How real projects configure their agents

32,564 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
EtanHey/brainlayer brainlayer.etanheyman.com Persistent memory MCP for AI agents — SQLite, knowledge graph, 13-tool Python MCP + 17-too 9 Claude Code, Codex, OpenCode 2 9,516 tok
beyondeye/aitasks aitasks.io an agentic IDE in your terminal, markdown tasks with YAML frontmatter, git-native, zero in 9 Claude Code, Codex, OpenCode 5 8,801 tok
kasssandr/archilles RAG for researchers: page-level citations from your personal library, LLM access via MCP. 9 Claude Code, Codex, OpenCode 2 3,480 tok
urbanmorph/mdshare mdshare.live Share and collaborate on local markdown files via shareable links 9 Claude Code, Codex, OpenCode 2 1,193 tok
shigechika/mcp-stdio Bidirectional stdio ↔ HTTP gateway for MCP servers — connect clients to remote servers or 9 Claude Code, GitHub Copilot 2 8,253 tok
BarryYangi/vibetime vibetime.barry.ee Local-first time tracking for your coding agent. 9 Claude Code, Codex 3 —
veelenga/preview-skills veelenga.github.io Reduce cognitive load when reviewing AI agent work 9 Claude Code 1 174 tok
hack-dance/hack hack-docs.vercel.app Opinionated local-dev orchestration for running multiple projects at the same time. 9 Claude Code, Codex, OpenCode 5 1,160 tok
peva3/anchor Anchor — the production-grade AGENTS.md template for AI coding agents. 51 sections of batt 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 9,124 tok
wuxingxi888/ai-coding-guidelines The ultimate AI coding standards scaffold: a Markdown ruleset that automatically compiles 9 Claude Code, Codex 13 —
SeanMooney/openstack-ai-style-guide A comprehensive style guide and ruleset specifically designed for AI code generation tools 9 Claude Code, Codex, OpenCode 2 1,119 tok
konflux-ci/agent-plugins Claude Skills for Konflux Usage 9 Claude Code 1 3,560 tok
Viindoo/odoo-mcp-client odoo-semantic.viindoo.com MIT-licensed Claude Code plugin + IDE snippets for the Odoo Semantic MCP server (Viindoo). 9 Claude Code 1 5,359 tok
Sungmin-Cho/deep-suite Harness layer for Claude Code & Codex: plan-first development, independent review, durable 9 Claude Code, Codex, OpenCode 2 2,043 tok
soheilfallah/jobxhunter jobxhunter.dev Searches live UK and Canada jobs, fits an ATS-safe CV to each role from your real experien 9 Claude Code, Codex, OpenCode 1 839 tok
Peaky8linders/specter-oss EU AI Act compliance toolkit — ontology, taxonomy, LLM-as-Judge, grounded Q&A. Python libr 9 Claude Code 1 2,314 tok
morodomi/tdd-skills Strict TDD plugin for Claude Code. Autonomous 7-phase workflow with multi-agent parallel e 9 Claude Code 1 1,405 tok
tbobm/dont-burn-it-all CLI + Claude Code plugin that spends your Claude Code subscription 5-hour quota on real pa 9 Claude Code 2 —
catfish-1234/sessionmem npmjs.com Local-first MCP memory layer for AI coding assistants; persistent cross-session memory, st 9 Claude Code, Codex, OpenCode 1 870 tok
cresset-tools/bougie PHP toolchain management the luxury way 9 Claude Code 1 6,659 tok
franklesniak/copilot-repo-template Reusable template for AI-assisted repositories with shared coding-agent instructions, CI v 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 13 152,641 tok
leek/laravel-agent-rules leek.io Directory-scoped Laravel CLAUDE.md rules — mirrors laravel/laravel structure 9 Claude Code 1 279 tok
cresset-tools/magequery A fast Rust CLI that answers "how is this Magento 2 codebase wired?" without booting the f 9 Claude Code 1 44,546 tok
