How real projects configure their agents

32,552 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 agents8,564Claude Code6,906Git and workflow3,633Data and AI3,578Backend and APIs3,558Languages3,494Planning3,322Code review2,906Testing2,695DevOps and cloud2,496Writing and docs2,489Memory and context2,375Research2,320Frontend2,312Security2,181Project management1,980

All Claude Code32,552 Codex24,920 OpenCode23,840 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,771 Windsurf202 Kiro117

Project Stars Configures Files Always loaded
adham90/opentrace Observability engine for AI coding agents. Custom columnar log store, MCP-native, self-hos 15 Claude Code 1 953 tok
dvcrn/mcp-server-subagent MCP for letting agents delegate tasks to sub-agents (Claude Code, Aider, Q) 15 Claude Code 1 1,499 tok
namastexlabs/automagik-tools deepwiki.com From API to AI in 30 Seconds - Transform any API into an intelligent MCP agent that learns 15 Claude Code, Codex, OpenCode 22 3,783 tok
Osc2405/pbi-context pypi.org AI context engine for Power BI models — turns .pbit/.pbip (TMDL) into indexed, queryable c 15 Claude Code 2 16,088 tok
RiggdAI/uniqent uniqent.ai Any brain, any agent. Package an AI agent's brain — persona, MCP stack, skills, memory, co 15 Claude Code 1 3,925 tok
tianqitang1/enrichr-mcp-server 15 Claude Code 1 1,097 tok
Thomas97460/quota-tracker High-precision quota and token monitoring for AI Agents. Real-time analytics and usage tra 15 Claude Code, Codex, OpenCode 2 2,475 tok
PrashamTrivedi/valtown-mcp-server ValTown MCP Server - Execute ValTown functions from AI assistants 15 Claude Code 1 602 tok
CsabaKovacs/rulesmith Local-first CLI + MCP server that maps repositories and generates evidence-backed AI agent 15 Claude Code, Codex, GitHub Copilot, OpenCode 11 4,962 tok
huanshenyi/serverless-mcp-servers-cdk Sample implementations of MCP Servers running on AWS Serverless compute Resources 15 Claude Code 1 730 tok
barvhaim/remy-mcp A Model Context Protocol (MCP) server that provides programmatic access to Israeli Land Au 15 Claude Code, GitHub Copilot 2 3,241 tok
gldc/mcp-postgres 15 Claude Code, Codex, OpenCode 2 1,471 tok
Agnuxo1/p2pclaw-mcp-server p2pclaw.com MCP server + REST API for the P2PCLAW decentralized AI research network. Lets agents publi 15 Claude Code 1 2,252 tok
h4ndzdatm0ld/otg-mcp Open Traffic Generator - Model Context Protocol 15 Claude Code 1 3,211 tok
SPANDigital/mcp-server-dump A command-line tool to extract and document MCP (Model Context Protocol) server capabiliti 15 Claude Code 1 2,787 tok
zernie/vigiles vigiles.sh Like Lighthouse for your agent harness - verify your CLAUDE.md/AGENTS.md, skills & hooks a 15 Claude Code 21 9,657 tok
wmoto-ai/mcp-outlook-tools 15 Claude Code 1 706 tok
TechFernandesLTDA/apex-mcp MCP Server for Oracle APEX 24.2 — create, inspect and modify APEX apps via natural languag 15 Claude Code 1 4,047 tok
MarkusOdenthal/the-knowledge-stack Claude Code plugins from The Knowledge Stack. Tools for developers who ship. 15 Claude Code 10 961 tok
li195111/claude-token-analyzer Diagnoses token waste in Claude Code sessions. 6 anomaly types, cost audit, trend forecast 15 Claude Code 1 1,044 tok
whinc/my-claude-plugins Personal claude plugins. 15 Claude Code 1 —
jgamaraalv/ts-dev-kit Claude Code plugin: 15 agents + 14 skills for TypeScript fullstack development 15 Claude Code 1 1,052 tok
settlemint/sdk settlemint.com Integrate SettleMint into your application with ease. 15 Claude Code 12 2,751 tok
dondetir/CodeGrok_mcp CodeGrok MCP is a Model Context Protocol (MCP) server that enables AI assistants to intell 15 Claude Code 1 972 tok
