How real projects configure their agents

24,785 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
andrianllmm/renux pypi.org A terminal-based bulk file renamer with a TUI 72 Claude Code, Codex, OpenCode 4 247 tok
PostHog/context-mill PostHog context and skill assembly for AI agents and LLM tasks 72 Claude Code, Codex, OpenCode 3 1,788 tok
spring-ai-community/spring-ai-agentcore Spring Boot integrations for Amazon Bedrock AgentCore 72 Codex, OpenCode 1 1,576 tok
khakhasshi/LLM_QUANT_FACTORY Auditable multi-agent A-share factor research, knowledge base, long-only backtesting, Auto 72 Codex, OpenCode 1 7,297 tok
remorses/sigillo sigillo.dev Self-hostable secrets management platform. Open source Doppler alternative 72 Codex, OpenCode 1 8,299 tok
boredape874/mcbejsonuimasterAI JSON UI mastery for AI 72 Codex, OpenCode 1 3,172 tok
codex-tweaks/codex-tweaks Local interface customization tool for the Codex desktop client 72 Codex, OpenCode 1 639 tok
mavka-ai/unit-tests-skills mavka.ai AI agent skills for generating high-quality unit tests — Given-When-Then test cases, JUnit 72 Claude Code, Codex, OpenCode 3 3,127 tok
JanYork/llm-wiki-cli janyork.github.io Agent-driven proactive memory CLI for AI agents — autonomously recall, maintain, and evolv 72 Codex, OpenCode 1 289 tok
xi-zhao/OpenQuantum xi-zhao.github.io Open-source quantum Agent workspace with a desktop client, Web UI, messaging, Qiskit/MCP t 72 Codex, OpenCode 1 4,250 tok
Arize-ai/arize-skills Agent skills for Arize — datasets, experiments, and traces via the ax CLI 72 Codex, OpenCode 1 614 tok
HollyZoe/cheatengine-mcp-tcp-bridge TCP-enhanced fork of Cheat Engine MCP Bridge. Connect Cursor, Copilot and Claude AI direct 72 Claude Code, Codex, OpenCode 2 4,513 tok
inercia/MCPShell Use shell scripts as MCP tools 72 Codex, OpenCode 1 531 tok
laguagu/claude-code-nextjs-skills Claude Code skills for AI apps • Next.js 16 • AI SDK 7 • pgvector • bun 72 Claude Code, Codex, OpenCode 2 49 tok
elahlabs/elah elah.dev Elah is a browser-native video editing framework and toolkit for building high-performance 72 Codex, OpenCode 1 2,168 tok
Servosity/msp-skills msp-skills.compoundingteams.com Free MCP servers + Claude Code Skills for MSP tools - PSA, RMM, backup, M365. Local-first: 72 Codex, OpenCode 1 2,894 tok
scylladb/scylla-cluster-tests Tests for Scylla Clusters 72 Claude Code, Codex, GitHub Copilot, OpenCode 7 10,379 tok
moshehbenavraham/Ultimate-Agent-Directory moshehbenavraham.github.io 🤖 The most comprehensive directory of AI agent frameworks, platforms, tools, and resource 72 Claude Code, Codex, Gemini CLI, OpenCode 3 2,625 tok
ilmenit/AltirraSDL Portable version of Altirra - 8bit Atari emulator by Avery Lee 72 Claude Code, Codex, OpenCode 2 5,725 tok
motoya0118/pavlok_CLI_agent A self-harm experiment to see what happens when a CLI agent is made to use Pavlok 72 Codex, OpenCode 9 150 tok
w00ing/seer-skill 72 Codex, OpenCode 1 78 tok
haoaaa-111/taoketong 🎓 Class schedule parsing · Attendance prediction · Skipping-class plans · Feedback-based 71 Claude Code, Codex, OpenCode 2 673 tok
opencoredev/openchat osschat.dev An open source ai platform being built for everyone ❤️ 71 Claude Code, Codex, OpenCode 2 3,190 tok
tubecreate/zhiying tubecreate.com ⚡ ZhiYing — Ultimate open-source AI Agents ecosystem collaboration system | Agents Browser 71 Claude Code, Codex 1 —
yeet-src/pktscope Wireshark-style terminal packet analyzer on eBPF/TCX — live packet list, protocol detail t 71 Claude Code, Codex, OpenCode 2 7,327 tok
GoogleCloudPlatform/evalbench EvalBench is a flexible framework designed to measure the quality of generative AI (GenAI) 71 Codex, OpenCode 1 2,556 tok
