How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
jiadizhunine/deepPPT Lightweight agent framework for research PowerPoint generation, editable PPTX delivery, an 29 Codex, OpenCode 1 1,300 tok
raintree-technology/docpull raintree.technology Local-first Python CLI and MCP server for versioned, cited context from web and document s 29 Codex, OpenCode 1 159 tok
FloB95/qrcodly qrcodly.de Free and Open Source QR Code Generator 29 Claude Code 1 2,763 tok
luno/luno-mcp MCP Server for the Luno Cryptocurrency API 29 Claude Code, GitHub Copilot 2 2,278 tok
fayzan123/rungraph fayzan123.github.io One command turns every agent session already on your disk into a graph: subagents, tool c 29 Claude Code 1 4,826 tok
igmarin/rails-agent-skills 28 Rails-specific skills + 9 workflow templates for agentic development. 29 Claude Code, Codex, Gemini CLI, OpenCode 3 236 tok
SinghAbhinav04/dev-house Give Claude Code a dev team: members you create, on the models you choose, with their own 29 Claude Code 1 —
nirholas/ethereum-wallet-toolkit ethereum-wallet-toolkit.modelcontextprotocol.name Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 791 tok
stacklok/toolhive-registry-server docs.stacklok.com Discover, govern and control access to MCP servers and agent skills across your organizati 29 Claude Code 1 2,485 tok
kaael1/mcp-power-automate Local Power Automate MCP server, browser extension, and installable Codex skill. 29 Codex, OpenCode 1 496 tok
Automattic/mcp-server-gravatar-remote Gravatar's official Remote MCP Server 29 Claude Code 1 1,840 tok
Rubiss-Projects/spec-kit-ralph A ralph extension for spec-kit 29 Codex, OpenCode 1 49 tok
starmynd-org/infinite-brain-harness 29 Claude Code, Codex, OpenCode 9 3,454 tok
leenkcool/humanasllm humanasllm.anytd.com Human as Agent · Human-as-LLM gateway: turns engineers into models and provides an OpenAI- 29 Claude Code 5 2,768 tok
gigsmart/haiku-method haikumethod.ai H·AI·K·U (Human + AI Knowledge Unification) — a universal lifecycle framework for structur 29 Claude Code 4 12,922 tok
tumf/conflux dev.to 🚀 Spec-driven parallel coding orchestrator for AI agents | Automates OpenSpec changes wit 29 Claude Code, Codex, OpenCode 11 7,649 tok
Krv-Labs/topos docs.krv.ai Structural code quality metrics for agent-written programs. 29 Claude Code, Codex, OpenCode 2 405 tok
marcosmarf27/tecjustica-sigilo Anonimizador desktop de PII para textos jurídicos brasileiros (Electron + Presidio + BERT 29 Claude Code, Codex, OpenCode 2 20,149 tok
bensyverson/jobs An agent-first CLI-based hierarchical task manager backed by SQLite 29 Claude Code, Codex, OpenCode 2 5,182 tok
Goldppx/RockDLL DLL injector for the world of Kingdom of Locke; compatible with ReShade 29 Codex, OpenCode 1 1,116 tok
SweetSophia/noosphere noosphere-memory.com A universal memory and knowledge layer for AI agents — structured enough for automation, r 29 GitHub Copilot 1 69 tok
Lukie-81/RepoRelay lukie-81.github.io Secure MCP access to local repositories — without shell, Git, or arbitrary writes. 29 Codex, OpenCode 1 384 tok
flashus/detrix Observe any line of running code — no restarts, no code changes, production-safe 29 Claude Code 6 4,119 tok
WYRE-AI/ninjaone-mcp conduit.wyre.ai MCP server for NinjaOne — device monitoring, patching, scripting, and alert management too 29 GitHub Copilot 1 857 tok
wavever/Clipth clipth.app An elegant and powerful clipboard manager designed specifically for macOS. A beautifully d 29 Codex, OpenCode 1 2,683 tok
