How real projects configure their agents

23,799 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
jackin-project/jackin-dev Development-workflow skills plugin for the jackin project — spec-driven feature, PR, resea 3 Claude Code, Codex, OpenCode 2 442 tok
Onlyicing1/Telegram-self-bot 3 Codex, OpenCode 1 11,598 tok
bobbyjohnstx/tinycode Local-first, model-agnostic AI coding assistant — single Go binary, no runtime dependencie 3 Claude Code, Codex, OpenCode 2 3,000 tok
kagan-sh/kagan kagan.sh Open-source desktop app for AI coding agents. Run Claude Code, Codex, and more in terminal 3 Claude Code, Codex, OpenCode 2 2,424 tok
liangyou09/lyshell AI-native terminal & SSH client built for vibe coding. Harness launches DeepSeek, Codex, a 3 Claude Code, Codex, OpenCode 2 6,976 tok
MineRoma/nekocode t.me Neko CLI for vibecoding 3 Codex, OpenCode 1 112 tok
arsenyspb/comet-boundary hashicorp.com React Single Page Application (SPA) web client for Hashicorp Boundary 3 Claude Code, Codex, Gemini CLI, OpenCode 3 1,170 tok
Baughn/machine-config-template NixOS machine config template, preconfigured for AI assistance 3 Claude Code, Codex, Gemini CLI, OpenCode 5 1,484 tok
agent-sh/glidemq glide-mq message queue skills for agentsys - greenfield, BullMQ migration, Bee-Queue migra 3 Codex, OpenCode 1 508 tok
AndyAnh174/vibe-hnindex hnindex.cloud 3 Claude Code, Codex, OpenCode 2 3,793 tok
j7an/nexus-mcp MCP server that delegates tasks to coding agents (Claude, Codex, Antigravity) 3 Codex, OpenCode 1 1,681 tok
vraj-ai/skills Agent skills for running software work as a factory, not a conversation: a four-stage pipe 3 Codex, OpenCode 1 487 tok
namanxdev/MCPHub mcp-hub-pi.vercel.app Postman but for MCP Servers 3 Codex, OpenCode 1 1,829 tok
astandrik/codex-pets pets.ydb-qdrant.tech Community gallery, CLI, and MCP service for Codex-compatible animated pets, backed by YDB. 3 Codex, OpenCode 1 2,048 tok
jackychanisnotme/ccNexus Smart API endpoint rotation proxy and local API provider for Codex CLI/GUI, Claude Code CL 3 Claude Code, Codex, OpenCode 2 5,065 tok
holetexvn/memgw npmjs.com Shared long-term memory for AI coding agents — one local store for Claude Code, Codex CLI, 3 Claude Code, Codex, OpenCode 2 1,022 tok
like-a-freedom/rusty-intervals-mcp Fast and lightweight MCP server for intervals.icu 3 Claude Code, Codex, OpenCode 4 1,579 tok
tkpratardan/lemma AI harness for DS/ML workflows. 3 Codex, GitHub Copilot, OpenCode 2 558 tok
renanflustosa/octo-cluster Lean Claude Code plugin: ship logical commits safely (direct or PR, never force-push), tur 3 Claude Code, Codex, OpenCode 9 947 tok
msolecki/founder-os Claude Code / Codex plugin: the executive team you can't afford yet 3 Claude Code, Codex, OpenCode 2 92 tok
jwilger/ai-plugins Development plugins for codex 3 Codex, OpenCode 1 4,035 tok
scrollDynasty/BrowserMesh npmjs.com Multi-agent browser MCP runtime for isolated, persistent, parallel Playwright sessions. Ru 3 Claude Code, Codex, OpenCode 7 9,540 tok
ShiftinBits/constellation-mcp docs.constellationdev.io Code Intelligence Platform for AI Coding Assistants 3 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 3,330 tok
Dhi13man/oorep-mcp npmjs.com Model Context Protocol (MCP) server and client SDK that provides AI assistants with access 3 Codex, OpenCode 1 917 tok
metaforismo/serve-droid Browser streaming, semantic inspection, Logcat, and agent control for Android devices. 3 Codex, OpenCode 1 829 tok
Trusty-Squire/trusty-squire Trusty Squire signs up / in to websites for you so you don’t have to. 3 Claude Code, Codex, OpenCode 2 27,417 tok
