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
bejranonda/LLM-Autonomous-Agent-Plugin-for-Claude Autonomous self-learning agent plugin for Claude Code — 36 specialized subagents in a 4-ti 28 Claude Code 1 5,627 tok
vimo-ai/memex vimoai.dev One Memory. All CLIs. Never Compacted. Exact Search. 28 Claude Code 1 1,000 tok
Ivlad003/mcp_newrelic 28 Claude Code 1 183 tok
dougwithseismic/cursor-tools building tools with cursor to make cursor faster so I can ubuild tools to be faster at mak 28 Cursor 1 2,110 tok
Ventuss-OvO/cc-costline Enhanced statusline for Claude Code — see your 7d/30d spend at a glance 28 Claude Code, Codex, OpenCode 2 2,622 tok
alexcong/gemini-deepsearch-mcp 28 Claude Code 1 1,593 tok
atxtechbro/dotfiles AI-orchestration dotfiles for developers who want leverage. Parallelize agents, enforce pr 28 Claude Code 3 —
estevesjh/mcp-ads-arxiv MCP server for Claude: Read scientific papers from LaTeX source, not PDFs. NASA ADS search 28 Claude Code 1 1,415 tok
theagenticguy/erpaval ERPAVal — autonomous software development. Six-phase Explore/Research/Plan/Act/Validate/Co 28 Claude Code 1 562 tok
mjunaidca/mjs-agent-skills A curated collection of Agent Skills — reusable units of intelligence that teach AI Genera 28 Claude Code 5 2,562 tok
TheArcForge/Hades Unity-aware AI infrastructure for Claude Code — a macOS app that serves a knowledge graph 28 Claude Code 1 —
taurgis/sfcc-dev-mcp sfcc-mcp-dev.rhino-inquisitor.com Supercharge your Salesforce B2C Commerce Cloud development with AI-powered documentation a 28 Claude Code, Codex, GitHub Copilot, OpenCode 13 10,977 tok
outfitter-dev/blz blz.run Local-first, line-accurate search for blazing-fast lookups of llms.txt documentation. Huma 28 Claude Code, Codex, OpenCode 14 1,618 tok
holon-run/webmcp-bridge webmcp-bridge.holon.run Bridge local MCP clients to browser WebMCP tools through Playwright, using native WebMCP w 28 Codex, OpenCode 1 614 tok
anthony-maio/mnemos mnemos.making-minds.ai Biomimetic memory architectures for LLMs — surprisal gating, reconsolidation, affective ro 28 Claude Code, Codex, OpenCode 2 1,144 tok
Tk1777-sy/-work-journal-skill A Claude Code skill that turns your AI coding session into structured daily logs, client r 28 Claude Code 1 681 tok
ProfSynapse/Synaptic-Tuner 28 Claude Code, Codex, OpenCode 14 8,293 tok
jmanhype/claude-code-plugin-marketplace Multi-agent trading, swarm intelligence, and GitHub automation plugins for Claude Code. 19 28 Claude Code, Codex, OpenCode 2 1,097 tok
tdwhere123/do-it Installable AI coding workflow for risk-based routing, scoped sub-agents, and evidence-bac 28 Codex, OpenCode 1 897 tok
react-native-community/skills skills.sh Agent skills for the React Native Community 28 Codex, OpenCode 1 213 tok
manusa/ai-cli ai-cli lets you go from zero to AI-powered in seconds in a safe, automated and tailored wa 28 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,248 tok
leighstillard/claude-tools Developer tooling setup for Claude Code — installs and configures RTK, LSP servers, and pl 28 Claude Code 1 1,211 tok
ember-tooling/ember-mcp MCP Server for use with ember projects 28 GitHub Copilot 1 583 tok
aaronsb/think-strategies An MCP server that provides structured thinking strategies for breaking down complex probl 28 Claude Code 1 713 tok
rowlando/coros-workout-mcp MCP server for creating COROS strength workouts via the Training Hub API 28 Claude Code 1 1,193 tok
