How real projects configure their agents

31,984 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
HexamindOrganisation/hexgate hexgate.ai Authorization infrastructure for AI agents - policy enforcement, signed WASM bundles, per- 18 Claude Code 4 366 tok
conectlens/lenserfight moon.lenserfight.com Turn AI prompts into reusable, versioned Lenses - organize with Tags and Threads, automate 18 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 67 1,849 tok
smith-and-web/obsidian-mcp-server MCP server for Obsidian vault management - enables Claude and other AI assistants to read, 18 Claude Code 1 947 tok
Rushik-B/Clira tryclira.com Open-source AI chief of staff — manages email, calendar, reminders, and tools with human a 18 Claude Code, Codex, OpenCode 3 3,665 tok
cyanheads/toolkit-mcp-server npmjs.com Generate random IDs, QR codes, and hashes, encode and decode values, and geolocate IPs, pl 18 Claude Code, Codex, OpenCode 2 13,216 tok
jonradoff/chessmata chessmata.metavert.io Chessmata: chess game for humans and AI agents 18 Claude Code 1 4,353 tok
veryfront/veryfront-code veryfront.com Full-stack framework for building AI apps and agents with TypeScript and React. Works with 18 Claude Code, Codex, OpenCode 9 3,899 tok
Jason-hub-star/unityctl nuget.org Unity control plane for AI agents — 178 CLI commands, 12 MCP tools, headless CI/CD, undo r 18 Claude Code, Codex, OpenCode 3 6,313 tok
AgentConnect/awiki-agent-id-message Provide a skill that offers identity, public profile, and end-to-end messaging services fo 18 Claude Code, Codex, OpenCode 2 5,848 tok
bonginkan/fairy_tale fairytale.run Fable/Mythos-informed workflow augmentation for agent skills and plugins 18 Claude Code, Codex, OpenCode 6 366 tok
2ykwang/agent-skills Skills for AI coding agents 18 Claude Code 1 802 tok
nickkraakman/skidl-skills Agentic KiCad PCB design workflow for SKiDL — architect, source, code, and verify circuits 18 Claude Code 1 228 tok
lihowfun/O-ALL-WANT A practical framework that integrates proven GitHub patterns for agent memory, skills, and 18 Claude Code, GitHub Copilot 2 1,665 tok
fortunto2/solo-factory 45 skills, 3 agents and a sensor harness for Claude Code — research, plan, ship and verify 18 Claude Code 1 2,911 tok
castle-x/skills-x AI Agent Skills Repo 18 Claude Code, Codex, OpenCode 26 1,100 tok
lucifertrj/skills-based-app App demo built using Agent Skills via Google Antigravity 18 Claude Code, Codex 19
minh2004pd/chatbotfullpipeline d3qrt08bgfyl3d.cloudfront.net Personalized Multimodal AI Agent via Google ADK & Gemini. Featuring Realtime Soniox STT, L 18 Claude Code 19 4,714 tok
natnew/awesome-ai-scientists natnew.github.io A curated collection of resources for building “AI Scientist” systems: AI that assists sci 18 Claude Code, Codex, OpenCode 2 4,113 tok
kingggg5/shipproof shipproof-site.sjet2744.chatgpt.site Evidence-first Codex, Claude plugin for bugs, security, and 10k-to-1M-user scale readiness 18 Claude Code, Codex, Gemini CLI, OpenCode 3 1,055 tok
11Yuxuanyang/seedance-viral-forge 11yuxuanyang.github.io Reusable AI video prompt skills for Seedance 2.0 / 即梦: product-selling scripts, merchant d 18 Claude Code, Codex, OpenCode 2 691 tok
aaronsb/claude-code-config Event-driven policy, process, and governance for Claude Code. Ways encode how we do things 18 Claude Code 1 106 tok
leodido/structcli leodido.github.io Define a Go struct. Get a CLI that an agent can discover, call, sandbox, and debug. Flags, 18 Claude Code, Codex 1
wasabeef/yank-for-claude.nvim A Neovim plugin that yanks code references in Claude AI's preferred format `@filename#L10- 18 Claude Code 1 751 tok
