How real projects configure their agents

43,652 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
abdulsamed1/AI-skills-bank AI Skills Bank is a unified, multi-tool platform designed to aggregate, manage, and route 12 Codex, OpenCode 1 433 tok
geekjourneyx/imgcli A pure Go, Agent-oriented image post-processing CLI. Designed for scripts, Workers, and au 12 Codex, OpenCode 1 583 tok
ofux/lauren Autonomous AI agent loop that keeps working through your project while you keep planning w 12 Claude Code 1 3,213 tok
yshishenya/stitchflow agentskill.sh StitchFlow turns prompts into UI directions, Tailwind-friendly HTML, and screenshots acros 12 Codex, Gemini CLI, OpenCode 2 1,013 tok
ngvoicu/specmint-core specmint.io Persistent, resumable specs for AI coding agents. Deep research, iterative interviews, pha 12 Claude Code, Codex, OpenCode 2 1,427 tok
JSONbored/metagraphed metagraph.sh Bittensor didn't ship with a map. We drew one — chain-direct block explorer, developer reg 12 Claude Code, Codex, OpenCode 2 1,251 tok
programmablehq/PROGRAMMABLE programmable.market Open launch-model infrastructure for Uniswap v4 on Ethereum. 12 Codex, OpenCode 1 818 tok
GiacomoSaccaggi/scomp_link giacomosaccaggi.github.io End-to-end ML toolkit automating the complete workflow — data profiling, preprocessing, fe 12 Codex, OpenCode 1 1,741 tok
MSiccDev/ai-context-kit AI Context Kit provides a structured, instruction-based framework for context-aware AI col 12 Codex, OpenCode 1 2,380 tok
ahundt/autorun Claude Code & codex plugin + Gemini cli extension to keep ai running, keep data safe, plan 12 Claude Code, Codex, Gemini CLI, OpenCode 3 2,448 tok
BenRamins/otto Route, don't fork: a thin orchestration layer that turns overlapping AI skill libraries in 12 Claude Code 1 1,162 tok
yiwen65/SkillDock Local-first Git workspace and symlink installer for AI agent skills across Claude Code, 12 Codex, OpenCode 1 657 tok
PotatoDog1669/skills-hub Unify your AI skillbox. A local hub to visualize, manage, and sync skills across Antigravi 12 Codex, OpenCode 1 963 tok
netresearch/go-development-skill Agent Skill: Enterprise Go development patterns - resilient services, testing | Claude Cod 12 Codex, OpenCode 1 711 tok
ch1109/portable-agent-skills Three portable Agent Skills for research, repository deployment, and pre-install safety re 12 Codex, OpenCode 1 143 tok
shinhyukahn/cck A plugin that enables natural use of Claude Code in Korean 12 Claude Code 1 933 tok
zircote/rust-lsp Claude Code plugin for Rust development with rust-analyzer, clippy, rustfmt, and cargo-aud 12 Claude Code, GitHub Copilot 2 778 tok
Ak47dev-biz/ATLAS-Career-Coach-Life-Strategist-Business-Consultant-Plugin ATLAS — Adaptive Total Life Advisory System. AI-powered career coach, life strategist, and 12 Claude Code 1 2,427 tok
h315uk3/symbiosis Claude Code plugins: your extended memory + your thinking partner. Information theory & co 12 Claude Code, GitHub Copilot 7 2,434 tok
liatrio-labs/claude-code-gauntlet Adversarial multi-agent code review for Claude Code. Your PR/MR runs a gauntlet of concern 12 Claude Code, Codex, OpenCode 4 2,174 tok
codingSamss/all-my-ai-needs Claude Code + Codex dual-platform AI dotfiles: centrally manages skills/agents/hooks and s 12 Claude Code, Codex, OpenCode 2 4,713 tok
agentweave/cortex agentweave.github.io Give your AI agents a chief of staff. 12 Claude Code 1 463 tok
asiflow/claude-nexus-hyper-agent-team-light asiflow.ai Multi-agents operating system layer on top of Claude Code 12 Claude Code 1 7,115 tok
AutomateLab-tech/n8n-mcp automatelab.tech Debugging-first MCP server for n8n. Tools for workflow generation, linting, per-node execu 12 Gemini CLI 1 871 tok
