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
luiscarbonel1991/nlp2sql pypi.org Natural language to SQL for Python, with pluggable databases and LLM providers (OpenAI, An 8 Claude Code 5 1,413 tok
OakNinja/MakeMe Makefiles not war 8 Gemini CLI 1 390 tok
organvm-iii-ergon/public-record-data-scrapper organvm-iii-ergon.github.io 50-state UCC public-records intelligence — fresh, enriched, scored MCA / financing leads v 8 GitHub Copilot 2 2,005 tok
rebel0789/Memory-Recall npmjs.com Local-first repo memory and context for coding agents. 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,717 tok
supremehui/-Auto-Accounting An AI-powered Android automated expense-tracking tool 8 Claude Code, Codex, Gemini CLI, OpenCode 3 2,264 tok
brambora69123/electrical-age-rewired A port of the classic Minecraft mod. Introducing, Electrical Age: Re-Wired! 8 Gemini CLI 1 964 tok
Kuniwak/puml-parallel Composing multiple PlantUML state diagrams in parallel with synchronization events 8 Claude Code, Codex, Gemini CLI, OpenCode 4 8 tok
personaxis/persona.md personaxis.com The open spec for AI Personas 8 Claude Code 1 —
ultra-ai-dle/frogger frogger-six.vercel.app An algorithm debugger where AI completes visualizations and explanations when the code is 8 Claude Code 12 1,136 tok
jleechanorg/agent-orchestrator-ts composio.dev Agentic orchestrator for parallel coding agents — plans tasks, spawns agents, and autonom 8 Claude Code, Codex, Gemini CLI, OpenCode 16 11,011 tok
slayer/gcon GCP TUI Console 8 Claude Code, Codex 12 4,490 tok
AgntSpce/AgntSpce AgntSpce is a Multi-Agent IDE for coding agents with built in terminal output compression 8 Claude Code 1 2,187 tok
thisismygitrepo/machineconfig A stack manager: a package manager, work orchestrator, dotfile manager, secrets manager, c 8 Claude Code, Codex, GitHub Copilot 4 1,598 tok
SailfinIO/sailfin sfn.dev Self-hosted systems programming langauge with an effect system and compile-time capability 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 42 11,248 tok
sempods/sempods-kotlin sempods.org sempods reference implementation for the JVM — pod server, identity service, hosted MCP, c 8 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 5,174 tok
tabato/viral-ops Scan YouTube channels, score virality, and generate AI copy angles for your niche. Free wi 8 Claude Code, Gemini CLI 2 843 tok
GregoryHo/arcforge Skill-based workflow engine for AI coding agents: planning, TDD, worktree orchestration, a 8 Claude Code, Codex, OpenCode 7 876 tok
IntelliTect/EssentialCSharp.Web essentialcsharp.com The web side of essentialcsharp.com 8 Claude Code, Codex, GitHub Copilot 6 2,331 tok
hybridlabor-api/bdb-dev-optimized-agent-skills A Curated AI AGENT OS – Optimized agent skills and add-ons like memB, OpenWiki, Heimdall T 7 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 2,961 tok
GrillerGeek/idd-framework A process framework for teams building software with AI coding agents. Replaces Epics/Feat 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,891 tok
shofer-dev/claude-code-live-memory shofer.dev A cheap, always-on model that learns your repo — so your agent stops re-reading it. 7 Claude Code, Codex, OpenCode 2 1,257 tok
dominodatalab/domino-claude-plugin Deprecated: moved to dominodatalab/domino-ai-plugin 7 Claude Code, Codex, OpenCode 1 5,355 tok
PagerDuty/claude-code-plugins PagerDuty's public repository for claude code plugins 7 Claude Code 1 2,122 tok
N0zoM1z0/touhou-university n0zom1z0.github.io 幻想鄉立東方大學 — an unofficial Touhou Project fan university website 7 Codex, OpenCode 1 1,132 tok