logfoxai/callspec callspec.logfox.ai One spec powers input-validated API, docs UI, OpenAPI, MCP, and typed clients. 3 Codex, OpenCode 1 24 tok
Auctalis/nocturnusai nocturnus.ai Verified knowledge for AI agents. Compress context, extract and store facts, define rules 3 Claude Code, Codex, OpenCode 7 8,907 tok
aabhisrv/Spiderbrain.ai-Coremind spiderbrain.ai The understanding layer for your repo: an MIT reader (@spiderbrain/read) and the .spiderbr 3 Codex, OpenCode 1 443 tok
EvanL1/AetherEdge aetheriot.ai Deterministic edge runtime for agent-configured physical spaces — Kernel, CLI, and SDK for 3 Claude Code, Codex, Gemini CLI, OpenCode 3 2,004 tok
GeiserX/cashpilot-mcp MCP Server for CashPilot — monitor passive income earnings, manage services, and control f 3 Claude Code, Codex, OpenCode 4 2,203 tok
GeiserX/pumperly-mcp MCP Server for Pumperly — real-time fuel and EV charging prices, station search, and route 3 Claude Code, Codex, OpenCode 4 2,794 tok
githendrik/sf-mm-mcp MCP Server for Showfeed and Moviemagnet 3 Codex, OpenCode 1 903 tok
Alele496/bsv-specmate Bluespec/BSV agent copilot via MCP. Pre-compile trap prediction, post-compile diagnosis, B 3 Codex, OpenCode 1 287 tok
Salah-XD/appCN appcn.vercel.app 3 Claude Code, Codex, OpenCode 5 4,032 tok
Shangri-la-0428/oasyce-sdk 47.93.32.88 Python SDK + MCP Server + LangChain Tools for Oasyce — on-chain AI agent economy. pip inst 3 Codex, OpenCode 1 1,867 tok
JinNing6/CyberHuaTuo-Plugin AI Agent Error Doctor: paste MCP / LangChain / CrewAI tracebacks, get root cause, exact fi 3 Claude Code, Codex, OpenCode 4 156 tok
OrbiAds/Orbiads-GAM-MCP orbiads.com Google Ad Manager MCP hosted - AdOps Skills for Claude, Gemini, OpenAI - Inventory, traffi 3 Claude Code, Codex, OpenCode 2 5,982 tok
Jott2121/agent-gate MCP server that adds a fail-closed quality gate and hash-chained receipt ledger to any AI 3 Codex, Cursor, OpenCode 2 2,093 tok
Zhao73/alphacouncil-agent Inspectable, source-traceable public-equity research for Codex, Claude Code, OpenCode, Gro 3 Claude Code, Codex, OpenCode 17 7,325 tok
VibeTechnologies/vibe-mcp vibebrowser.app MCP server that drives your real, logged-in Chrome from any MCP client - including agents 3 Claude Code, Codex, OpenCode 3 2,113 tok
detailobsessed/efficient-gitlab-mcp [Archived] Token-efficient GitLab MCP server. Superseded by upstream zereight/gitlab-mcp v 3 Claude Code, Codex, OpenCode 2 2,731 tok
evan-moon/memex memex-cli.vercel.app Local-first second brain with semantic search. Stores notes as Markdown files and indexes 3 Claude Code, Codex, OpenCode 2 3,803 tok
bytewizard42i/soulSketch SoulSketch is a protocol for preserving, transferring, and evolving AI identity across sys 3 Codex, OpenCode 1 1,015 tok
adewale/keyboardia keyboardia.dev Multiplayer step sequencer with polyrhythmic patterns for real-time collaboration 3 Claude Code, Codex, OpenCode 6 875 tok
hampsterx/codex-mcp-bridge MCP server bridging Codex CLI to Claude Code, Cursor - (native) review, queries, and searc 3 Codex, OpenCode 1 3,746 tok
kensaurus/mushi-mushi kensaur.us 🦖Know why your AI-built app broke — plain-English diagnosis + ready fix, in your editor. 3 Codex, Cursor, OpenCode 7 26,050 tok
getmcpm/cli npmjs.com MCP security guard + package manager. Block prompt injection, tool poisoning and rug-pulls 3 Claude Code, Codex, OpenCode 4 1,740 tok
getDynamoi/mcp dynamoi.com Connect ChatGPT, Claude, Cursor, and other AI agents to Dynamoi for free Spotify Smart Lin 3 Codex, OpenCode 1 79 tok
manavaga/web3-signals-mcp Multi-agent crypto signal fusion for AI agents. 20 assets · 5 data dimensions · IC-learned 3 Codex, OpenCode 1 1,217 tok