How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
n24q02m/wet-mcp mcp.n24q02m.com Open-source MCP server for AI agents: web search, content extraction, and library docs -- 17 Claude Code, Codex, OpenCode 2 7,026 tok
kud/mcp-jenkins kud.io 🛠️ Drive Jenkins from Claude — trigger builds, watch pipelines, and manage CI/CD jobs & n 17 Claude Code 1 287 tok
ForkPoint/agent-lighthouse forkpoint.github.io Lighthouse-style audits for AI-agent readiness, LLM crawlers, MCP clients, and the agentic 17 Claude Code, Codex, OpenCode 2 2,258 tok
Honeyfield-Org/ris-mcp-ts MCP Server for the Austrian Legal Information System (RIS) - Access Austrian federal laws, 17 Claude Code 1 12,231 tok
HiAi-gg/hiai-opencode Multi-agent orchestration plugin for OpenCode. 10 configurable model slots, 30 hooks, memo 17 Codex, OpenCode 1 4,983 tok
Edge-City/agentvillage AgentVillage: skills + onboarding for the Agent Village at Edge Esmeralda 2026 17 GitHub Copilot 1 368 tok
fernandoabolafio/repobase repobase.dev Index and search your Git repositories with AI. Includes a terminal UI and MCP server for 17 Claude Code, Cursor 3
igptai/skills igpt.ai Email intelligence for every role in the company, 13 role-specific plugins, 76 skills, and 17 Claude Code, Codex, OpenCode 2 3,125 tok
taivop/marketplace Agent skills from Taivo Pungas - https://taivo.ai 17 Claude Code, Codex, OpenCode 2 686 tok
MelonS/MelonS-Agents melons.github.io An agent that builds, plays, and verifies its own game ? a colony-sim prototype gated by 1 17 Claude Code 28 2,413 tok
olaservo/skilljack-mcp MCP server that discovers and serves Agent Skills. 17 Claude Code 1 4,395 tok
Azure/azure-functions-skills A repository for Azure Functions skills, prompts, and reusable definitions to support agen 17 Claude Code, Codex, GitHub Copilot, OpenCode 15 2,536 tok
redhat-developer/rhdh-skills Claude Code skill for RHDH plugin lifecycle management 17 Claude Code, Codex, OpenCode 2 2,167 tok
kasuken/github-copilot-superpowers Opinionated, repo-local configuration for GitHub Copilot (Chat + Agent mode): instruction 17 Claude Code, Codex, GitHub Copilot 15 5,040 tok
linxumoney/cn-ads-skills 🇨🇳 Advertising skills library for AI Agents targeting the Chinese market | Ocean Engine 17 Codex, OpenCode 1 513 tok
onceMisery/seahorse-agent Seahorse Agent is an engineering platform for enterprise knowledge, long-term memory, and 17 Claude Code, Codex 4 1,438 tok
ksterx/srunx ksterx.github.io A modern Python library for SLURM workload manager integration with workflow orchestration 17 Claude Code 1 11,299 tok
roostercoopllc/flipper-mcp AI-powered MCP server for Flipper Zero. Control SubGHz, NFC, RFID, IR, BLE, GPIO, and more 17 Codex, OpenCode 1 4,729 tok
caiaffa/claude-code-ultimate-engineering-system A complete engineering toolkit for Claude Code: premium skills, agent workflows, ADR/PRD t 17 Claude Code, Codex, OpenCode 2 2,237 tok
54yyyu/pyapple-mcp stevenyuyy.com MCP server and CLI for seven macOS apps — Messages, Mail, Notes, Calendar, Reminders, Cont 17 Claude Code 2 2,956 tok
sweatco/archie-hq AI employee for your team — delegate real work in Slack and a team of Claude-powered agent 17 Claude Code 11 1,134 tok
olehsvyrydov/AI-development-team An AI dev team in your editor — ~48 specialist agents and an enforced, proportional workfl 17 Claude Code 1 1,299 tok
aa-io/site ambrosino.io Andrew Ambrosino's personal website 17 Codex, OpenCode 1 1,159 tok
Carloslee96/vizagent-dashboard Turn CSV/Excel data into beautiful HTML dashboards — 20+ built-in themes, zero API spec mo 17 Claude Code, Codex 2
