How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
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
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
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
shopsavvy/shopsavvy-mcp-server shopsavvy.com Free MCP server for ShopSavvy: gives Claude, ChatGPT, Cursor and other AI assistants produ 9 Claude Code, Codex, OpenCode 2 905 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
timstewart-dynatrace/Best-Practice-Notebooks ** not officially supported by Dynatrace ** these notebooks were sourced from official doc 9 Codex, OpenCode 1 2,067 tok
yuz9610/POE2Overlay 9 Claude Code, Codex, OpenCode 2 2,953 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
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
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
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
patrickpxp/ibkr-mcp-server yet another Interactive Brokers MCP server (for TWS API) . skill included 9 Codex 1 —
dannykeane/figmanage dannykeane.com Let agents manage your Figma workspace. Runs locally. ClaudeCode, Cursor, OpenClaw, or the 9 Codex, OpenCode 1 769 tok
tiangong-ai/skills skills 9 Codex, OpenCode 1 1,238 tok
CoreyFransen08/john-deere-ops-mcp MCP for connecting to JDO data 9 Codex, OpenCode 1 570 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
alyiox/mcp-mssql Read-only-by-default MCP server for one or many SQL Servers: schema discovery, SELECT-only 9 Claude Code, Codex, OpenCode 2 767 tok
OXI-717/ai-native-toolkit Open-source AI-native engineering plugins for Claude Code — project context, code review, 9 Codex, OpenCode 1 174 tok
flurdy/agent-skills Shared AI agent skills 9 Claude Code, Codex, OpenCode 2 922 tok
naimkatiman/continuous-improvement continuous-improvement.dev Claude Code that gets sharper every session: runtime discipline and instinct memory (the 7 9 Claude Code, Codex, OpenCode 2 6,159 tok
gomilesf/convergo Disciplined software engineering for coding agents: plan → review → build loops that actua 9 Claude Code, Codex, Gemini CLI, OpenCode 3 865 tok
ballast-ai/token-station Local routing control plane for AI agents and LLM providers, with a loopback-only gateway, 9 Codex, OpenCode 1 3,278 tok
sevalla-hosting/mcp mcp.sevalla.com Official remote MCP server for the Sevalla public API. 9 Claude Code, Codex, OpenCode 2 6,206 tok
odrasile/ai-usage-widget odrasile.github.io Floating desktop widget for monitoring local AI coding CLI usage across Codex, Claude Code 9 Codex, OpenCode 1 1,575 tok
Florious95/team-agent team-agent.net Talk once, ship a team. A multi-agent runtime for Claude Code and Codex CLI where the lead 9 Codex, OpenCode 1 149 tok
ishizakahiroshi/many-ai-cli Run Claude Code, Codex, Copilot, Cursor, and Grok CLIs in parallel — approve every session 9 Claude Code, Codex, Gemini CLI, OpenCode 3 7,675 tok
karthikcsq/google-tools-mcp npmjs.com MCP server unifying 169 Google Workspace tools across Drive, Docs, Sheets, Slides, Gmail, 9 Claude Code, Codex 2 —
psiQAQ/zotero-agent An AI agent framework for Zotero, enabling intelligent literature search, organization, an 9 Codex, OpenCode 1 3,307 tok
DebugSwift/XcodeBazelMCP xcodebazelmcp.github.io MCP server and CLI for Bazel-based Apple platform development — tools for iOS, macOS, tvOS 9 Claude Code, Codex 7 —
adithya-s-k/research-presentation-template A template for research talks: fixed-canvas React deck, dark/light themes, PPTX + PDF expo 9 Claude Code, Codex, OpenCode 2 1,740 tok
layer1labs/specsmith specsmith.readthedocs.io Lean governance for AI-assisted development: requirements tracking, test enforcement, epis 9 Claude Code, Codex, OpenCode 37 883 tok
iris-eval/mcp-server iris-eval.com Stop shipping agents on vibes. Score every agent output for quality, safety, and cost. 9 Codex, OpenCode 1 2,054 tok
mrf/godot-stagehand Playwright inspired tool for testing Godot games 9 Claude Code, Codex, OpenCode 2 2,788 tok
KUP-IP/the-bridge kup.solutions Native macOS menu-bar app that turns your Mac into an MCP server for Notion AI agents and 9 Claude Code, Codex, OpenCode 2 6,847 tok
whereissam/React-Vite-Tanstack-Starter-Template react-vite-tanstack-starter-templat.vercel.app A modern starter template using React 19, Shadcn, Vite, and TanStack Router. 9 Claude Code, Codex, OpenCode 2 1,030 tok
andrisgauracs/Premiere-Claude-Plugin A plugin to let Claude autonomously control Adobe Premiere 9 Codex, OpenCode 1 2,468 tok
get-dx/cli The DX CLI 9 Codex, OpenCode 1 685 tok
jdlar1/siigo-mcp 9 Codex, OpenCode 1 245 tok
TomMaSS/PRDforge AI-powered Product Requirements Document manager — MCP server, Next.js dashboard, Claude c 9 Codex, OpenCode 1 5,161 tok
cortex-app/conduit Conduit - A Model Context Protocol (MCP) server for Phabricator and Phorge. 9 Codex, OpenCode 1 2,383 tok
speakeasy-api/docs-mcp speakeasy.com Offline-first, performant MCP server for your docs 9 Claude Code, Codex, OpenCode 2 3,134 tok