How real projects configure their agents

23,196 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
GobbyAI/gobby The bottleneck in AI coding isn't the model: It's the babysitting. Gobby is a local daemon 20 Claude Code, Codex, Gemini CLI, OpenCode 3 10,800 tok
petrludwig-collab/Agent2Telegram Connect a coding agent (Claude Code, Codex, Antigravity) to Telegram. Dependency-free, rob 20 Codex, OpenCode 1 1,286 tok
pariyar07/ariadne satyampariyar.com Open-source agent skills for building scope-safe Markdown knowledge vaults with determinis 20 Claude Code, Codex, Gemini CLI, OpenCode 3 1,921 tok
phenomenoner/neoapi-skill Fubon Neo Python skill package: trading and market data workflows, test environment integr 20 Claude Code, Codex, Gemini CLI, OpenCode 3 2,425 tok
ya5huk/findash An Israeli Claude Finance Plugin 20 Claude Code, Codex, OpenCode 3 5,865 tok
aldegad/safedeps npmjs.com Dependency safety gate for Claude Code & Codex CLI — OSV pre-approval, npm lockfile-closur 20 Claude Code, Codex, OpenCode 2 4,254 tok
sordi-ai/skill-everything Git-versioned agent memory: agents that never make the same mistake twice. Anthropic-Skill 20 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 4 4,060 tok
ProvablyAI/sourcerykit provably.ai Python SDK for accurate and verifiable agent tool use. Agents verify that answers came fro 20 Codex, OpenCode 1 1,399 tok
realnaka/alphaloop A human-agent investment research loop: you set the direction, AI helps verify information 20 Codex, OpenCode 1 980 tok
kagent-dev/website kagent.dev kagent and kMCP website and documentation | Join Discord: https://bit.ly/kagentdiscord 20 Claude Code, Codex, OpenCode 2 159 tok
Brainwires/rullama-framework brainwires.dev A modular framework for building complete AI solutions. It's mostly a Rust framework with 20 Claude Code, Codex, OpenCode 5 1,887 tok
MiguelTVMS/tplink-omada-mcp hub.docker.com MCP server for TP-Link Omada Controller. Use your prefered AI agent to see all the informa 20 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,435 tok
Syncause/debug-skill syn-cause.com Agent debugging skill. Stop AI debugging guesswork with runtime evidence. 20 Codex, OpenCode 1 317 tok
MoonshotAI/kimi-help-center kimi.com Kimi Help Center is an intelligent Q&A routing system that directs user questions to the r 20 Codex, OpenCode 1 1,549 tok
linshidream/skill-hub A general-purpose Skill Hub for multi-Agent systems, enterprise self-hosted Agents, and se 20 Claude Code, Codex, OpenCode 2 1,505 tok
acedergren/oci-agent-skills Oracle Cloud Infrastructure operations plugin with intelligent agent skills for managing c 20 Claude Code, Codex, OpenCode 2 1,008 tok
MHW888888/aegisloop Open-source local policy, recovery, and audit layer for explicit Codex execution. 20 Codex, OpenCode 1 224 tok
DataZooDE/erpl-adt erpl.io CLI and MCP server for the SAP ADT REST API — search, read/write ABAP source, run tests, m 20 Claude Code, Codex, OpenCode 2 6,802 tok
nokia/mcp-redfish 20 Codex, GitHub Copilot, OpenCode 2 4,668 tok
doodledood/claude-code-plugins A curated marketplace of Claude Code plugins for agentic development workflows, featuring 20 Claude Code, Codex, OpenCode 5 3,092 tok
topos-sh/topos topos.sh Behavior sharing for AI agents in teams — the topos CLI + self-hostable plane keep every a 20 Claude Code, Codex, OpenCode 2 1,503 tok
netresearch/skill-repo-skill netresearch.github.io Agent Skill guide for structuring skill repositories - multi-channel distribution | Claude 20 Codex, OpenCode 1 2,130 tok
GGbond-bo/MemOmics-Agent Autonomous research Agent for bioinformatics: 300+ bioinformatics skills, persistent R/Pyt 20 Codex, OpenCode 1 810 tok
HWYD/ai-mind An AI Native Runtime Skeleton that continuously evolves by version. It starts with a local 20 Claude Code, Codex, OpenCode 17 3,169 tok
