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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
yu-iskw/llmops-demo-ts Demonstrate LLMOps in TypeScript 6 Claude Code, Cursor 29 1,463 tok
Rixmerz/agentcockpit 6 Claude Code 55 1,858 tok
GRACENOBLE/fullstack-template How I skip the repetitive setup, save tokens, save time and focus on the business logic 6 Claude Code, Codex, OpenCode 15 3,658 tok
namastexlabs/automagik-cli A powerful TypeScript-based CLI chat application for interacting with multi-agent AI syste 6 Claude Code, Codex, OpenCode 14 3,783 tok
claude-code-expert/tika tika-kappa.vercel.app A TODO application developed using the SDD approach 6 Claude Code 20 20 tok
vishnujayvel/pdlc-autopilot Autonomous spec-driven development for Claude Code — Director/Actor/Critic pattern with du 6 Claude Code 1 1,531 tok
simatic-ax/io Library with IO handling in ST 6 GitHub Copilot 1 1,651 tok
henkaku-center/omise-interface omise.henkaku.org 6 Codex, GitHub Copilot, OpenCode 2 110 tok
dnsabby/MSITM.6341 Python Class Shared Project Directory 6 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 61 933 tok
lesleslie/jinja2-async-environment Provides asynchronous alternatives to Jinja2's standard template environment and loaders 6 Claude Code, Codex, Gemini CLI, OpenCode 3 1,668 tok
gkmngrgn/rayt huggingface.co Ray Tracing in Python. 6 Gemini CLI 1 563 tok
Kuniwak/puml-parallel Composing multiple PlantUML state diagrams in parallel with synchronization events 6 Claude Code, Codex, Gemini CLI, OpenCode 4 8 tok
lucaspressi/claudekit-engineer 6 Claude Code, Codex, Gemini CLI, OpenCode 10 2,006 tok
jeffgreendesign/textrawl textrawl.com Turn your documents into agent memory. MCP server with hybrid semantic + keyword search ov 5 Claude Code, Codex, OpenCode 4 3,324 tok
mrgnhnt96/sip A command-line tool to manage Dart mono-repos. 5 Claude Code, Codex, OpenCode 7 2,533 tok
rhi-zone/normalize docs.rhi.zone Structural code intelligence for humans and AI agents 5 Claude Code 13 7,124 tok
samaxbytez/freeagent-mcp MCP server for the FreeAgent API 5 Claude Code 8 871 tok
zkysar1/Claude-Mind Give Claude Code a persistent mind: an autonomous agent framework that sets its own goals, 5 Claude Code 67 11,399 tok
dash0hq/dash0-agent-plugin 5 Claude Code 1
villagesql/villagesql-skills villagesql.com Agent skills for VillageSQL - gemini-cli-extension; claude-code-plugin 5 Codex, OpenCode 1 370 tok
pixeltable/pixeltable-skill pixeltable.com Skill/Plugin for building multimodal AI applications with Pixeltable. Tables, computed col 5 Codex, OpenCode 1 551 tok
Kyure-A/nix-config NixOS configuration 5 Claude Code, Codex, OpenCode 2 294 tok
sgaabdu4/hard-eng Stateful agentic engineering workflow for local coding agents 5 Claude Code, Codex, OpenCode 14 562 tok
prantikmedhi/ClawNexus ClawNexus is a Vite + React + TypeScript console for managing OpenClaw-style agent gateway 5 Claude Code, Codex, OpenCode 2 2,445 tok
arifulislamat/database-mcp npmjs.com MCP servers for SQL databases. One package per engine (SQLite, libSQL, MySQL, MariaDB, Pos 5 Claude Code 1
aeriondyseti/vector-memory-mcp A local-first MCP server providing semantic memory storage with RAG-powered context re 5 Claude Code 1 2,105 tok
ij5a/subrosa Persistent, private memory for Claude Code — every session archived locally, searchable. S 5 Claude Code 1 3,647 tok