huifer/drug-discovery-skills wellally.tech Drug Discovery Intelligence plugin for Claude Code. AI-powered target validation, competi 18 Claude Code 1 814 tok
adidacta/pmf-detective Claude Code plugin for Product-Market Fit validation through 5 structured sprints 18 Claude Code 1 1,490 tok
callobuzz/cob-shopify-mcp callobuzz.com Production-grade MCP server and CLI tool for Shopify Admin GraphQL API — 49+ tools, YAML-e 18 Claude Code 1 1,927 tok
ihatesea69/kiro-kit ihatesea69.github.io Set up a Kiro IDE workspace with one command. Pick a preset and the agents, skills, comman 18 Claude Code, Gemini CLI 2 567 tok
Topman-14/mobius-mcp Let your AI agent control and see browser logs, network requests, and runtime events for r 18 Claude Code 1 3,055 tok
omar-A-hassan/medsci-agent Biomedical research agent with 28 MCP tools powered by MedGemma, TxGemma and OpenCode 18 Claude Code, GitHub Copilot, OpenCode 25 907 tok
wspringer/highs-mcp MCP tool to solve optimization problems using HiGHS 18 Claude Code 3 395 tok
vibeforge1111/xmcp the most comprehensive mcp for X 18 Claude Code, Cursor 2 1,896 tok
argos-ci/argos-javascript docs.argos-ci.com Official Argos SDKs for JavaScript 18 Claude Code, Codex 1
robertdcurrier/erddap2mcp ERDDAP interface to LLMs using MCP 18 Claude Code 1 2,300 tok
hichana/goalstory-mcp 18 Claude Code 1 996 tok
Cadasto/openehr-assistant-mcp cadasto.github.io A Model Context Protocol (MCP) Server to assist you on various openEHR related tasks and A 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,124 tok
michael-abdo/tmux-claude-mcp-server MCP Server for managing hierarchical Claude instances through tmux 18 Claude Code 1 767 tok
AceDataCloud/SeedanceMCP MCP server for ByteDance Seedance video generation via Ace Data Cloud. 18 Claude Code, GitHub Copilot 2 809 tok
jame581/LogseqBrain Persistent memory for Claude using a dedicated Logseq graph. Save and load project context 18 Claude Code 1 2,181 tok
Liberty91LTD/cti-skills liberty91.com Cyber Threat Intelligence Skills for each stage of the CTI Lifecycle. 18 Claude Code, Codex, OpenCode 4 2,048 tok
6missedcalls/personal-finance-skill agentskills.io AI-powered personal finance skill — 75 tools across 7 extensions for banking (Plaid), trad 18 Claude Code 1 984 tok
arthjean/rust-doctor Your agent writes bad Rust. This catches it. 18 Claude Code, Codex, OpenCode 5 2,198 tok
PSPDFKit-labs/nutrient-skills nutrient.io AI agent skills for Nutrient APIs and SDKs — works with Claude Code, Codex, Gemini CLI, C 18 Claude Code, Codex, OpenCode 2 840 tok
aahil62/unslop 18 Claude Code, Codex, OpenCode 1 488 tok
rejifald/StitchAPI stitchapi.dev The agent-native runtime where a typed, declarative stitch replaces fetch — for humans and 18 Claude Code 3 738 tok
clouisle/Clouisle clouisle.asia Next-Generation Multi-Agent Collaboration Platform and Workflow Engine. Build and orchestr 18 Claude Code, Codex, OpenCode 2 999 tok
Sensorica/nondominium sensorica.github.io Nondominium built on REA + Valueflows + Holochain is a distributed multi-agent system for 18 Claude Code, Codex, Gemini CLI, OpenCode 3 3 tok
gmf520/openspec-agents A state-machine-based multi-agent collaborative development framework. Driven by a main or 18 Claude Code, Codex, Cursor 40
delphicleancode/lazarus-spec-kit inovefast.com.br Um ecossistema opinativo de regras, skills e steerings para elevar o desenvolvimento FreeP 18 Claude Code, Codex, GitHub Copilot, OpenCode 20 6,135 tok
aerospike/agent-skills Official Aerospike agent skills repo 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,666 tok
Wolfe-Jam/grok-faf-mcp faf.one Persistent Project Context for xAI Grok — IANA-registered .faf format · MCP server on a UR 18 Claude Code, Codex, OpenCode 2 1,137 tok