How real projects configure their agents

45,030 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
luiseiman/derup 4 Claude Code 20 705 tok
alessandro9110/Speech-To-Text-With-Databricks An end-to-end, scalable STT solution on Databricks that transcribes audio into structured 4 Claude Code, GitHub Copilot 39 228 tok
skyengpro/iviss 4 Claude Code, Codex, OpenCode 6 1,559 tok
solacecommunity/spring-solace-leader-election leader election for spring boot based on solace PubSub+ exclusive queue 4 Claude Code, Codex, GitHub Copilot 2 792 tok
coze-dev/coze-sdk-gen 4 Codex, OpenCode 2 2,931 tok
1r0nw1ll/quantum-arithmetic-research Quantum Arithmetic (QA) System: Novel modular arithmetic framework for signal processing, 4 Claude Code, Codex, Gemini CLI, OpenCode 9 5,478 tok
thraxil/cask content addressed storage cluster with REST interface 4 Gemini CLI 1 235 tok
danstis/ado-asana-sync WIP: A tool to sync tasks from Azure DevOps -> Asana 4 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 9,518 tok
multei/web multei.com.br Multei web app 4 Codex, Cursor, OpenCode 2 828 tok
kyle-chalmers/ticketwright Ticket-driven analysis with Claude Code and other coding agents: prior work recalled, ever 4 Claude Code, Codex, OpenCode 1 5,673 tok
eea/eea.climateadapt.plone Plone Climate-Adapt 4 Gemini CLI 1 767 tok
DanceNitra/agora dancenitra.github.io An autonomous research organization: agents that do grounded research, test hypotheses wit 3 Claude Code 19 —
Pattyboi101/indiestack indiestack.ai Dependency guardrail for AI coding agents — validates packages, catches hallucinations, 6, 3 Claude Code, Codex, OpenCode 14 1,614 tok
intercom/claude-plugin-external Intercom plugin for agents 3 Claude Code 1 812 tok
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
Jeffisgod/Agri-CV-Research An AI-powered agricultural CV research framework automating the full pipeline from literat 3 Claude Code 1 370 tok
Onlyicing1/Telegram-self-bot 3 Codex, OpenCode 1 11,780 tok
bobbyjohnstx/tinycode Local-first, model-agnostic AI coding assistant — single Go binary, no runtime dependencie 3 Claude Code, Codex, OpenCode 2 3,588 tok
BuiltByOctane/allocat allocat.xyz Allocat is a personal finance bugeting application 3 Claude Code, GitHub Copilot 3 10,160 tok
phuetz/code-explorer Graph-powered code intelligence for AI agents — a Rust engine that maps your whole codebas 3 Claude Code 2 4,914 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
Goodeye-Labs/goodeye-cli CLI for Goodeye: turn business outcomes into verified AI workflows that agents run reliabl 3 Claude Code 1 —
thesanjeetc/Parselbox An embeddable Python runtime where AI agents call tools as code. Powered by Deno + Pyodide 3 Claude Code 2 987 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
ramybarsoum/prodkit PM toolkit for Claude Code. Feature spec interviews, doc reviews, impact sizing, prioritiz 3 Claude Code 1 3,859 tok
namanxdev/MCPHub mcp-hub-pi.vercel.app Postman but for MCP Servers 3 Codex, OpenCode 1 1,829 tok
totorospirit/cc-openclaw-bridge Claude Code plugin for user interaction via OpenClaw (Telegram, Signal, Discord) 3 Claude Code 1 449 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
cozystack/ccp Cozystack Claude Plugins — external marketplace for Claude Code plugins 3 Claude Code 1 866 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
homelab-admin/bettertouchtool-mcp-server 3 Claude Code 1 2,103 tok
alanhoff/newrelic-mcp 3 Codex 3 —
Supermaxman/Homebox-MCP-Server npmjs.com MCP for Homebox with support for LAN and WAN URLs 3 Claude Code 3 17 tok
tugudush/bitbucket-mcp Bitbucket MCP Server 3 GitHub Copilot 1 5,428 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
Polly2014/TideWatch-MCP-Server 3 Claude Code 1 6,680 tok
jayozer/outscraper-mcp model context protocol for outscraper 3 Claude Code 1 546 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