How real projects configure their agents

32,137 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
sergebulaev/x-skills cccrafts.ai X (Twitter) marketing skills for Claude Code and Codex: write tweets, threads, and replies 74 Claude Code, Codex, OpenCode 2 3,378 tok
reflex-search/reflex rfx-search.dev Reflex - The instant, code-aware local search engine. 74 Claude Code 1 6,019 tok
adamsmaka/flutter-mcp 74 Claude Code 1 646 tok
digitarald/mcp-apps-playground 74 Claude Code, Codex, OpenCode 2 67 tok
SwiftfulThinking/SwiftfulStarterProject swiftful-thinking.com Starter project for VIPER/RIBs in SwiftUI 74 Claude Code 3 888 tok
haoaaa-111/taoketong 🎓 Class schedule parsing · Attendance prediction · Skipping-class plans · Feedback-based 73 Claude Code, Codex, OpenCode 2 673 tok
ankimcp/anki-mcp-server-addon ankimcp.ai An Anki addon that implements an MCP server, enabling AI assistants to interact with Anki, 73 Claude Code 1 11,976 tok
IncomeStreamSurfer/paperclip-surfers Self-improving AI agent companies — Paperclip V2 fork with persistent memory, MCPs, skills 73 Claude Code, Codex, OpenCode 9 2,103 tok
drakulavich/kesha-voice-kit drakulavich.github.io Give your tools a voice — speech to text and back, 25 languages, up to ~19× faster than Wh 73 Claude Code, Codex, OpenCode 22 4,481 tok
mgorabbani/askdb askdb.dev Give AI agents safe access to your database. 73 Claude Code, Codex, OpenCode 2 404 tok
gradion-ai/ipybox gradion-ai.github.io Unified execution environment for Python code, shell commands, and programmatic MCP tool c 73 Claude Code, Codex, OpenCode 4 518 tok
DataZooDE/flapi flapi.io API Framework heavily relying on the power of DuckDB and DuckDB extensions. Ready to build 73 Claude Code, Codex, OpenCode 2 15,001 tok
parallel-web/parallel-agent-skills 73 Claude Code 1 55 tok
ukkit/memcord 🧠 Self-hosted, privacy-first MCP server for long-term AI memory — save, search & summariz 73 Claude Code 20
gitmotion/ntfy-me-mcp npmjs.com An ntfy MCP server for sending/fetching ntfy notifications to self-hosted or ANY ntfy.sh s 73 Claude Code, GitHub Copilot 3 703 tok
fvadicamo/dev-agent-skills Claude Code skills plugin for Git, GitHub, and skill authoring workflows 73 Claude Code 1 2,745 tok
bahdotsh/indxr A fast codebase indexer and knowledge wiki for AI agents. 73 Claude Code, Cursor 4 3,890 tok
doodledood/manifest-dev Skills for agentic coding CLIs: output you can ship with minimal review, on work you can t 73 Claude Code, Codex, OpenCode 3 5,386 tok
cdeust/Cortex ai-architect.tools Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local M 73 Claude Code 2 390 tok
nataliapc/mcp-openmsx A Model Context Protocol (MCP) server for automating openMSX emulator instances. This serv 73 Claude Code, Codex, OpenCode 3 3,136 tok
htlin222/openevidence-mcp Unofficial OpenEvidence MCP server — query OpenEvidence from Claude Code, Codex, and any M 73 Claude Code 2
sweetrb/apple-mail-mcp MCP server for Apple Mail - read, search, send, and manage emails via Claude and other AI 73 Claude Code 2 5,367 tok
gutomec/nirvana-os-engine squads.sh Nirvana-OS engine: ready-to-run agentic operations. One sentence in, finished work out. So 73 Claude Code, Codex, Gemini CLI, OpenCode 3 13,803 tok
transloadit/node-sdk transloadit.com Transloadit's official Node.js SDK 73 Claude Code, Codex, OpenCode 5 5,786 tok
