How real projects configure their agents

24,785 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
BoxLogoDev/sapstack Universal SAP skills and agents for Claude Code — FI, CO, TR, MM, SD, PP, HCM, SFSF, ABAP, 20 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 11 15,008 tok
natnew/awesome-ai-scientists natnew.github.io A curated collection of resources for building “AI Scientist” systems: AI that assists sci 20 Claude Code, Codex, OpenCode 2 4,164 tok
lestrrat-ai/claude-code-plugins 20 Claude Code, Codex, OpenCode 2 4,025 tok
viteinfinite/sync-skills Synchronize agent skill definitions between .claude and .codex directories 20 Claude Code, Codex, OpenCode 12 277 tok
ilgizar-valiullin/mcp-web-hound npmjs.com Unified MCP search server with 8 providers, caching, reranking, and rate limits 20 Codex, OpenCode 1 519 tok
hjqcan/GoodMemory npmjs.com Local-first, auditable memory layer for AI apps and coding agents — Codex, Claude Code, MC 20 Claude Code, Codex, OpenCode 2 3,320 tok
shane9coy/Agent-Skill-Architecture-Guide katana-agent.com A comprehensive reference for building and organizing AI agent skills across Claude Code, 20 Codex, OpenCode 1 2,387 tok
PrunaAI/pruna-skills dashboard.pruna.ai Agent skills and plugins to give your agents access to Pruna API and generation workflows. 20 Codex, OpenCode 1 1,105 tok
risingwavelabs/risingwave-mcp go.risingwave.com RisingWave MCP Server. 20 Codex, OpenCode 1 578 tok
donnfelker/loop-skills Autonomous, self-re-prompting agent loops for Claude Code — packaged as independently-inst 20 Claude Code, Codex, OpenCode 2 1,262 tok
j4th/mtg-mcp-server Unified MCP server composing Scryfall, Commander Spellbook, 17Lands, EDHREC, Moxfield, Spi 20 Claude Code, Codex, OpenCode 28 4,668 tok
epicsagas/epic-harness epicsagas.github.io Multi-tool AI agent harness — 22 skills, self-evolving engine, unified memory, autonomous 20 Claude Code, Codex, OpenCode 3 4,815 tok
ZenMux/skills ZenMux Skills Repo 20 Claude Code, Codex, OpenCode 2 1,286 tok
wd041216-bit/zero-api-key-web-search pypi.org Jev-powered search infrastructure for AI agents: zero API keys, MCP-ready, LLM-context awa 20 Claude Code, Codex, Gemini CLI, Kiro 5 644 tok
ashlrai/phantom-secrets phm.dev Stop AI coding agents from leaking your API keys. Local proxy + MCP that swaps real secret 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 7,553 tok
ChouChiu/heya-skill hs.wwchun.top In-depth analysis based on Bilibili creator Heya's video titles, teaching AI to learn Heya 20 Codex, OpenCode 1 1,318 tok
hypercycle-development/mosaic-companion Open desktop runtime for AI agents, tools, and integrations — MCP servers, sandboxed WASM 20 Codex, OpenCode 1 2,534 tok
Azure/azure-functions-skills A repository for Azure Functions skills, prompts, and reusable definitions to support agen 20 Claude Code, Codex, GitHub Copilot, OpenCode 12 2,310 tok
redhat-developer/rhdh-skills Claude Code skill for RHDH plugin lifecycle management 20 Claude Code, Codex, OpenCode 2 2,272 tok
jrollin/cartog cartog.dev Pre-indexed code knowledge graph via treesitter, enchanced query with RAG, MCP server, pri 20 Claude Code, Codex, OpenCode 2 14,264 tok
higebu/3gpp-mcp 20 Claude Code, Codex, OpenCode 2 3,112 tok
jamarpl21/prawo-pl-eli Prawo polskie i UE oraz orzecznictwo z oficjalnych źródeł — 8 skilli (Agent Skills) dla Cl 20 Codex, OpenCode 1 599 tok
davertor/take-notes Turn a YouTube video or a web article into didactic study notes, rendered as a self-contai 20 Codex, OpenCode 1 779 tok
tyql688/sessionview Browse, search, resume and manage your AI coding sessions in one local desktop app. (Claud 20 Claude Code, Codex, OpenCode 4 2,360 tok
patchloom/patchloom patchloom.github.io Structured file edits for AI agents (JSON/YAML/TOML, markdown, AST, dry-run, MCP). Not a g 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 10,152 tok
