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
Hainrixz/claude-db tododeia.com The multi-paradigm database expert for Claude Code — design a schema, audit it on two neve 19 Claude Code 1 1,319 tok
ansari-project/ansari-skill Islamic Knowledge Agent Skill — answers questions about Islam using authentic sources. Wor 19 Claude Code, Codex, OpenCode 2 4,154 tok
TALXIS/tools-cli Provide your coding agent with tools and skills to make it build, deploy and troubleshoot 19 GitHub Copilot 1 143 tok
Teycir/Assumptions A SKILL that turns a code diff into an evidence-backed ledger of hidden assumptions, failu 19 Claude Code, Codex, OpenCode 2 273 tok
o2alexanderfedin/strategic-research-automation-template GitHub template for autonomous strategic research using Claude Code 19 Claude Code 1 3,627 tok
AgentSafe-AI/tooltrust-scanner tooltrust.dev Security scanner for AI agent tool definitions 19 Claude Code 1 183 tok
vladkol/gemini-cli-media-generation cloud.google.com An example of using Gemini CLI with MCP Servers for Genmedia and Gemini 2.5 Flash Image mo 19 Gemini CLI 1 52 tok
joanseg/specmanager specmanager.org Spec-driven development plugin for Claude Code. SpecManager gives you an agile AI team tha 19 Claude Code 1 3,275 tok
dengls24/annota modelcontextprotocol.io Annota — AI-Powered Paper Annotation MCP Server. Reads PDFs, highlights findings, explains 19 Claude Code 4
meawoppl/agent-portal txcl.io Elegant web interface for agentive development. 19 Claude Code, Codex, OpenCode 2 12,976 tok
yuanlang12/Kite Run kite instead of claude — same terminal, plus IM control from Telegram, WeChat, Feishu 19 Claude Code 7 554 tok
leeguooooo/misonote-markdown docs.misonote.com A next-generation AI team collaboration platform. 19 Claude Code, Codex, OpenCode 4 3,570 tok
selimozten/elek elek.sh Review-only AI code review for GitHub pull requests. Cross-check PRs with model-agnostic r 19 Codex, OpenCode 1 1,987 tok
apache/solr-mcp solr.apache.org Solr MCP Server 19 Claude Code, Codex, OpenCode 2 6,114 tok
IronSecCo/ironclaw ironsecco.github.io Security-first, self-hosted AI agents - isolation you can prove, not just promise. 19 Claude Code, Codex, OpenCode 2 315 tok
saadmanrafat/uv-mcp saadman.dev Bridge modern, reproducible Python environments with MCP agents. Diagnose, self-heal, and 19 Gemini CLI 1 304 tok
Abel-ai-lab/predict-anything predict.abel.ai Quant AI and trading AI skills for quant agents and AI trading agents: causal market analy 19 Codex, OpenCode 1 310 tok
spences10/mcp-sqlite-tools A Model Context Protocol (MCP) server that provides comprehensive SQLite database operatio 19 GitHub Copilot 1 239 tok
a-church-ai/church achurch.ai A digital sanctuary for human-AI fellowship. Prayers, practices, rituals, hymns, and philo 19 Claude Code, Codex, OpenCode 2 4,829 tok
yultyyev/better-auth-firebase-auth npmjs.com Use Firebase Authentication (Phone SMS OTP, Google, Email) with Better Auth sessions, orga 19 Codex, OpenCode 1 2,355 tok
buildinternet/uploads uploads.sh Lightweight upload host and tool for coding agents to add files to pull requests. Cloud an 19 Claude Code, Codex, OpenCode 2 4,378 tok
nativesoil/handover nativesoil.dev An open JSON format and local toolchain for carrying an AI assisted project's working stat 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,002 tok
AI-by-design/primitiv primitiv.design The design system infrastructure keeping teams and agents in sync. 19 Claude Code 1 1,940 tok
RobithYusuf/mcp-camoufox MCP server for stealth browser automation via Camoufox — 100+ tools, npx install, anti-bot 19 Claude Code, Codex, OpenCode 2 4,341 tok
Knuckles-Team/servicenow-api ServiceNow MCP Server and API Wrapper 19 Claude Code, Codex, OpenCode 2 4,271 tok
