How real projects configure their agents

32,517 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
rollysys/use_cninfo On-demand fetching of A-share listed company announcements from cninfo.com.cn — full-text 33 Claude Code 1 1,791 tok
ukunal91app/Marketing-Skills-by-Corey-Haines 33 Claude Code, Codex, OpenCode 2 2,263 tok
kengio/dp-800-study-guide Open-source community study guide for Microsoft DP-800: Developing AI-Enabled Database Sol 33 Claude Code 1 3,216 tok
heihei999/huasheng-mcp An MCP problem-solving assistant based on Huasheng Shisan's civil service exam methodology 33 Claude Code, Codex, OpenCode 2 1,522 tok
sandraschi/freecad-mcp FreeCAD 3D CAD automation via FastMCP — headless document/export plus FluidX3D/OpenFOAM CF 33 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,714 tok
Automattic/simplenote-mcp A basic MCP server for the Simplenote desktop app. 33 Claude Code, Codex, OpenCode 3 2,193 tok
AndreaBozzo/dataprof andreabozzo.github.io Data profiling and quality gates for CSV, JSON, Parquet and DataFrames. Rust core, Python 33 Claude Code, Codex, OpenCode 3 1,537 tok
geekjourneyx/industry-research A professional industry research Skill that turns industry, sector, and company questions 33 Claude Code, Codex, OpenCode 2 2,550 tok
doublegate/CyberChef-MCP doublegate.github.io Model Context Protocol server for CyberChef — exposes GCHQ's "Cyber Swiss Army Knife" as A 33 Claude Code, Codex, GitHub Copilot, OpenCode 6 15,869 tok
jedarden/NEEDLE jedarden.com Headless agent orchestrator with deterministic state machine — processes a bead queue, dis 33 Claude Code, Codex, OpenCode 3 6,967 tok
awslabs/AutoHelix Agent-powered iterative optimization: put an AI agent in a verified improvement loop. 33 Claude Code, Codex, OpenCode 2 1,656 tok
Corporationakht/LocalCodeCli A powerful local proxy for Claude Code CLI and Codex CLI supporting NVIDIA NIM, Google,Gem 33 Claude Code, Codex, OpenCode 2 3,287 tok
oddbit/shrtnr oddbit.id MCP server, REST API and typed SDKs for short links. Per-user ownership, bundle analytics. 33 Claude Code, Codex, OpenCode 3 2,497 tok
ChanMeng666/archlang archlang.uk 【Star us! ⭐】 A declarative language that compiles to professional SVG floor plans — like T 33 Claude Code, Codex, OpenCode 9 1,335 tok
modxcms-jp/evolution-jp modx.jp 33 Claude Code, Codex, GitHub Copilot, OpenCode 22 4,037 tok
buttondown/docs docs.buttondown.com Buttondown's public documentation 33 Claude Code, Codex, OpenCode 2 91 tok
svitrix/svitrix-firmware svitrix.github.io 33 Claude Code 14 3,384 tok
container-registry/harbor-next container-registry.com Next-generation Harbor. Use features before they move upstream. 33 Claude Code, Codex, OpenCode 2 1,115 tok
10Legs/freelance-developer-harness A Claude Code operating system for running a structured agency team. 25 specialized roles 33 Claude Code, Codex, OpenCode 5 5,267 tok
tialkan/TezAtlas 33 Claude Code, Codex, Gemini CLI, OpenCode 27 1,836 tok
tomcounsell/ai valorengels.com AI product manager and engineer at Yudame: runs backlogs and client work, tracks decisions 32 Claude Code 3 1,049 tok
xcota/pos Give Claude Code a persistent memory — it remembers you, your projects, and your decisions 32 Claude Code, Codex, OpenCode 23 1,654 tok
vredrick/n8n-mcp n8n MCP Server - Documentation and tools for n8n nodes via Model Context Protocol with SSE 32 Claude Code 1 7,234 tok
jmxt3/gitscape.ai gitscape.ai Scan any agent skill — authored or compiled — for prompt injection, secrets, and malicious 32 Claude Code, Codex 56 —
userFRM/rpg-encoder npmjs.com MCP server that gives AI coding agents semantic understanding of any codebase. Search by i 32 Claude Code 6 807 tok