celo-org/celopedia-skills 29 Claude Code 2 1,111 tok
flieber-inc/devcake DevCake — your Personal Software Factory 29 Codex, OpenCode 1 4,061 tok
geckse/markdown-vdb A filesystem-native vector database built around Markdown files. For AGENTS and MEMORY in 29 Claude Code 10 5,817 tok
amit-nayar/android-adb-skill AI coding agent skills for Android device automation via ADB — screenshots, UI inspection, 29 Codex, GitHub Copilot, OpenCode 2 406 tok
crowdsecurity/crowdsec-skill docs.crowdsec.net Official CrowdSec skill for Claude Code & Codex: install, configure, operate and debug the 29 Claude Code 1 2,407 tok
SVappsLAB/iRacingTelemetrySDK svappslab.com An iRacing SDK for C# .NET. Offers easy access to real-time telemetry data from iRacing f 29 Claude Code, Codex, OpenCode 2 765 tok
dmorrill/cooking-with-claude use LLMs to streamline meal planning, prep, shopping, and execution 29 Claude Code 1 5,464 tok
syahiidkamil/vibe-ai-partner-entity An AI partner with true active memory. She keeps a diary in her own voice, digests her day 29 Claude Code, Codex, OpenCode 42 2,485 tok
mathworks/polyspace-agentic-toolkit The Polyspace Agentic Toolkit brings trusted Polyspace capabilities to AI agents. 29 Claude Code 1 —
Pupok462/open-geo pupok462.github.io How do I check brand visibility in AI? open-geo measures whether your brand shows up in Ch 29 Claude Code 2 —
moudrkat/steeropathy Agents that talk through model internals — activations & J-space — instead of text. No wor 29 Claude Code 1 —
evylegzhanin/test-second-brain 29 Codex, OpenCode 1 1,837 tok
TencentCloudAgentRuntime/ags-cookbook Agent Runtime samples and scripts for quick start 29 Codex, OpenCode 1 124 tok
NickZaitsev/ru-normalizr pypi.org ru-normalizr — the best Russian text normalizer without LLMs. Converts numbers, dates, tim 29 Codex, OpenCode 1 1,649 tok
huqianghui/mindforge huqianghui.github.io AI, Azure, Philosophy & Engineering musings — an Obsidian-powered digital forge for deep t 29 Claude Code, Codex, OpenCode 4 9,608 tok
Kahtaf/OpenCandle opencandle.app AI-powered financial analysis agent: real-time market data, multi-analyst workflows, and p 29 Claude Code, Codex, OpenCode 13 1,590 tok
cmyyx/cep end.canmoe.com Endfield Planner—a toolkit for Arknights: Endfield, supporting module planning, character 29 Claude Code, Codex, OpenCode 2 4,556 tok
savethepolarbears/jules-mcp-server Production-ready Model Context Protocol (MCP) server for Google Jules API. Enables autonom 29 Claude Code, Codex, Gemini CLI, OpenCode 3 1,176 tok
TIMER-err/qml4j Render QML With Skia Backend 29 Claude Code 1 1,031 tok
zensation-ai/zenbrain zensation.ai Agent memory for LLM agents: 7 neuroscience-inspired layers (working, episodic, semantic, 29 Codex, OpenCode 1 1,300 tok
navels/neal A plan-driven, multi-agent coding loop: separate planner, coder, and reviewer roles, each 29 Claude Code, Codex, OpenCode 2 997 tok
twaldin/harness Unified Python interface for invoking AI coding-agent CLIs (claude-code, opencode, codex, 29 Claude Code, Codex, OpenCode 2 2,120 tok
Yakoub-ai/phaser4-gamedev phaser.io Claude Code plugin for Phaser 4 game development — 4 agents + 6 skills encoding deep Phase 29 Claude Code 1 2,725 tok
rondoflow/rondoflow rondoflow.app RondoFlow is a local-first, open-source platform for visually orchestrating Claude Code AI 29 Claude Code 11 2,116 tok
daidaiJ/websearch-mcpserver A lightweight self-hosted personal AI web search solution supporting baidu/tavily/exa APIs 29 Codex, OpenCode 1 12,647 tok