alexfrmn/murmur murmurconnect.com Murmur Connect (Murmur) — encrypted agent-to-agent messaging for AI coding agents. Claude 20 Codex, OpenCode 1 810 tok
sandraschi/virtualization-mcp MCP Server and Webapp for VirtualBox, Hyper-V and Windows sandbox. VM operations, network 20 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,672 tok
javded-itres/Holix holix-agent.ru Helix is ​​a powerful self-learning AI agent with memory, skills, and the ability to recal 20 Codex, OpenCode 1 293 tok
helderberto/agent-skills Helder Berto's 🛠️ Battle-tested software engineering skills for AI coding agents 🤖 20 Claude Code, Codex, OpenCode 2 2,238 tok
mana-am/claude-f-me f.mana.am Control wearable haptics by chatting in Claude Code — MCP plugin, live console, simulator, 20 Codex, OpenCode 1 1,179 tok
BnJam/stac-mcp An MCP Server for STAC requests 20 Codex, GitHub Copilot, OpenCode 2 5,711 tok
pome-sh/digital-twins pome.sh Test mode for your integrations, built for the way agents build 20 Codex, OpenCode 1 2,928 tok
o-1717986918/arcvellum ArcVellum: a local Agent creative platform for long-form novels, screenplays, and pseudo-d 20 Codex, OpenCode 1 810 tok
fixed-width/glass fixedwidth.tech MCP server: build → see → interact → debug loop over native GUI apps 20 Claude Code, Codex, OpenCode 2 2,569 tok
shahlaukik/money-manager-mcp An MCP (Model Context Protocol) server that enables AI assistants to manage personal finan 20 Claude Code, Codex, OpenCode 2 2,196 tok
Muvon/octobrain octomind.run Persistent memory for AI assistants — semantic search, knowledge graph, and MCP server int 20 Codex, OpenCode 1 2,898 tok
dustinblack/agent-dashboard Real-time dashboard for spawning and controlling AI coding agents across multiple hosts. S 20 Claude Code, Codex, Gemini CLI, OpenCode 3 898 tok
jjuanrivvera/canvas-cli canvas-cli.jjuanrivvera.com A powerful command-line interface for Canvas LMS, built with Go. 20 Claude Code, Codex, OpenCode 3 2,828 tok
preslandallan-ui/marketingskills Marketingskills from Corey Haynes 20 Claude Code, Codex, OpenCode 2 2,263 tok
zaplitny/atimelogger-mcp 20 Claude Code, Codex, OpenCode 2 2,787 tok
wyattjoh/herdr-plugin-renamer Renames an auto-generated herdr worktree branch and workspace from the agent's first promp 20 Claude Code, Codex, OpenCode 2 3,035 tok
wolfenazz/YzPzCode YzPzCode - The Unified Workspace for AI Coding Agents 20 Claude Code, Codex, Gemini CLI 7 19,830 tok
Lykhoyda/rn-dev-agent lykhoyda.github.io Claude Code | Codex plugin for React Native — explores codebases, designs architecture, im 20 Claude Code, Codex, OpenCode 1 7,952 tok
apinizer/testnizer testnizer.com Free, fully offline cross-platform desktop API client — HTTP, SOAP, gRPC, WebSocket, Graph 20 Codex, OpenCode 1 520 tok
ravinperera/ai-token-efficiency-playbook Drop-in instructions, prompts, and workflows to reduce token usage across Codex, Claude Co 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,452 tok
playpip/pip-web playpip.io Poker without the casino. Texas Hold'em with friends or against AI. Play money only, no ad 20 Claude Code, Codex, OpenCode 3 1,789 tok
lee259/oh-my-claudian community.obsidian.md AI Agents in Obsidian: Claude Code, Codex, Cursor, Grok, OpenCode, Oh My Pi, Pi, and DeepS 20 Codex, OpenCode 1 2,248 tok
ponomr/thinking-toolkit 30 thinking models as one portable agent skill — Claude Code, Codex CLI, OpenClaw, and any 20 Codex, OpenCode 1 455 tok
glslang/windbg-mcp MCP server exposing WinDbg/DbgEng (live user-mode, kernel, crash dumps, Time Travel Debugg 20 Claude Code, Codex, OpenCode 9 1,572 tok
100yenadmin/boardstate 100yenadmin.github.io Your dashboard is data. Any AI can build it; any human can edit it. A protocol + runtime f 20 Claude Code, Codex, OpenCode 3 2,557 tok