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
jcucci/dotnet-sherlock-mcp MCP server that uses reflection to provide LLM's with knowledger about dotnet classes, the 10 Claude Code, Codex, OpenCode 2 6,430 tok
iolairus/borderlint A tool for mapping where your AI data flows and governing it against your residency and so 10 Claude Code, Codex, OpenCode 30 1,718 tok
ASDAlexey/vitest-auto-spy npmjs.com Auto-generate fully-typed test spies from a class — across Vitest, Bun & node:test, with A 10 Claude Code, Codex, Gemini CLI, OpenCode 3 8,404 tok
WolframInstitute/ClaudePluginComputationalResearch Wolfram-centric Claude plugin for AI-assisted computational research 10 Claude Code, Codex, OpenCode 2 2,316 tok
npow/claude-relay Drop-in OpenAI and Anthropic API server that routes through Claude Code 10 Codex, OpenCode 1 849 tok
alexmond/alexmskills alexmond.org A curated Claude Code plugin marketplace of reusable, self-improving skills and agents — e 10 Claude Code, Codex, OpenCode 3 7,021 tok
SethGame/mcp_flexsim mcp server for FlexSim 10 Codex, OpenCode 1 700 tok
HelloThisIsFlo/omnifocus-operator An MCP server that exposes OmniFocus to AI agents via the Model Context Protocol (MCP). 10 Claude Code, Codex, OpenCode 12 1,533 tok
kamiazya/whiteboard kamiazya-whiteboard.pages.dev An collaborative diagramming MCP tool for AI. Use it to align on specs, architecture, work 10 Claude Code, Codex, OpenCode 44 3,768 tok
AgentsKit-io/doc-bridge doc-bridge.agentskit.io Portable doc bridge for AI agents — OKF + Self-Describe + AgentHandoff. CLI, MCP, Fumadocs 10 Claude Code, Codex, OpenCode 2 339 tok
TommyBez/skillsboard skillsboard.sh Skills Board, the agent-native skills registry for teams. Free forever. 10 Codex, OpenCode 1 1,414 tok
benkaiser/mob-mcp-crm mobcrm.au Personal CRM - Remember your contacts better 10 Codex, OpenCode 1 990 tok
beremaran/godot-agent-loop Lean MCP feedback loop for Godot 4 — run, observe, interact, verify 10 Claude Code, Codex, OpenCode 2 2,140 tok
bruchris/canvas-lms-mcp bruchris.github.io Canvas LMS MCP server — read courses, assignments, submissions, rubrics, quizzes; grade an 10 Claude Code, Codex, OpenCode 7 1,878 tok
hermes-labs-ai/hermes-blind hermes-labs.ai Recovers the original goal of a long Claude Code or Codex session from its first user turn 10 Claude Code, Codex, OpenCode 2 348 tok
prefect12/codex-token-meter prefect12.github.io Native macOS menu bar apps for tracking Codex and Claude Code token usage, quota, cache ef 10 Codex, OpenCode 1 1,357 tok
aterrylu/autonomOS Multi-agent harness for CLI coding agents — orchestrate Claude Code, Codex, and more. 10 Claude Code, Codex, OpenCode 3 15,407 tok
leynos/visual-storytelling-skills Agent skills for AI film production — from prose to picture. 10 Codex, OpenCode 1 8 tok
getsetmind/DalamudMCP Windows-local MCP server and Dalamud plugin for observing FFXIV state and executing opt-in 10 Codex, OpenCode 1 556 tok
raultov/knot knot.kz High-performance Rust MCP server & CLI codebase indexer for AI agents. Unlocks deep codeba 10 Codex, OpenCode 1 6,343 tok
yugash007/edu-agent-skills Reusable educational skills for AI coding agents. Turn agents (Gemini CLI, Claude Code, Cu 10 Codex, OpenCode 1 569 tok
andalabx/ember Lightweight headless browser for AI agents 10 Codex, OpenCode 1 1,804 tok
mgh3326/auto_trader LLM agent trades KR/US stocks & crypto behind a deterministic safety layer — approval gate 10 Claude Code, Codex, Gemini CLI, OpenCode 6 8,112 tok
stone16/multica-agent-team Public reference operating model for reusable, evidence-driven AI agent teams on Multica. 10 Claude Code, Codex, OpenCode 3 4,494 tok
brainbytes-dev/everything-claude-marketing The complete marketing intelligence system for Claude Code — 18 agents, 72 skills, 22 comm 10 Claude Code, Codex, OpenCode 2 2,067 tok
