How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
itsmeduncan/commonplace itsmeduncan.com Self-hosted, privacy-tiered memory for your AI agents. 9 Claude Code 1 2,629 tok
DollhouseMCP/collection A Free, Open Source, collection of personas, prompts, skills, memories, agents, and more. 9 Claude Code 1 2,012 tok
anthillnet/sinain-hud Ambient intelligence that sees what you see, hears what you hear, and acts on your behalf 9 Claude Code, Codex, OpenCode 3 4,654 tok
calque-ai/go-calque calque.ai A composable multi-agent AI framework for Go that makes it easy to build production-ready 9 Codex, OpenCode 1 876 tok
jonaylor89/freqmoda blog.jonaylor.com audio editing server and playground 9 Claude Code, Codex, OpenCode 2 296 tok
dkyazzentwatwa/threads-mcp-crawler Mark Zuckerberg's worst nightmare. Crawls Meta Threads for data. 9 Claude Code 1 4,049 tok
fblgit/claudebench Claude Code Best Friend, a workbench for task management and swarm orchestration 9 Claude Code 4 2,377 tok
HughesCuit/heventure-search-mcp Free, API-key-free MCP web search server — DuckDuckGo, Bing, Google + optional SerpAPI/Tav 9 Claude Code 1 233 tok
kevyder/banrepco_mcp Bank of the Republic of Colombia MCP Server 9 Claude Code, Codex, OpenCode 11 840 tok
hottweelz/writing-template-for-ai Write a book from first idea to a finished EPUB/PDF with AI — one cross-tool system for Cl 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 2,173 tok
beixiyo/ai-sync Migrate Commands, Skills, and MCP across Cursor, Claude Code, OpenCode, Codex, and other A 9 Claude Code, Codex, OpenCode 2 2,582 tok
narenkatakam/ux-audit narenkatakam.github.io Give your AI coding assistant a design eye. 12 principles, 13 reference docs, 7 component 9 Claude Code, Codex, OpenCode 2 552 tok
FindMalek/dukkani dukkani.co Create your online shop in minutes — no code, no stress. 9 Claude Code, Codex, Cursor, Windsurf 41 11,808 tok
0xrafasec/ai-workflow AI-assisted development workflow toolkit for Claude Code, Cursor, and Codex — skills, agen 9 Claude Code 1 1,179 tok
sitemd-cc/sitemd sitemd.cc Websites from Markdown. Built for AI coding agents. 9 Claude Code, Codex 1
crunchtools/mcp-trentina Secure MCP server for quarantined web content extraction — two-layer defense against promp 9 Claude Code 1 1,154 tok
dizzlkheinz/ynab-mcpb MCP server for YNAB. Reconcile bank statements, itemize receipts, manage transactions — 9 Claude Code, Codex, OpenCode 2 6,901 tok
rgranet/project-coding-companion-skill A Claude Skill that coaches you to write better coding prompts before implementing — evalu 9 Codex, Cursor, OpenCode 2 2,849 tok
Costumary/gsap-choreography spanthi.com AI coding instructions for scripted GSAP product demo animations — cursor choreography, ti 9 Codex, GitHub Copilot, OpenCode 2 1,274 tok
baneeishaque/ai-agent-rules 9 Claude Code 1
montanetech/codeix Fast semantic code search for AI agents — find symbols, references, and callers across any 9 Claude Code 1
DanielGouveiah/glasses daniskills.vercel.app Put your glasses on. Evidence-first planning and bounded implementation diagnosis for AI c 9 Claude Code, Codex, OpenCode 2 73 tok
sharozdawa/ai-visibility Track your brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Open source al 9 Claude Code 1
tago-io/mcp-server tago.io @tago-io/mcp-server | Model Context Protocol integration for TagoIO Platform 9 Claude Code, Codex, OpenCode 2 3,456 tok
gianlucamazza/mcp_python_toolbox MCP server giving AI assistants a toolbox for Python development. 9 Claude Code 1 253 tok