TakaGoto/rag-learning-academy A structured, multi-agent Claude Code learning environment for mastering Retrieval-Augment 20 Claude Code, Codex, OpenCode 47 3,377 tok
coyaSONG/youtube-mcp-server smithery.ai Citation-ready YouTube research for AI agents — transcript search, exact timestamp links, 20 Claude Code, Codex, OpenCode 2 1,611 tok
Echoer009/Nion AI companion + task manager · nags you so you don't forget 20 Codex, OpenCode 2 2,432 tok
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 14,979 tok
EndeavorYen/chrome-cdp-ex endeavoryen.github.io Attach a coding agent to the Chrome/Edge/Electron tab you already have open. Cookies stay. 20 Claude Code, Codex, OpenCode 2 1,192 tok
Kminer2053/demo-video-skill Demo videos created by coding agents — properly showcase your vibe coding results. 20 Codex, GitHub Copilot, OpenCode 2 1,441 tok
lestrrat-ai/claude-code-plugins 20 Claude Code, Codex, OpenCode 2 4,025 tok
davisjam/model-based-agentic-software-engineering davisjam.github.io Book, website, and skills for MAGE: the Model-Based Agentic Software Engineering framework 20 Claude Code, Codex, OpenCode 2 6,439 tok
machinavitalis/jaxonomy py.jaxonomy.com JAX-native simulation engine for hybrid dynamical systems — block-diagram modeling, ODE/DA 20 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 5 2,254 tok
SkyShannonProver/shannon-prover skyshannonprover.github.io LLM agents that write machine-checked cryptographic proofs in EasyCrypt (arXiv:2607.02847) 20 Claude Code, Codex, OpenCode 4 2,653 tok
SamG-Coder/ThreeBrowserStudio LLM-first Three.js WebGPU scene and animation authoring with a persistent native viewport 20 Codex, OpenCode 1 397 tok
zgbrenner/agentcounsel zgbrenner.github.io Open-source, AI-agnostic skills for legal teams. 20 Claude Code, Codex, Gemini CLI, OpenCode 3 3,839 tok
cq27-dev/rag-rat rag-rat.cq27.dev Local repo-intelligence index + MCP server: semantic search, symbol/graph navigation, impa 20 Claude Code, Codex, OpenCode 7 2,974 tok
Kashkovsky/threadnote threadnote.io Local-first engineering memory and large-scale polyglot graph search for Codex, Claude, Cu 20 Codex, OpenCode 1 1,683 tok
EodHistoricalData/EODHD-MCP-Server EODHD MCP Server for AI assistants 20 Claude Code, Codex, OpenCode 2 2,762 tok
m0nkmaster/msteams-mcp Microsoft Teams MCP Server using standard user sign in flows. 20 Codex, OpenCode 1 4,416 tok
ExaDev/agent-comms Cross-harness communication mesh for LLM agents. Rooms, DMs, presence, and visibility. 20 Claude Code, Codex, OpenCode 2 4 tok
GAJETOso/financeskills AI-powered skills for financial professionals. Comprehensive collection of finance, accoun 20 Claude Code, Codex, OpenCode 2 1,966 tok
jdguggs10/flaim flaim.app Fantasy Sports MCP Platform 20 Claude Code, Codex, OpenCode 5 1,153 tok
j0hanz/filesystem-mcp A local filesystem MCP server that lets LLMs and AI agents read, write, search, diff, patc 20 Claude Code, Codex, OpenCode 2 164 tok
vincentmumme/personalos-boilerplate mummentum.de Open-Source-Boilerplate für PersonalOS: Markdown-basierte Systemlogik, Templates und lokal 20 Codex, OpenCode 1 691 tok
genged/capshelf Shared Agent Configuration tool, share skills, configs and mcps across multiple projects 20 Claude Code, Codex, OpenCode 3 2,744 tok
shkyyy18/mi_fitness_data_bridge A local-first Xiaomi fitness and health data bridge: export your own Mi Home data to SQLit 20 Codex, OpenCode 1 1,026 tok
zach-blumenfeld/knowledge-index The Graph Search Engine for Your Knowledge Base 20 Claude Code, Codex, OpenCode 2 4,035 tok
honra-io/drizzle-best-practices 20 Claude Code, Codex, OpenCode 2 820 tok
mslavov/shelly-forge Shelly Forge is a TypeScript framework and CLI tool for developing, testing, and deploying 20 Claude Code, Codex, OpenCode 10 775 tok