rayw-lab/english-immersion-reader rayw-lab.github.io Turn any English article or YouTube transcript into an offline deep-reading lesson page — 28 Codex, OpenCode 1 1,191 tok
DennisLiuCk/claude-plugin-marketplace dennisliuck.github.io Claude Code plugin collection providing tools for development, productivity, security, lea 28 Claude Code 1 4,982 tok
kevinwatt/ffmpeg-mcp-lite pypi.org MCP server for video/audio processing via FFmpeg - convert, compress, trim, extract audio, 28 Claude Code 2 730 tok
ESJavadex/claude-homeassistant-plugins javadex.es Claude Code Plugins, Skills, Agents Marketplace for Home Assistant 28 Claude Code 1 1,070 tok
arbazkhan971/godmode Autonomous AI coding agent — 126 skills, 7 subagents, 5 platforms. Iterative optimization 28 Codex, Gemini CLI, OpenCode 2 8,946 tok
Indie-Kit/nextjs-saas-starter indiekit.pro Open Source version of Indie Kit Pro to launch your SaaS in minutes 28 Claude Code 4 —
sturlese/hippocampus A deliberately lite personal brain: Obsidian to browse, Claude Code or Codex for everythin 28 Claude Code, Codex, OpenCode 8 1,624 tok
nirholas/lyra-web3-playground lyra.works Free Solidity compiler & Web3 IDE with interactive tutorials. Learn blockchain development 28 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 906 tok
amsavarthan/android-tools-mcp 🔌 An Android Studio plugin exposing native Gemini tools as an MCP server. Enable external 28 Claude Code 1 1,839 tok
vinnividivicci/ifc-ids-mcp An MCP to create IDS files deterministically using IfcOpenShell's IfcTester 28 Claude Code, Codex, OpenCode 2 6,852 tok
Teamwork/mcp mcp.ai.teamwork.com Teamwork.com MCP server 28 Claude Code, Codex, OpenCode 3 26,610 tok
barvhaim/HoneyMCP A Deception Security Layer for MCP Servers. It injects "ghost tools" (fake security-sensit 28 Claude Code, Codex, OpenCode 2 4,918 tok
dorukardahan/domain-search-mcp npmjs.com Zero-config domain availability MCP server for Claude & ChatGPT. Live pricing via Porkbun, 28 Claude Code, Codex, OpenCode 2 2,055 tok
lynx-community/skills lynxjs.org A collection of Agent Skills for Lynx 28 Codex, OpenCode 1 83 tok
AgriciDaniel/ace-claude-code agricidaniel.com Unified multi-agent orchestration layer for Claude Code with parallel execution, session p 28 Claude Code 1 380 tok
thangchung/agent-engineering-experiment Agent Engineering experiment, practices, codes, specs... 28 Claude Code, GitHub Copilot 4 5,555 tok
cfdude/mac-shell-mcp onvex.ai An MCP (Model Context Protocol) server for executing macOS terminal commands with ZSH shel 28 Claude Code 13 8,419 tok
pipecat-ai/skills Skill library for building Pipecat bots with Claude Code 28 Claude Code 2 484 tok
VKirill/yandex-direct-docs yandex.ru Complete Yandex Direct documentation in Markdown (509 pages). Strategies, targeting, campa 28 Claude Code 4 266 tok
davidmosiah/delx-wellness wellness.delx.ai Public registry for local-first wellness MCP connectors: wearables, recovery, training, nu 28 Codex, OpenCode 1 179 tok
marcusrbrown/systematic fro.bot Compound-engineering loops for OpenCode, Pi, and Claude Code 28 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,709 tok
AIsa-team/agent-skills skills integrated with AIsa API keys 28 Claude Code 1 2,013 tok
ractive/hyalo CLI tool to manage md files 28 Claude Code 9 1,561 tok
surrealdb/agent-skills Supercharge your coding agent with official SurrealDB Skills 28 Codex, OpenCode 1 399 tok
wesleysimplicio/simplicio simpleti.com.br 🔥 Save up to 96% tokens — more than Caveman (65%) or RTK (80%). AI coding agent: chat, ma 28 Claude Code, Codex, OpenCode 2 533 tok