youssefsz/agentdoctor agentdoctor.youssef.tn Audit repositories for AI coding agent readiness. 9 Claude Code, Codex, OpenCode 2 1,233 tok
yuz9610/POE2Overlay 9 Claude Code, Codex, OpenCode 2 2,953 tok
0x1abin/matter-controller-mcp An MCP server for Matter Controller, enabling AI agents to control and interact with Matte 9 Claude Code 1 248 tok
pab1it0/polymarket-mcp A Model Context Protocol (MCP) server for Polymarket's Gamma Markets API. 9 Claude Code 1 516 tok
wangyendt/wayne-skills Including self-designed agent skills and pywayne skills 9 Claude Code, Codex, OpenCode 2 1,863 tok
Code-Hex/light-research-mcp A lightweight MCP server for LLM orchestration with DuckDuckGo/GitHub Code search and cont 9 Claude Code 1 1,082 tok
Bbeierle12/Skill-MCP-Claude Visual web interface for managing Claude MCP skills with Flask API and Claude Code CLI int 9 Claude Code 1 —
apetta/agent-xlsx agent-xlsx.dev XLSX file CLI built with Agent Experience (AX) in mind. 9 Claude Code 1 —
DiscoClaw/discoclaw Discoclaw: CLI-first Discord bridge for agent runtimes 9 Claude Code, Codex, OpenCode 2 1,242 tok
marfoerst/the-pragmatic-pm makeitnice.de Hopefully the only Toolkit you need to become a successful PM 9 Claude Code 1 502 tok
vlln/pdffigures-mcp-server Extract figures and tables from PDF documents using this FastAPI-based service. The Figure 9 Claude Code 1 977 tok
duynghien/n8n-custom-mcp ai.vnrom.net 🔌 Full-power MCP Server for n8n — CRUD workflows, test webhooks, debug executions. Built 9 Claude Code, Codex, OpenCode 2 1,443 tok
fkguo/nds-mcp Nuclear Data Services MCP server — offline SQLite-backed nuclear physics data queries 9 Claude Code, Codex, OpenCode 2 3,519 tok
Cloud-Temple/live-memory cloud-temple.com Live Memory MCP Server — Shared working memory for collaborative AI agents (Memory Bank as 9 Claude Code, Codex, OpenCode 2 279 tok
xR0am/tip-md-x402-mcp-server 🏆 Hackathon: Transform any AI agent into a payment-enabled agent using x402 + CDP. MCP se 9 Claude Code 1 1,490 tok
matsengrp/pdf-navigator-mcp Comprehensive MCP server for PDF reading, navigation, and text search 9 Claude Code 1 227 tok
hasan-imam/mcp-outlook-applescript MCP server for Microsoft Outlook on Mac — 49 tools for mail, calendar, contacts, tasks, an 9 Claude Code 1 2,269 tok
sosacrazy126/greptile-mcp 9 Claude Code 1 1,251 tok
couzic/ts-graph-mcp 9 Claude Code 3 1,700 tok
NicolasPrimeau/artel artel.run Your fleet's smart notepad — one that learns. Shared memory your agents write to and get b 9 Claude Code 1 856 tok
mirodn/mcp-server-public-transport pypi.org MCP server for real-time public transport data, departures and journey planning across Eur 9 Claude Code 1 —
SuperCrazyKaizen/macos-automator-mcp 9 Claude Code 1 7 tok
avisekrath/zulip-mcp-server gh.avisekrath.com unofficial zulip mcp server that allows LLMs like Claude to interact with your workspace & 9 Claude Code 1 1,911 tok
cdeust/zetetic-team-subagents ai-architect.tools One epistemic standard on three hosts. Claude Code: 15 problem-shaped skills, 97 sourced r 9 Claude Code, Codex, OpenCode 2 578 tok
ayhammouda/python-docs-mcp-server Read-only MCP server for official Python docs: local index, no API keys, exact symbol look 9 Claude Code, Codex, OpenCode 2 1,378 tok
mnemopay/mnemopay-sdk mnemopay.com Trust & reputation layer for AI agents. Agent Credit Score (300-850) + Merkle-anchored led 9 Claude Code, Cursor, Gemini CLI 3 2,895 tok
piiiico/proof-of-commitment getcommit.dev Supply chain security risk scorer for npm, PyPI, Cargo, and Go — behavioral signals that c 9 Claude Code 1 1,166 tok