KtKID/x-dev-pipeline Development workflow plugin for AI coding agents with structured req/plan/dev/review/fix l 12 Claude Code 1 3,406 tok
chan4lk/specclaw chan4lk.github.io 🦞 Spec-driven development framework for claude code 12 Claude Code 1 979 tok
reposkein/reposkein npmjs.com Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-nativ 12 Codex, OpenCode 1 1,779 tok
barleviatias/toolkit-ai npmjs.com Package manager for AI coding assistants — manage skills, agents & MCPs across Claude Code 12 Claude Code, Codex, OpenCode 2 4,932 tok
cyanheads/mcp-reporter mcp-reporter is a streamlined utility that generates comprehensive capability reports for 12 Claude Code, Codex, OpenCode 2 1,136 tok
tugrulguner/intpot pypi.org Define Python tools once and serve them as a Typer CLI, FastAPI app, or FastMCP server — o 12 Claude Code, Codex, OpenCode 2 1,386 tok
RonieNeubauer/cli2mcp npmjs.com Wrap any CLI as a Model Context Protocol (MCP) server for Claude, ChatGPT, Cursor, Gemini 12 Claude Code 1 1,221 tok
oomol-lab/dsh-oomol oomol.com OOMOL Connector for DeepSeek Harness—discover connected apps and execute Actions through p 12 Codex, OpenCode 1 153 tok
ismaelkedir/knowit useknowit.dev Shared, structured memory for AI coding agents — MCP server + CLI. One memory layer for Cl 12 Claude Code, Codex, OpenCode 2 270 tok
Magnus-Gille/noxctl npmjs.com CLI and MCP server for Fortnox — invoices, bookkeeping, VAT, payroll, and automation 12 Claude Code 1 698 tok
konteks/cli npmjs.com A local context graph for AI coding agents. 12 Codex, OpenCode 1 1,050 tok
sachinshelke/codevira sachinshelke.github.io Stop re-explaining your project to AI agents every session. One memory layer for Claude Co 12 Claude Code, Codex, Gemini CLI, OpenCode, Windsurf 11 7,837 tok
DataWorkersProject/dataworkers-claw-community dataworkers.io We’re build a swarm of agents for all data tasks. That anyone can use for free, open-sourc 12 Claude Code, Codex, OpenCode 2 1,456 tok
badchars/github-security-mcp GitHub security posture analysis for AI agents — 39 MCP tools, 45 checks across org, repos 12 Claude Code 1 1,080 tok
tygryso/hypotree pypi.org Memory that forgets: a persistent, self-revising belief-state MCP server and Python API fo 12 Claude Code, Codex, GitHub Copilot 2 1,749 tok
vapvarun/wp-astro-mcp Headless WordPress MCP server — adds an Astro frontend to any WordPress site. Multi-site s 12 Claude Code 1 1,483 tok
STiFLeR7/memex pypi.org Persistent memory for AI coding agents via MCP — a bitemporal knowledge graph of your code 12 Gemini CLI 1 1,338 tok
byh3071-cpu/vhk yohanstudio.co VHK — a Korean CLI that organizes AI coding sessions around goals, evidence, memory, and r 12 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 19 12,017 tok
rogelioRuiz/capacitor-mobile-claw On-device AI agent engine for mobile apps — embedded Node.js worker with Claude LLM, file 12 Claude Code 1 584 tok
NimbleBrainInc/mpak mpak.dev Open-source package registry for MCP (Model Context Protocol) servers with built-in securi 12 Claude Code 1 477 tok
joachimBrindeau/domain-mcp Manage Dynadot domains, DNS, renewals, and transfers from Claude, Cursor, or any MCP clien 12 Claude Code, Codex, OpenCode 2 770 tok
wellknownmcp/cortex-gateway Federated MCP gateway: one OAuth 2.1-protected, spec-compliant MCP server in front of all 12 Codex, OpenCode 1 1,061 tok
ApiliumCode/mayros apilium.com The governed AI agent platform: semantic memory, intelligent model routing, an MCP server, 12 Codex, OpenCode 1 5,416 tok
aide-family/moon-web Moon Web is the frontend for the Moon Monitoring Platform. It uses a micro-frontend archit 12 Claude Code, Cursor 5
33Audits/cca-audit-agent 12 Claude Code, GitHub Copilot 3 2,036 tok
jarcms/wechat-smdc [Video tutorial] WeChat scan-to-order mini program 12 Cursor 1 5,238 tok