How real projects configure their agents

45,012 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
volantlabs/vellis volantlabs.ai Vellis — open-source context graph engine for AI agents: typed, local-first memory with ex 9 Codex, OpenCode 8 4,953 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 8,798 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 Share and collaborate on local markdown files via shareable links 9 Claude Code, Codex, OpenCode 2 1,193 tok
click6067-ship-it/fitllm-engine fitllm.run Will this LLM fit your GPU or Mac? npx fitllm — accurate memory math for MLA/sliding-windo 9 Codex, OpenCode 1 755 tok
natiixnt/redcon a tool that reduces token usage and request waste in coding-agent workflows by selecting, 9 Codex, OpenCode 1 157 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
mhawksey/gas-fakes-ext Gemini CLI Extension for Sandboxed Google Apps Script - This Gemini CLI extension provides 9 Gemini CLI 1 1,310 tok
codewithdark-git/OmniDev Your Multi-Model AI Development Assistant - Free, Intelligent, Autonomous 9 Codex, OpenCode 1 2,041 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
he-yufeng/RuleForge Auto-generate AI assistant rules (CLAUDE.md, .cursorrules, copilot-instructions) from code 9 Codex, OpenCode 1 251 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
acaprino/daodan Custom Claude Code plugin repository with development workflow agents and skills 9 Codex, OpenCode 1 376 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 —
theoklitosBam7/mcp-git-commit-generator Generate conventional commit messages from your staged git changes using Model Context Pro 9 Codex, OpenCode 1 421 tok
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 6,555 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
timstewart-dynatrace/Best-Practice-Notebooks ** not officially supported by Dynatrace ** these notebooks were sourced from official doc 9 Codex, OpenCode 1 2,067 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
ExceptionRegret/Kryfto The open-source web-browsing backend for AI agents & workflow engines. Ships a 42-tool MCP 9 Codex, OpenCode 1 640 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 —
ebhattad/nfl-mcp 9 Codex, OpenCode 1 2,236 tok
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
Submersible/mcp-hashline-edit-server MCP server providing hashline-based file editing — line-addressed edits with content hashe 9 Codex, OpenCode 1 1,872 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
sergeiledvanov/mcp-wise Wise MCP server 9 Claude Code 1 —
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