docdyhr/simplenote-mcp-server MCP Server for Simplenote integration with Claude Desktop 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,943 tok
nickzren/opentargets-mcp MCP server for Open Targets data 19 Claude Code, Codex, OpenCode 2 680 tok
ben-rogerson/git-worktree-toolbox Easily manage git worktrees, launch tasks and work on multiple features in parallel. 19 Claude Code 5 291 tok
gaia-research/gaia-skill-tree gaiaskilltree.com Gaia is a living, open registry of every AI agent skill — structured as a leveling skill g 19 Claude Code, Codex, OpenCode 7 11,439 tok
iwamot/marp-agent-mcp An experimental MCP Apps version of PowerPoint Maker. 19 Claude Code 1 876 tok
nemanjavlahovic/instruments-mcp-server MCP server for Xcode Instruments — AI agents get structured performance profiling (CPU, Sw 19 Claude Code 1 480 tok
wxkingstar/doc-hub-mcp An MCP Server that mainly aggregates complete developer documentation for the WeCom and Fe 19 Claude Code 1 1,001 tok
asimons81/nexusos Files you own. Memory your agents can trust. Also: your AI won't gaslight you about what's 19 Codex, OpenCode 1 1,779 tok
davidmosiah/delx-wellness-hermes wellness.delx.ai Turn Hermes into a local-first wellness agent with guided setup, onboarding, wellness skil 19 Codex, OpenCode 1 189 tok
Signal-Loop/UnityCodeMCPServer Unity Code MCP Server is a powerful tool for the Unity Editor that gives AI Agents ability 19 Claude Code, Codex, OpenCode 4 729 tok
Damecek/salesforce-mcp-lib context7.com Salesforce MCP Library is a local stdio bridge for Salesforce MCP endpoints using OAuth cl 19 Claude Code 11 1,062 tok
opencrawling/opencrawling opencrawling.org Reference Java & Spring implementation of the Open Ingestion Standard (OIS). It provides a 19 Claude Code 1 1,867 tok
rahmanef63/control-room Mobile-first PWA for driving a single VPS from the browser — up to 16 concurrent terminals 19 Claude Code, Codex, OpenCode 13 1,162 tok
Bugb-Technologies/guardlink guardlink.bugb.io AI-maintained security annotations for code. Continuous threat modeling, enforced in CI. 19 Claude Code, Codex, GitHub Copilot, OpenCode, Windsurf 4 14,996 tok
husniadil/ultrathink MCP server for sequential thinking and complex problem-solving. Built iteratively using it 19 Claude Code 3 2,854 tok
LinChuang2008/nightmend demo.lchuangnet.com AI-powered open-source monitoring platform with auto-remediation. 6 built-in runbooks, MCP 19 Claude Code 1 1,271 tok
aws-samples/sample-ai-assistant-on-agentcore A full-stack AI assistant built on Amazon Bedrock AgentCore. This sample demonstrates how 19 Codex, OpenCode 1 3,651 tok
aws-samples/sample-multi-tenant-saas-mcp-server Multi-Tenant remote MCP server with Amazon Cognito and remote client with Amazon Bedrock h 19 Codex, OpenCode 1 1,007 tok
sinewaveai/prooflayer-rules proof-layer.com Open-source runtime security rules engine for MCP servers and AI agents. Detects prompt in 19 Claude Code 1 1,938 tok
camunda/skills camunda.com Camunda AI Agent skills 19 Claude Code, Codex, OpenCode 2 1,833 tok
thixpin/pitway pitway.thixpin.me The pit crew for agentic coding. 19 Claude Code, Codex, OpenCode 2 2,002 tok
jhd3197/CachiBot cachibot.ai The Armored AI Agent — visual dashboard, sandboxed execution, multi-provider LLM support. 19 Claude Code 10 835 tok
a-tokyo/aiworkspace 🧑‍💻 Set up and manage AI agent skills and configs for Cursor, Claude Code, Codex and mor 19 Claude Code, Codex, OpenCode 6 391 tok
ng-galien/maket ng-galien.github.io Visual design workspace for AI assistants: create posters, flyers, labels and social posts 19 Claude Code, Codex, OpenCode 2 3,913 tok
deltawi/deltallm deltallm.io Self-hosted LLM gateway with SSO, audit logs, client access controls, routing, and usage t 19 Codex, OpenCode 1 229 tok