AsiaOstrich/universal-dev-standards Universal, language-agnostic development standards for software projects. Includes coding 73 Claude Code, Gemini CLI 38 10,511 tok
9thLevelSoftware/Daem0n-MCP Persistent memory, decision-making, and governance for AI agents 73 Claude Code, Codex, OpenCode 11 1,459 tok
aantich/oneringai oneringai.io One lib to rule them all (gen ai) 72 Claude Code, Codex, OpenCode 2 4,334 tok
corezoid/corezoid-ai-plugin corezoid.com Corezoid AI plugin marketplace for Claude Code and Codex: product knowledge, workflow skil 72 Claude Code 1 2,573 tok
JasonxzWen/harness-hub Repository-first deterministic migration and atomic Skill source for Claude Code and Codex 72 Claude Code, Codex, OpenCode 2 3,386 tok
eunomia-bpf/MCPtrace MCP server: using eBPF to tracing your kernel 72 Claude Code 1 687 tok
claude-world/claude-world-studio AI-powered content pipeline: trend discovery → research → social publishing. Built with Cl 72 Claude Code, GitHub Copilot 5 1,617 tok
AgentlyHQ/use-agently use-agently.com The way AI coordinates and transacts. Routing and settlement layer for your agent economy. 72 Claude Code, Codex, OpenCode 5 3,133 tok
miniidealab/openlogos Open-source software development methodology for the AI era | Open-source software develop 72 Claude Code, Codex, OpenCode 5 5,307 tok
opencoredev/openchat osschat.dev An open source ai platform being built for everyone ❤️ 72 Claude Code, Codex, OpenCode 2 3,190 tok
bjia56/cosmotop Multiplatform system monitoring tool using Cosmopolitan Libc 72 Claude Code 1 1,309 tok
tranhieutt/software_development_department Software Development Department 72 Claude Code, Codex, OpenCode 10 2,464 tok
appwrite/mcp appwrite.io Appwrite’s MCP server. Operating your backend has never been easier. 72 Claude Code, Codex, OpenCode 2 1,971 tok
fal-ai-community/genmedia-cli genmedia.sh Agent-first CLI for fal.ai — search, run, and manage 1000+ generative AI models 72 Claude Code, Codex, OpenCode 2 964 tok
marcomoauro/substack-mcp implementing.substack.com A Model Context Protocol (MCP) Server for Substack enabling LLM clients to interact with S 72 Claude Code 1 13,192 tok
andrewbartels1/SolidworksMCP-python andrewbartels1.com A comprehensive Model Context Protocol (MCP) server for SolidWorks automation (in python) 72 Claude Code, Codex, GitHub Copilot 23 3,712 tok
Ranork/remnus-app remnus.com MCP Native Workspace (Databases, pages, kanbans, calendars etc.) 72 Claude Code 1 226 tok
pluginslab/vphone-mcp MCP server for programmatic control of vphone-cli iOS VMs — AI-driven E2E testing 72 Claude Code 1 325 tok
binggg/Claude-Code-Web-GUI binggg.github.io Browse, view and share your Claude Code sessions - runs entirely in the browser Browse and 72 Claude Code 1 58 tok
magic-spells/figma-mcp-bridge 72 Claude Code 1 8,112 tok
clerk/skills AI Skills to enhance working with Clerk 72 Claude Code, Codex, OpenCode 4 598 tok
remotebrowser/remotebrowser Free your data 72 Claude Code, Codex, OpenCode 2 822 tok
t09tanaka/mcp-simple-voicevox 72 Claude Code 1 613 tok
zenbase-ai/llml Compose data structures, serialize them to prompts. 72 Claude Code 1 1,971 tok
supabase/pg-toolbelt Postgres migrations made easy 72 Claude Code, Codex, OpenCode 3 11 tok
scylladb/scylla-cluster-tests Tests for Scylla Clusters 72 Claude Code, Codex, GitHub Copilot, OpenCode 7 9,335 tok