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
YoavLax/agent-compass agentcompass.ashymeadow-b5411f47.eastus.azurecontainerapps.io Get your repo ready for AI. 39 Claude Code, Codex, GitHub Copilot 5 979 tok
astro-anywhere/astro-agent astroanywhere.com Mission control for the AI age. 39 Claude Code 1 781 tok
fastly/mcp Model Context Protocol (MCP) server for AI-powered Fastly CDN management. 39 Codex, OpenCode 1 1,360 tok
DariuszNewecki/CORE dariusznewecki.github.io CORE is a governance runtime for autonomous AI systems. It enforces constitutional rules d 39 Claude Code 1 1,943 tok
ggplab/solo-biz-playbook ggplab.xyz The solo-team operating playbook actually used by ggplab — strategy, time tracking, and AI 39 Claude Code, Codex, OpenCode 2 566 tok
heffrey78/lifecycle-mcp MCP server for managing project lifecycles 39 Claude Code 2 3,105 tok
galaxyproject/galaxy-mcp 39 Claude Code 1 —
theafh/ai-modules A collection of professional AI skills, packaged as Claude and Codex plugins and deployabl 39 Claude Code, Codex, OpenCode 2 7,939 tok
padmarajnidagundi/Playwright-AI-Agent-POM-MCP-Server Playwright AI Agent POM MCP ServerPlaywright AI Agent using Page Object Model (POM) archit 39 Claude Code, Codex, GitHub Copilot 10 1,344 tok
Weaverse/.agents weaverse.io Agents, skills, commands, and rules for AI-powered coding tools — used daily to supercharg 39 Codex, OpenCode 1 1,558 tok
owenliang60-ship-it/knowledge-mgmt Claude Code skills for personal knowledge management: atomic note-taking + spaced repetiti 39 Codex, OpenCode 1 2,109 tok
manusco/resonance Operator-grade AI agent skills for Claude Code, Cursor, Codex, and opencode. 39 Claude Code, Codex, OpenCode 2 4,027 tok
stephanj/LSP4J-MCP A Java MCP (Model Context Protocol) server that wraps JDTLS (Eclipse JDT Language Server) 39 Claude Code, Codex, OpenCode 2 549 tok
CopilotKit/skills AI agent skills for CopilotKit — setup, develop, integrate, debug, upgrade, and contribute 39 Claude Code, Codex, OpenCode 2 356 tok
gwbischof/free-will-mcp This was a fun project to explore what an AI would do with the ability to give itself prom 39 Claude Code 1 15 tok
ankitmundada/awesome-gemini-cli-subagents 100+ subagents for gemini-cli 39 Gemini CLI 1 589 tok
dualeai/seek Ranked local search for AI coding agents. seek searches the current Git repo or the paths 39 Claude Code 2 992 tok
decriptor/AvaloniaUI.MCP decriptor.github.io MCP server for AvaloniaUI 39 Claude Code 1 1,146 tok
Dicklesworthstone/fastmcp_rust Cancel-aware Rust framework for building Model Context Protocol (MCP) servers and clients: 39 Codex, OpenCode 1 12,355 tok
opendatahub-io/ai-helpers opendatahub-io.github.io AI Helpers — collections of Skills, Hooks, Agents (compatible with Claude Code, Cursor and 39 Claude Code, Codex, OpenCode 2 1,933 tok
Altinity/altinity-mcp Model Context Protocol server to use ClickHouse® databases in your AI agents 39 Claude Code, Codex, OpenCode 5 957 tok
EngramMemory/engram-memory engrammemory.ai The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. 39 Claude Code 1 —
plasmate-labs/plasmate docs.plasmate.app Browser engine for agents. HTML in, structured Semantic Object Model out. Native MCP and A 39 Claude Code, Codex, OpenCode 3 48,334 tok
prefrontal-systems/cortexgraph Temporal memory system for AI assistants with human-like forgetting curves. All data store 39 GitHub Copilot 5 19,900 tok
coleam00/evolution-of-ai-agents Three working examples showing how AI agent development evolved - from traditional RAG to 39 Claude Code 1 —
