 Claude Code 1 667 tok
alex-feel/claude-code-toolbox alexfeel.info Claude Code Toolbox — automated installers and environment configuration framework for Cla 16 Claude Code 1 17,552 tok
Mallikarjun-Roddannavar/ai-testcase-generator-mcp An Model Context Protocol(MCP) server that generates comprehensive API test cases (positiv 16 GitHub Copilot 1 629 tok
CarlDog/openchronicle-mcp Memory database for LLM agents — persistent keyword + optional semantic memory, project na 16 Claude Code, Codex, OpenCode 2 18,104 tok
20alexl/claude-engram Persistent memory and session intelligence for AI coding assistants. Auto-tracks mistakes, 16 Claude Code 1 4,702 tok
kajidog/mcp-tts-voicevox kajidog.github.io VOICEVOX MCP Server (MCP Apps対応) 16 Claude Code 1 2,805 tok
lw396/wechat-mcp A chat MCP tool based on WeChatFerry 16 Codex, OpenCode 1 539 tok
radimsem/mithril A trustless MCP server that replaces the generic shell tool with validated, sandboxed, pur 16 Claude Code 3 1,709 tok
dotneet/aica aica(AI Code Analyzer) reviews your code using AI. Supports CLI and GitHub Actions. 16 Cursor 1 133 tok
paulieb89/property-shared bouch.dev UK property data MCP server — Land Registry comps, EPC, Rightmove, rental yields, stamp du 16 Claude Code 1 3,258 tok
isaacsight/kernel kernel.chat Three packages: @kernel.chat/agent-os (POSIX for AI agents — capabilities, namespaces, quo 16 Claude Code, Codex, OpenCode 2 1,709 tok
cybertronai/SutroYaro cybertronai.github.io SutroYaro — Sutro Group research workspace for energy-efficient AI training. Point any cod 16 Claude Code, Codex, Gemini CLI, OpenCode 14 7,023 tok
SigNoz/agent-skills signoz.io Agent skills for SigNoz 16 Claude Code, Codex, OpenCode 2 28 tok