jrollin/cartog cartog.dev Pre-indexed code knowledge graph via treesitter, enchanced query with RAG, MCP server, pri 17 Claude Code, Codex, OpenCode 2 13,464 tok
PonClick/marktplaats-mcp MCP server for searching Marktplaats.nl via AI assistants 17 Claude Code 1 1,634 tok
RokLenarcic/mcp-server MCP Server library 17 Claude Code 1 936 tok
ehc-io/qmd Query Markdown - MCP server for hybrid search over markdown knowledge bases 17 Claude Code 1 1,413 tok
anousss007/ng-blatui ngblatui.remix-it.com Accessible Angular 22 UI library (standalone, signals, zoneless, SSR) ported from BlatUI — 17 Codex, OpenCode 1 768 tok
shreyaskarnik/voice-mcp Bidirectional voice MCP server for Claude Code — listen (STT) and speak (TTS) on Apple Sil 17 Claude Code 6 614 tok
atesgoral/vite-plugin-mcp-client-tools Pluggable Vite MCP plugin that brings client-side tools to your existing Vite setup 17 Codex, OpenCode 1 1,287 tok
higebu/3gpp-mcp 17 Claude Code, Codex, OpenCode 2 3,112 tok
TerminallyLazy/Tree-Ring-Memory terminallylazy.github.io Framework-agnostic, local-first memory lifecycle for AI agents: Rust CLI, SQLite/FTS recal 17 Codex, OpenCode 1 1,038 tok
shyamsridhar123/agentsmith-cli Agentify any repository in one command. AgentSmith maps a local codebase or GitHub URL and 17 Claude Code, Codex 18 1,629 tok
davertor/take-notes Turn a YouTube video or a web article into didactic study notes, rendered as a self-contai 17 Codex, OpenCode 1 779 tok
meltforce/FreeReps freereps.meltforce.org Self-hosted health data server with visualization dashboard and MCP interface 17 Claude Code 1 2,285 tok
Bigsy/mcpmu MCP server multiplexer, configure all your MCP's in a single MCP with profiles, both TUI a 17 Claude Code 1
infinitepi-io/bookmark-manager-mcp A lightweight Model Context Protocol (MCP) server that provides persistent bookmark manage 17 Claude Code 2
jiten-singh-shahi/salesforce-claude-code npmjs.com Salesforce Claude Code Framework: 🚀 17 specialized subagents, 55 domain skills, and 29 ho 17 Claude Code, Cursor 58
datht-work/safeai-global-agent SafeAI-Global Compliance Suite 🛡️ Building globally compliant software is slow, expensive 17 GitHub Copilot 1 1,002 tok
Parslee-ai/neo A self-improving code reasoning engine with persistent semantic memory 17 Claude Code, Codex, OpenCode 17 37,237 tok
asasugar/SuperSpec asasugar.github.io Spec-driven development (SDD) for AI-powered coding assistants 17 Claude Code, Codex, Cursor, OpenCode 20 2,431 tok
ulises-jeremias/agent-toolkit ulises-jeremias.github.io 🛠️ Composable AI agent toolkit — skills, agents, loops, and MCP templates for Claude Code 17 Codex, OpenCode 1 3,175 tok
Desko77/mcp-bsl-platform-help-context MCP server for the 1C platform API documentation, with strict BSL typing and coding standa 17 Claude Code 1 1,800 tok
alifanov/scopegate scopegate.dev AI Access Proxy Layer — granular permission gateway for AI agents. Connect services, defin 17 Claude Code, Codex 4 7,477 tok
PranavNagrecha/AwesomeSalesforceSkills Open-source Salesforce knowledge layer for AI coding assistants. 1,027 source-grounded ski 17 Claude Code, Codex, OpenCode 64 5,794 tok
aartiq/nowaikit nowaikit.com ServiceNow MCP server: 500+ tools and 26 AI capabilities for any AI (Claude, ChatGPT, Gemi 17 Claude Code 10
star-ga/mind-mem mindlang.dev Persistent AI memory for Claude Code, OpenClaw, and any MCP-compatible agent. BM25F + vect 17 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 5,988 tok
AppliedIR/sift-mcp appliedir.github.io Valhuntir SIFT platform — MCP servers, gateway, Examiner Portal 17 Codex, OpenCode 1 2,318 tok
AixleHQ/flow flow.aixle.com Aixle Flow — orchestrate coding agents through durable, inspectable workflows. 17 Claude Code 1 1,011 tok