flc1125/skills skills.flc.io A personal repository of reusable AI agent skills, designed to work across compatible tool 39 Codex, OpenCode 1 662 tok
daffy0208/ai-dev-standards As Described in the name 39 Claude Code, Cursor 17 4,018 tok
AgriciDaniel/meowmeow a philosophy for talking to AI agents without getting glazed. one trigger, four meanings. 39 Codex, OpenCode 1 318 tok
eddmann/intervals-icu-mcp MCP server enabling LLMs to interact with Intervals.icu - training data, wellness metrics, 39 Claude Code 2 1,447 tok
SalesforceDiariesBySanket/Copilot-Skills-Salesforce Salesforce Developer and Architect Skills for GitHub Copilot 39 GitHub Copilot 1 2,466 tok
spellyaohui/M-Team-Helper M-Team PT site automation assistant 39 Claude Code, Codex, OpenCode 2 2,261 tok
tenequm/skills clawhub.ai Agent skills for building, shipping, and growing software products 39 Codex, OpenCode 1 1,892 tok
Zaious/Antigravity-Skills-Chronicle open-vsx.org Visual management dashboard for AI Agent skills, workflows, and rules. VS Code extension w 39 Codex, OpenCode 1 952 tok
omnigentx/jarvis Omnigentx Jarvis — voice + chat AI assistant powered by Fast Agent (MCP) with Vue dashboar 39 Claude Code, Codex, OpenCode 2 10,665 tok
shipshitdev/skills shipshit.dev Claude, Cursor, Codex skills and commands 39 Codex, OpenCode 1 398 tok
advanced-security/codeql-development-mcp-server LLM <-- MCP --> CodeQL( AST | CFG | CLI | LSP ) 39 Claude Code, Codex, GitHub Copilot 22 8,231 tok
dbankscard/jamf-mcp-server Model Context Protocol server enabling AI assistants (Claude, ChatGPT) to manage Jamf Pro 39 Codex, OpenCode 1 940 tok
gabrielmaialva33/winx-code-agent crates.io 🦀 A high-performance code agent written in Rust, combining the best features of WCGW for 39 Codex, OpenCode 1 994 tok
Impertio-Studio/QGIS-Claude-Skill-Package 19 deterministic Claude Code skills for QGIS/PyQGIS spatial analysis, map creation, geopro 39 Claude Code 1 2,801 tok
skills-il/tax-and-finance AI agent skills for Israeli tax, invoicing, VAT, and financial systems 39 Claude Code 1 1,018 tok
northflank/skills northflank.com An agent skill for deploying, operating, and automating workloads on Northflank. Includes 39 Claude Code 1 —
iseppo/e-arveldaja-mcp Experimental MCP server for Estonian e-arveldaja (RIK e-Financials) API. Not affiliated wi 39 Claude Code, Codex, OpenCode 18 25,877 tok
wot-ui/open-wot cli.wot-ui.cn A toolkit of AI capabilities for Wot UI, including Skills, the MCP protocol, and CLI tools 39 Claude Code, Codex, OpenCode 9 666 tok
HIDORAKAI002/ai-workspace-archive A massive, self-updating local archive of AI tools — 11,000+ agent skills, 240+ MCP server 39 Claude Code, GitHub Copilot 2 2,797 tok
amittell/firewalla-mcp-server Firewalla MCP Server - Claude integration for network security monitoring and firewall man 39 Claude Code 2 6,900 tok
airas-org/airas airas-org.github.io AIRAS - an open-source project for research automation 39 Claude Code, Codex, GitHub Copilot, OpenCode 3 486 tok
kernel/kernel-mcp-server mcp.onkernel.com Open-source MCP server for secure, low-latency cloud-browser automation on Kernel. 39 Codex, OpenCode 1 1,120 tok
myths-labs/muse 🌀 MUSE — Memory-Unified Skills & Execution. A pure-Markdown OS for AI pair programming wi 39 Claude Code, Codex, OpenCode 18 2,438 tok
elgorro/aiquila Private AI for your Nextcloud — an MCP server (316 tools), a native Nextcloud app with cha 39 Claude Code 1 7,050 tok
kochetkov-ma/claude-brewcode doc-claude.brewcode.app Claude Code plugin suite: brewcode (skill/agent/rule authoring, semble semantic search, su 39 Codex, OpenCode 1 1,407 tok