openonion/connectonion-claude-plugin connectonion-claude-plugin.vercel.app Official ConnectOnion Claude Code plugin - Build AI agents correctly with documentation-gr 15 Claude Code 7 —
sbom-tool/gh-guard sbom.tools CI/CD supply chain hardening plugin for Claude Code, designed for Rust projects 15 Claude Code 1 1,432 tok
WhiskeyJack96/obsidian-agent An obsidian plugin providing an acp client implementation. This allows you to use claude-c 15 Claude Code 2 1,365 tok
maksutovic/joycraft CLI + Claude Code plugin that scaffolds and upgrades AI development harnesses — from vibe 15 Claude Code, Codex, OpenCode 5 1,394 tok
mnardit/agent-recall max.nardit.com Persistent memory for AI coding agents. SQLite-backed knowledge graph with MCP server. 15 Claude Code 1 1,287 tok
jfim/obsidian-tasks-mcp Obsidian tasks MCP server 15 Claude Code 1 357 tok
jomon003/PlayMCP MCP server for browser automation with Playwright: navigate, click, type, extract content, 15 Claude Code, Codex, OpenCode 2 706 tok
microsoft/cates Coding Agent Token Economics Standard 15 Claude Code, GitHub Copilot 5 526 tok
A/claude-booping a.github.io A playbook framework for Claude Code and the sprint loop built on it — deterministic state 15 Claude Code 1 6,616 tok
stefanwebb/named-pipes Low-latency IPC library for building persistent agentic tool servers (LLM inference, TTS, 15 Claude Code 4 899 tok
zircote-plugins/claude-team-orchestration zircote-plugins.github.io Multi-agent orchestration plugin for Claude Code. Coordinate agent teams with shared tasks 15 Claude Code 1 993 tok
CodeAlive-AI/codealive-skills Agent skills for CodeAlive — semantic code search and AI-powered codebase answers. Works w 15 Claude Code, Codex, OpenCode 2 639 tok
allemaar/open-skills allemaar.com Readable agent skills with optional declarative YON protocols you can inspect and validate 15 Claude Code, Codex, OpenCode 2 487 tok
camgitt/memoir memoir.sh Persistent memory for AI coding tools, in an open portable format. Sync Claude, Cursor, Ge 15 Claude Code 1 770 tok
navox-labs/agents navox.tech 19 AI agents for Claude Code that run your full sprint cycle: strategy, spec, architecture 15 Claude Code 1 3,869 tok
chainstack/dev-portal docs.chainstack.com Chainstack Developer Portal 15 Claude Code, Codex, OpenCode 2 8,178 tok
pouyanafisi/gtm-mcp MCP server for Google Tag Manager: read tags/triggers/variables, publish containers, and a 15 Claude Code, Gemini CLI 2 3,954 tok
eddmann/obsidian-mcp MCP server for git-backed Obsidian vaults. Access and manage notes through Claude, ChatGPT 15 Claude Code 4 3,223 tok
dominik1001/imap-mcp 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI a 15 Claude Code 1 273 tok
Krzysztof318/MailFathom krzysztof318.github.io A brain for your mail: MailFathom turns IMAP mailboxes into a self-hosted, AI-native servi 15 Claude Code, Codex, OpenCode 24 8,124 tok
caihongxu/palmier palmier.me Run AI agents on your computer and dispatch tasks from anywhere, approve actions on the go 15 Claude Code 2 377 tok
2389-research/mcp-socialmedia 2389-research.github.io MCP server that lets AI agents read and create posts, replies, and team-based discussions. 15 Claude Code 1 22 tok
blacksmithers/vaultforge Local MCP server for Obsidian vault operations — search, intelligence, canvas tools 15 Claude Code 1 894 tok
matryer/context Team knowledgebase framework for LLM IDEs 15 Claude Code, Codex, OpenCode 7 3,184 tok
Pranav-Karra-3301/tuck tuck.sh manage your dotfiles! 15 Claude Code, Codex, Cursor, OpenCode 11 8,334 tok
Hackbyrd/orbital-express A better way to organize and develop on your Express.js Node.js application. Built for dev 15 Claude Code, Codex, GitHub Copilot, OpenCode 24 3,514 tok