Hyperion-GPU/ProofFlow-v0.1 7 Codex, OpenCode 1 484 tok
condevtools/pr-agent pr-agent.condevtools.com AI-powered code review bot for GitHub — supports OpenAI-compatible providers. Built with T 7 Claude Code 2 —
ukorvl/web-of-flaws A structured library of web security flaws for humans and coding agents with vulnerable ex 7 Claude Code, Codex, GitHub Copilot, OpenCode 3 923 tok
boldprojekte/franke_skills Agent-first CLI that runs Codex, Claude Code, and Grok as detached coding workers, while a 7 Codex, OpenCode 1 35 tok
dkstm95/hope Hope helps people take on more complex work with AI while preserving their judgment and ag 7 Claude Code, Codex, OpenCode 2 292 tok
Leoyang183/sync-agents-settings Sync MCP server configs from Claude Code to Gemini CLI, Codex CLI, OpenCode, Kiro, and Cur 7 Claude Code, Codex, OpenCode 2 2,154 tok
tjdrhs90/rn-launch-harness Autonomous mobile app launch harness for Claude Code, Antigravity, and Codex. Automates th 7 Claude Code 1 926 tok
rloisell/rl-agents-n-skills Shared Claude Code plugin: personas, skills, and subagents for rloisell projects 7 Claude Code 1 1,147 tok
assafkip/reddit-business-research Claude Code plugin: Research what Reddit says about your business, competitors, and market 7 Claude Code 1 179 tok
FabianTinkl/AbletonMCP MCP server for AI-powered Ableton Live control via Claude Desktop. Features MIDI compositi 7 Claude Code 1 872 tok
jakubs2623/notebooklm-skill Connect NotebookLM research with Claude to generate structured content from URLs, PDFs, an 7 Codex, OpenCode 1 805 tok
paarths-collab/github-pr-context-mcp AI-Powered Repository Memory 7 Claude Code, Codex, GitHub Copilot, Cursor, Windsurf 5 708 tok
Benknightdark/neo-skills neo-blog-iota.vercel.app Reusable AI Agent skills library covering software development, architecture design, code 7 Codex, OpenCode 1 777 tok
Omnidim/omnidim-mcp-server omnidim.io Official MCP server for OmniDimension. Connect Claude, Cursor, and any MCP client to your 7 Claude Code 1 492 tok
PierreJanineh/TechDebtMCP pierrejanineh.github.io MCP server for analyzing and managing technical debt in codebases via the Model Context Pr 7 Claude Code, GitHub Copilot 7 8,684 tok
zenithpd/agent-sessions 🚀 Monitor your Claude Code sessions effortlessly on macOS with real-time status updates a 7 Claude Code 1 25 tok
altmetric/altmetric-mcp MCP server for Altmetric APIs - retrieve citation metrics and research output data for AI 7 Claude Code, Codex, OpenCode 2 3,594 tok
overstarry/qweather-mcp jasminides.com 7 Codex, OpenCode 1 534 tok
pranav8494/team-of-agents A team of agents to support SDLC of a project. 7 Claude Code 1 75 tok
hovecapital/read-only-local-mysql-mcp-server 7 Claude Code 1 1,129 tok
AvinashP/AgentsAtlas Minimal workflow for building production-ready projects with Claude Code & Codex. 8 comman 7 Claude Code, Codex, OpenCode 2 489 tok
ngvoicu/kluris kluris.ngvoicu.dev Kluris gives AI coding agents shared, human-curated team knowledge: git-backed brains of m 7 Claude Code, Codex, OpenCode 2 18,340 tok
peppesilletti/skills AI agent skills for modern product engineers 7 Claude Code 1 290 tok
geekjourneyx/gcli Production-ready Gmail read-only CLI in Go with OAuth2 login, Gmail query search, and JSON 7 Codex, OpenCode 1 142 tok
kaisers-io/refs npmjs.com Gives coding agents the real source of your dependencies, not a guess. 7 Claude Code, Codex, OpenCode 2 2,126 tok
claude-genasis/genasis claude-genasis.github.io Bolt-on agentic team layer for Claude Code (claude-code-plugins / claude-code-subagents) — 7 Claude Code 1 4,742 tok