How real projects configure their agents

44,969 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 agents8,530Claude Code6,887Git and workflow3,618Data and AI3,582Backend and APIs3,558Languages3,485Planning3,325Code review2,903Testing2,691DevOps and cloud2,482Writing and docs2,481Memory and context2,373Research2,322Frontend2,310Security2,179Project management1,971

All Claude Code32,523 Codex24,842 OpenCode23,761 GitHub Copilot3,723 Gemini CLI2,038 Cursor1,771 Windsurf201 Kiro116

Project Stars Configures Files Always loaded
jtalk22/slack-mcp-server mcp.revasserlabs.com Put your agent inside your Slack. Zero bots, zero admin queues, no Business+ upgrade — 20+ 33 Claude Code 1 —
mehmetnadir/cdpilot cdpilot.ndr.ist Browser automation CLI on raw CDP — no Puppeteer, Playwright or Selenium, 0 npm dependenci 33 Claude Code, Codex, Gemini CLI, OpenCode 3 4,452 tok
canonical/copilot-collections Instructions, prompts, and configurations to help you make the most of GitHub Copilot. 33 GitHub Copilot 1 1,215 tok
pe-menezes/vibeflow vibeflow.run Spec-driven development for AI agents. Define what to build, let the agent build it right. 33 Claude Code, Codex, OpenCode 2 2,183 tok
charles-adedotun/claude-code-sub-agents Minimal Claude Code bootstrapper that installs an agent-architect for project-specific sub 33 Claude Code 4 76 tok
vishalguptax/claude-code-manager claudecodemanager.vishalg.in Claude Code Manager: a VS Code sidebar for Claude Code sessions, usage and limits, account 33 Claude Code, Codex 4 —
lemaiwo/odata-mcp-proxy 33 Claude Code 1 1,797 tok
rgmez/apple-accessibility-skills Accessibility audit skills for Apple platforms (SwiftUI, UIKit, AppKit) 33 Codex, OpenCode 1 233 tok
raccioly/docguard npmjs.com Audit and enforce canonical project documentation for AI-assisted development. Detect drif 33 Claude Code, Codex, OpenCode 21 4,855 tok
tfcace/hash runhash.dev A POSIX shell with AI in the grammar: type ?? to drive Claude Code, Cursor CLI, Gemini CLI 33 Claude Code 1 1,137 tok
CPLX/flighty-mcp-server MCP server for the Flighty flight tracking app — 12 tools for flights, status, stats, and 33 Claude Code 1 610 tok
DevinoSolutions/stealth-chrome-devtools-mcp stealthly.io Undetectable browser automation for AI agents via MCP. Stealth Chrome DevTools with smart 33 Claude Code 1 3,372 tok
akougkas/zulipchat-mcp pypi.org ZulipChat MCP Server - A Model Context Protocol server that bridges AI agents with Zulip C 33 Claude Code, Codex, OpenCode 3 6,999 tok
datarobot-oss/datarobot-agent-skills datarobot.com Bring DataRobot platform capabilities to your coding agents 33 Claude Code, Codex, OpenCode 2 959 tok
fockus/skill-memory-bank fockus.github.io Universal long-term project memory for AI coding agents — Claude Code, Cursor, Windsurf, C 33 Claude Code 1 1,950 tok
robert-malai/anafpy anafpy.readthedocs.io Typed async Python clients + MCP server for Romania's ANAF web services: e-Factura, e-Tran 33 Claude Code 1 9,947 tok
edvardgrishin27/frameproof An agent that watches videos without blind spots and proves it saw them with timecodes. Of 33 Codex, OpenCode 1 334 tok
cfongai/higgsfield-content-pipeline Claude Code + Higgsfield as an automated video production studio: 19 skills, prompting pla 33 Claude Code 1 1,742 tok
Mr-Salticidae/knowledge-base Mr. Jumping Spider's public knowledge base of AIGC creation methodology, consolidating reu 33 Claude Code, Codex, OpenCode 2 810 tok
home-operations/yayamlls YAML language server in Go. Schema-driven diagnostics, completion, hover; pluggable render 33 Claude Code, Codex, OpenCode 2 2,942 tok
jkitchin/discopt kitchingroup.cheme.cmu.edu A discrete optimization package with interior point and exterior swagger 33 Claude Code 2 10,395 tok
OpenMANET/OpenVLM Open Voice Link Module for OpenMANET 33 Claude Code 4 2,703 tok
Turki-Sh/Foreman foreman.turkialshuaibi.com A build playbook that turns your coding agent into the foreman of a website build. It inte 33 Claude Code, Codex, OpenCode 1 1,356 tok
LeXwDeX/Mao-s-Legacy-Chinese-Tools Chinese localization tool and localization pack for Mao's Legacy. 33 Codex, OpenCode 1 3,592 tok
kemiljk/kernel-ui kernelui.com Semantic HTML component library for React and Web Components 33 Codex, OpenCode 1 3,527 tok
Dicklesworthstone/frankengraphdb A blank-slate, memory-safe, ultra-high-performance property-graph database in Rust — unifi 33 Codex, OpenCode 1 8,980 tok
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
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
elis132/everything-mcp The definitive MCP server for voidtools Everything - lightning-fast file search for AI age 33 Claude Code 1 527 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
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 1,753 tok
The-OpenROAD-Project/OpenROAD-MCP Model Context Protocol (MCP) server for OpenROAD 33 Claude Code 3 —
HorizunGroup/horizun-pbi-mcp pypi.org Open-source Power BI MCP to build, audit and repair Desktop models and PBIP reports with D 33 Codex, OpenCode 1 3,288 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
bernardopg/AiOverviewControl duxlabs.dev Dank Material Shell widget for AI usage overview for multiple providers 33 Codex, OpenCode 1 2,879 tok
ChanMeng666/archlang archlang.uk 【Star us! ⭐】 A declarative language that compiles to professional SVG floor plans — like T 33 Claude Code, Codex, OpenCode 17 1,285 tok
morluto/gitcontribute Contribution research for agents: check repository guidance, related work, code context, a 33 Codex, OpenCode 1 463 tok
modxcms-jp/evolution-jp modx.jp 33 Claude Code, Codex, GitHub Copilot, OpenCode 22 4,037 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
hashimiche/hal Hashicorp Academy Labs 33 GitHub Copilot 1 2,351 tok
eftechcombr/glpi hub.docker.com GLPI as Container on Kubernetes Cluster 33 Codex, OpenCode 1 1,931 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