liyecom/liye-ai Agent economic trading market infrastructure. A system used for managing Agents, discoveri 32 Claude Code 1 2,077 tok
quantamixsol/graqle graqle.com Persistent organisational intelligence for AI agents. Turn codebases, documents, policies 32 Claude Code 1 463 tok
TT-Wang/memem A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons 32 Claude Code 1 3,907 tok
klapaudius/symfony-mcp-server A Symfony package designed for building secure servers based on the Model Context Protocol 32 Claude Code, Cursor, Windsurf 4 1,596 tok
aywengo/kafka-schema-reg-mcp A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry. 32 Claude Code, Codex, Cursor, OpenCode 3 2,940 tok
siqiliu-tsinghua/mma-mcp A MCP server that wraps a local Wolfram Engine, enabling AI assistants (Claude, ChatGPT, e 32 Claude Code 1 2,190 tok
willibrandon/NetContextServer A .NET implementation of the Model Context Protocol enabling AI assistants to explore and 32 Claude Code 1 776 tok
neno-is-ooo/claudify npmjs.com Use Claude Code as an LLM provider with your subscription flat fee instead of pay-per-toke 32 Claude Code 1 888 tok
dososo/agent-loop-skill A skill for long-running AI agent loops with contracts, traces, restarts, scoring, and cle 32 Claude Code, Codex, OpenCode 2 1,588 tok
YCSE/nanobanana-mcp Gemini Vision & Image Generation MCP for Claude Desktop and Claude Code 32 Claude Code 1 923 tok
dodobrands/Peekie swiftpackageindex.com An xcresult parser CLI for CI and AI coding agents. 32 Claude Code, Codex, OpenCode 2 1,490 tok
vakovalskii/phantom-agent Autonomous AI agent for BitGN PAC1 Challenge — ~86% score with 12 hot-reloadable skills, l 32 Claude Code, Codex, OpenCode 2 2,613 tok
mverab/metaclaw clawbiz.io Founder-first meta-layer to generate production-ready OpenClaw multi-agent setups from one 32 Claude Code, Codex 1 —
ocbunknown/fastapi-claude-template Agent-first FastAPI template built to pair with Claude Code - opinionated architecture kep 32 Claude Code 4 7,589 tok
anatomia-dev/anatomia anatomia.dev Spec-driven agent harness for Claude Code and Codex — five-agent pipeline (scope, plan, bu 32 Claude Code, Codex, OpenCode 10 129 tok
Uncle-Gao/Live-Translator-Hub One-click localization for Cursor and Claude, covering all pages, with an AI translation e 32 Claude Code, Codex, Gemini CLI, OpenCode 4 2,870 tok
tbdavid2019/openclaw-docs-skill Automatically updated daily, giving your LLM the ability to handle OpenClaw issues. This i 32 Claude Code, Codex, GitHub Copilot 8 —
cyanheads/workflows-mcp-server npmjs.com Store, query, and create YAML workflow playbooks for LLM agents via MCP. STDIO or Streamab 32 Claude Code, Codex, OpenCode 2 16,832 tok
frmoretto/hardstop Don't let AI destroy your hard work! HardStop is a rock-solid protection for AI-generated 32 Claude Code, Codex, OpenCode 2 2,887 tok
lourencomaciel/sift-gateway pypi.org Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JS 32 Claude Code 1 1,640 tok
iagogfe/excalidraw-icons-mcp Excalidraw MCP server with real vendor-icon search & insertion (AWS/Azure/GCP/OCI/Kubernet 32 Claude Code 1 1,233 tok
Bahgs/Self-Improving-Obsidian-LLM-Wiki An Obsidian-first, agent-maintained LLM Wiki framework that turns raw sources into linked 32 Claude Code, Codex, Gemini CLI, OpenCode 3 671 tok
Oolab-labs/patchwork-os patchworkos.com The decision layer for personal AI. Local-first runtime where agents automate across GitHu 32 Claude Code, Cursor 16 29,932 tok
bjcoombs/ai-native-toolkit Claude Code plugin & Agent Skills for AI-native development: codebase readiness scoring (/ 32 Claude Code 1 3,314 tok
rusinikita/acid SQL transactions learning tool (AI ready) 32 Claude Code 1 1,101 tok