walkindude/cli-bridge Turn any CLI into an MCP tool that agents actually use. 9 Claude Code, Codex, OpenCode 2 1,488 tok
kontent-ai/mcp-server kontent.ai The Official Kontent.ai MCP server. Connect your AI with Kontent.ai. 9 Claude Code 1 2,362 tok
AbdullahMalik17/Hacathan_5 hacathan5-4qk9qwxii-muhammad-abdullah-athars-projects.vercel.app Website Link 9 Claude Code 62 2,321 tok
aiperceivable/apflow aipartnerup.com **AI-Perceivable Distributed Orchestration** apflow is a distributed task orchestration e 9 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,661 tok
DilawarShafiq/unworldly pypi.org The flight recorder for AI agents. Tamper-proof, ISO 42001 + HIPAA-compliant audit trails 9 Claude Code 14 2,892 tok
djinilabs/helpmaton helpmaton.com Workspace-based platform for managing AI agents. 9 Cursor 1 1,031 tok
DemboNauta/skill-doc-generator npmjs.com MCP server that turns any documentation URL into a Claude Code skill file. No API key requ 9 Claude Code 4
xmartlabs/vytalLink vytallink.xmartlabs.com VytalLink is a digital health platform connecting personal health data—including Apple Hea 9 Claude Code, Codex, OpenCode 3 2,289 tok
dgenio/contextweaver Budget-aware context compilation and context firewall for tool-heavy AI agents. 9 Claude Code, Codex, GitHub Copilot, OpenCode 10 20,621 tok
thedoublejay/gather-step gatherstep.dev A local-first code graph for AI coding assistants working across multiple repositories. 9 Codex, OpenCode 1 905 tok
AmElmo/loadout One app to manage MCPs, skills, rules, hooks, subagents and plugins across Claude, Codex, 9 Claude Code 1 1,780 tok
gabcoyne/airflow-unfactor gabcoyne.github.io MCP server for LLM-assisted conversion of Apache Airflow DAGs to Prefect flows 9 Claude Code 1 1,029 tok
creatornader/atrib atrib.dev Verifiable agent actions. Every action becomes signed context for the next. Ed25519 signat 9 Claude Code, Codex, OpenCode 4 20,202 tok
asya-ai/asya-chat-ui Better, open-source, LLM wrapper (user management, text processing, file processing, image 9 Codex, OpenCode 1 565 tok
Andes-Software-Solutions/Andes.Extensions.AI nuget.org Composable Microsoft.Extensions.AI IChatClient middlewares for .NET — tool-call tracking w 9 Claude Code 17
opendatahub-io/rhoai-mcp Prototype MCP server for RHOAI 9 Claude Code 2 1,692 tok
bhargavamin/contexer contexer.ai Contexer keeps the important engineering decisions behind your software current and availa 9 Claude Code, Codex, OpenCode 2 13,522 tok
strato-space/media-gen-mcp Media Gen MCP — Strict TypeScript MCP server for OpenAI gpt-image-1 and sora-2: generate, 9 Codex, OpenCode 1 3,044 tok
paulieb89/pinescript-mcp pinescript-mcp.fly.dev Pine Script v6 MCP server — documentation lookup and function validation. 9 Claude Code, Codex, OpenCode 2 1,374 tok
seatable/seatable-mcp mcp.seatable.com 🤖 SeaTable Model Context Protocol Server, for allowing AI systems to interact with your S 9 Claude Code 1 1,801 tok
xLUPOx/cursor-ai-rules-framework Comprehensive AI prompting framework for Cursor IDE - Autonomous Principal Engineer operat 9 Claude Code, Cursor 2
vulnmaster/CASE-UCO-SDK cyberdomainontology.org Multi-language SDK (Python, C#, Java, Rust) for building validated CASE/UCO JSON-LD graphs 9 Cursor 1
dmitryprg-ai/cursor-develop-autorules 9 Claude Code, Codex, Cursor, OpenCode 28 2,082 tok
KumaBase/agent-base 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 7 3,029 tok
SarutobiSasuke8/agentops-template Governed, repo-native AgentOps template for AI-assisted software projects, with cross-agen 9 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 6 4,013 tok