Case211/skill-remnawave-xray Claude Code skill/plugin: Remnawave + Xray Reality/Vision + Caddy selfsteal + mihomo — ref 71 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,844 tok
agentic-ops/real-estate-mcp A Model Context Protocol server for real estate workflows — search, valuation, mortgage ma 71 Claude Code, Codex, OpenCode 2 1,286 tok
catalystbyzoho/agent-skills AI agent skills for Catalyst by Zoho — enables Claude, Gemini, Cursor, Copilot, and Windsu 71 Codex, OpenCode 1 2,468 tok
unisic/unisic unisic.app Screenshot & screen-recorder for Linux. 71 Claude Code, Codex, OpenCode 4 19,446 tok
ningzimu/codex-gpt-image OpenClaw/Claude Code SKILL.md for gpt-image-2 via Codex OAuth, no OPENAI_API_KEY required 71 Codex, OpenCode 1 290 tok
khasky/awesome-agents-md One self-contained AGENTS.md with shared rules for AI coding agents: Claude Code, OpenAI C 71 Codex, OpenCode 1 2,228 tok
Echo1LZJY/echo-kaoyan-english-skill Echo_Graduate Entrance Exam English SKILL: detailed analysis of past exam questions, trans 71 Claude Code, Codex, OpenCode 3 1,380 tok
Synthesys-Lab/assassyn Asynchronous semantics for architectural simulation and synthesis. 71 Claude Code, Codex, Cursor, OpenCode 30 347 tok
Sunwood-ai-labs/SourceSage sunwood-ai-labs.github.io Repository analysis CLI that turns source trees into AI-friendly Markdown documentation. 71 Claude Code, Codex, OpenCode 2 1,850 tok
AlexanderMattTurner/agent-glovebox A minimal-friction secure experience that lets agents do their work. (beta) 70 Claude Code, Codex, GitHub Copilot, OpenCode 45 2,257 tok
patsnap/mcp patsnap.com MCP server for 200M+ patents, scientific literature, chemistry and pharma records. Search 70 Codex 1 —
contentful/skill-kit contentful.github.io TypeScript SDK for building agent skills as typed state machines — define steps, validate 70 Claude Code, Codex, OpenCode 5 2,833 tok
csuyincs-creator/fluidglass-ui WebGL fluid glass card interface generator — agent skill + zero-dependency reference imple 70 Codex, OpenCode 1 734 tok
color4-alt/CiteCheck Agent Skill: Check academic paper citations for format, queryability, thematic relevance, 70 Claude Code, Codex, Gemini CLI, OpenCode 3 1,320 tok
stbenjam/skillsaw skillsaw.org Keep your skills sharp. Intelligence for agent context. 70 Claude Code, Codex, GitHub Copilot, OpenCode 19 17,185 tok
DanWahlin/ai-agent-board Drag-and-drop Kanban board that delegates coding tasks to AI agents — GitHub Copilot, Clau 70 Claude Code, Codex, OpenCode 17 2,948 tok
RYOITABASHI/Shelly ryoitabashi.github.io AI terminal and agent runtime for Android — Codex and Claude Code on the phone, with an ap 70 Claude Code, Codex, Gemini CLI, OpenCode 3 18,172 tok
monarch-initiative/dismech dismech.monarchinitiative.org Disease Mechanisms KB 70 Claude Code, Codex, GitHub Copilot, OpenCode 43 267 tok
chujian66688/Tuling-Ai An enterprise-grade AI assistant system based on RAG (retrieval-augmented generation) and 70 Codex, OpenCode 4 1,696 tok
mikkovihonen/quadletman mikkovihonen.github.io Web application for managing rootless podman containers with quadlets and systemd 70 Claude Code, Codex, GitHub Copilot, OpenCode 3 16,535 tok
erosTeam/NextE Native HarmonyOS NEXT E-Hentai / ExHentai client 70 Claude Code, Codex, OpenCode 2 1,358 tok
vtxf/mcp-all-in-one A powerful MCP (Model Context Protocol) service aggregator that combines multiple MCP serv 70 Claude Code, Codex, OpenCode 6 286 tok
1c-neurofish/onec-client-mcp-devkit An MCP server implementation that runs in the 1C:Enterprise client 70 Claude Code, Codex, OpenCode 3 483 tok
GregorBiswanger/featherspec A featherweight spec-driven development template with a Memory Bank, for Claude Code, GitH 70 Claude Code, Codex, GitHub Copilot, OpenCode 10 3,280 tok