grapeot/context-infrastructure-en English reference implementation of context infrastructure for AI workspaces 10 Codex, OpenCode 1 1,011 tok
Tx1207/hello-scholar In Agent-related practice, I found that blindly piling on a large number of skills does no 10 Claude Code, Codex, OpenCode 2 4,020 tok
konan-1947/claude_diff_view_vscode_extension marketplace.visualstudio.com claude_diff_view_vscode_extension 10 Claude Code, Codex, OpenCode 2 7,137 tok
aarons22/paprika-tools MCP server for Paprika Recipe Manager 10 Codex, OpenCode 1 571 tok
wasix-org/wasinix WASIX package collection based on Nix. 10 Claude Code, Codex, OpenCode 2 1,990 tok
XMZF-vAI/clerkbox clerkbox.xmzf.space ClerkBox — A local-first AI desktop workspace with a built-in WebUI, extensible skill mark 10 Codex, OpenCode 1 843 tok
alexhvastovich/playwright-ai-pom-starter Playwright POM, resilient locators, and repository skills for AI-assisted test automation. 10 Codex, OpenCode 1 451 tok
kaiwood/kward kaiwood.github.io An extendable Ruby CLI coding agent. 10 Codex, OpenCode 1 3,590 tok
MiiKiyoshi/tex-mcp-web Review a LaTeX paper from its PDF while an AI agent edits the source. 10 Codex, OpenCode 1 21 tok
AncientiCe/palace-rs Local-first memory for coding agents: MCP server, single SQLite file, local embeddings 10 Claude Code, Codex, OpenCode 2 2,694 tok
klimPaskov/hoi4-agent-tools HOI4 modding tools for agents: local references, visual previews, focus trees, interfaces 10 Codex, OpenCode 1 913 tok
cyanheads/gdelt-mcp-server npmjs.com Search and analyze global news coverage and US television transcripts from the GDELT Proje 10 Claude Code, Codex, OpenCode 2 16,532 tok
meteor/agent-skills docs.meteor.com Meteor-maintained Agent Skills for building, migrating, testing, securing, and deploying M 10 Codex, OpenCode 1 2,994 tok
Receiptor-AI/bookkeeping-skills bookkeeping.md Open-source bookkeeping skills for AI agents 10 Claude Code, Codex, OpenCode 2 417 tok
chipweaver/veripower Give your coding agent a workflow for chip front-end design and verification. 10 Claude Code, Codex, OpenCode 4 497 tok
adsabs/scix-mcp A Model Context Protocol (MCP) server for the NASA Astrophysics Data System (SciX) API 10 Codex, OpenCode 1 828 tok
gatordevin/avo Open reproduction of NVIDIA's AVO paper (arXiv:2603.24517): evolutionary search where an a 10 Claude Code, Codex, OpenCode 2 1,178 tok
whshang/herdr-mcp whshang.github.io herdr provides a stable Webchat → Mac/Linux/Windows Connector MCP, allowing web conversati 10 Claude Code, Codex, OpenCode 2 5,535 tok
dcc-mcp/dcc-mcp-unreal pypi.org Unreal Engine MCP adapter for AI agents to author actors, assets, Blueprints and cinematic 10 Codex, OpenCode 1 1,528 tok
alanpcf/brasil-data-mcp npmjs.com MCP server providing access to Brazilian public data (CNPJ, CEP, banks, holidays, DDD, ISB 10 Codex, OpenCode 1 4 tok
spree/agent-skills spreecommerce.org Agent skills for Spree Commerce — works with Claude Code, Codex, Cursor, Copilot, Cline, A 10 Claude Code, Codex, OpenCode 1 3,860 tok
koldovsky/project-factory Self-improving, spec-driven multi-agent SDLC delivery framework — agent-agnostic plugin fo 10 Claude Code, Codex, GitHub Copilot, OpenCode 3 795 tok
keyfire/elemctl docs.keyfire.ru CLI, MCP server, and library for the documented Console API v2 of 1C:Enterprise.Element (1 10 Claude Code, Codex, OpenCode 2 2,125 tok
tentenco/shuorenhua-zh-tw tenten.co Traditional Chinese (Taiwan) AI humanizer skill: remove AI-like phrasing, eliminate Mainla 10 Claude Code, Codex, OpenCode 2 567 tok
berkayturk/appstore-precheck Read-only iOS App Store pre-submission check: scans 52 rejection vectors, wraps Apple's fa 10 Codex, OpenCode 1 792 tok