Diluka/dsh-agent-plugin-market DSH (DeepSeek Harness) plugin: uses Git repositories as an agent plugin marketplace to ins 5 Codex, OpenCode 1 1,586 tok
alexanderop/awesome-ai-coding A curated list of awesome AI coding resources, blog posts, videos, and people to follow 5 Claude Code 1 252 tok
counterposition/pi Skills, extensions, and packages for the Pi coding agent 5 Claude Code, Codex, OpenCode 2 809 tok
futuregerald/futuregerald-claude-plugin 5 Claude Code 1 5,601 tok
FutureSpeakAI/asimovs-mind Asimov's Mind Is The Next Top Layer Of The Internet: Self-Improving Agent Swarms That Powe 5 Claude Code 1 2,184 tok
CRACKISH/mcp-creatio npmjs.com MCP server for Creatio CRM. Connect ChatGPT, Claude, and GitHub Copilot to Creatio via Mod 5 Codex, OpenCode 1 10,420 tok
Memstem/memstem Unified memory and skill infrastructure for AI agents — pull-based ingestion across Claude 5 Claude Code 1 941 tok
TANTIOPE/datadog-mcp-server MCP server providing AI assistants with full Datadog observability access. 5 Claude Code 1 910 tok
TakoData/tako-mcp docs.tako.com Tako MCP gives your agent industry-leading live web search plus licensed data that the ope 5 Codex, OpenCode 1 2,917 tok
AishwaryShrivastav/vibe-testing Code-aware browser testing agent — 13 MCP tools for AI editors (Claude Code, Cursor, Winds 5 Claude Code, Cursor 2 1,603 tok
Pantani/ableton-mind pantani.github.io Definitive MCP server for Ableton Live — full LOM coverage, embedded device knowledge base 5 Claude Code, Codex, OpenCode 32 4,391 tok
NaNMesh/nan-forget Never forget. Long-term memory for any LLM. 5 Claude Code, Codex, OpenCode 9 2,972 tok
RareSense/nova3d-mcp 🚨 MOVED: MCP server for Nova3D. Development continues in the main monorepo: https://githu 5 Claude Code 1 813 tok
AgentsKit-io/agentskit-registry registry.agentskit.io Ready-to-use AI agents for AgentsKit — shadcn-style: copy the source into your project. re 5 Codex, OpenCode 1 328 tok
TonySimonovsky/claude-code-conversation-search-mcp Stop losing Claude Code conversations. Search across all projects, find old chats, and res 5 Claude Code 1 44 tok
JustinBeckwith/pylon-mcp MCP server for Pylon customer support platform 5 Codex, OpenCode 1 299 tok
Oncorporation/filesystem_server Give AI agents access to additional folders in Visual Studio 2022 5 GitHub Copilot 1 60 tok
VirSanghavi/axis useaxis.dev one coordination board for your team's coding agents. claude code, cursor and codex share 5 Cursor 1 1,045 tok
AlvisoOculus/optionsahoy-mcp optionsahoy.com Free equity-compensation tax optimizer for AI agents — ISO/AMT, NSO, RSU sell-vs-hold, QSB 5 Codex, Gemini CLI, OpenCode 2 2,516 tok
Digital-Threads/token-pilot npmjs.com Save 60-80% tokens when AI reads code — MCP server for token-efficient code navigation wit 5 Claude Code, Codex, OpenCode 2 1,662 tok
InvoiceXML/invoicexml-mcp mcp.invoicexml.com InvoiceXML MCP Server for global invoice compliance: Factur-X, ZUGFeRD, XRechnung, CII and 5 Codex, Gemini CLI, OpenCode 2 2,336 tok
cioffiAI/mcp-agora MCP Server with cross-agent persistent memory for AI agent fleets. Vector memory (ChromaDB 5 Codex, OpenCode 1 3,759 tok
dinglebear-ai/rtailscale npmjs.com Rust MCP server and CLI for Tailscale tailnet operations: devices, users, keys, policies, 5 Claude Code, Codex, Gemini CLI, OpenCode 4 3,084 tok