Template pattern for multi-agent analysis where agents hold opposing mandates. Use when spawning subagents for complex research, code review, architecture decisions, or risk assessment. Triggers on: 'adversarial team', 'devil's advocate analysis', 'multi-perspective review', 'challenge this decision', 'stress test this plan', 'red team this'.
EnglishLibrary of 232 AI agent personalities across 16 business divisions — Engineering, Design, Sales, Marketing, Security, Finance, Game Dev, GIS, Academic and more. Platform-agnostic (Claude Code, Cursor, Copilot, Windsurf, Aider, Gemini CLI). Triggers on: 'agency agents', 'agent library', 'agent personalities', '232 agents', 'agent divisions', 'specialized AI agents', 'frontend developer agent', 'security architect agent', 'paid media agent', 'AI team structure', 'company as agents', 'multi-division agents', 'agent role catalog', 'msitarzewski agency', 'install agent roles', 'agent markdown files', 'cross-platform agent'.
EnglishIntelligence on leaked/published system prompts from 30+ AI coding tools — Cursor, Windsurf, Claude Code, GitHub Copilot, Devin, v0, Lovable, Replit, Warp, Perplexity. Use for competitive analysis, prompt engineering research, understanding how other tools instruct their models. Triggers on: 'system prompt of cursor', 'windsurf system prompt', 'claude code prompt', 'copilot system prompt', 'devin prompt', 'AI tool system prompt', 'leaked AI prompts', 'how cursor instructs AI', 'competitive prompt analysis', 'prompt engineering research', 'v0 system prompt', 'replit agent prompt'.
EnglishAI-powered code review CLI từ Alibaba — phân tích git diff, comment chính xác theo dòng, tích hợp GitHub Actions / GitLab CI. Đã review cho hàng chục nghìn developer nội bộ Alibaba.
EnglishKho tổng hợp 500+ project AI/ML/DL/CV/NLP kèm code — reference nhanh khi cần implementation mẫu. Bao gồm CV, NLP, healthcare ML, time series, production ML.
EnglishCode Complete (Steve McConnell) — Minimal rules — essential one-liners only. Use when asked to apply Code Complete principles or review code against Code Complete standards.
EnglishBuild professional native macOS apps in Swift with SwiftUI and AppKit. Full lifecycle - build, debug, test, optimize, ship. CLI-only, no Xcode.
Englishomp — AI coding agent viết bằng Rust (27K lines), hash-anchored edits (-61% output tokens), LSP+debugger tích hợp, 32 tools, 40+ LLM providers. Fork của Pi platform.
EnglishQuery the Yana AI codebase knowledge graph via codebase-memory-mcp. Use instead of grep/glob when exploring call chains, finding callers/callees, understanding architecture, or tracing impact of changes. Triggers on: 'who calls X', 'trace path', 'find callers', 'search graph', 'cbm', 'knowledge graph', 'what calls', 'call chain', 'what uses', 'where is X defined', 'architecture overview', 'impact of changing'.
EnglishDanh sách free LLM API providers có rate limits cụ thể — OpenRouter, Groq, Cerebras, Google AI Studio, GitHub Models, Fireworks... Reference khi cần backup API.
EnglishExtract every verifiable claim from a piece of content, check each against sources, and sort into 4 buckets: correct, unsourced, needs-fixing, misleading. Use when asked to 'kiểm chứng luận điểm', 'audit claims', 'verify this article', 'tách luận điểm', 'check facts in this doc', 'đối chiếu với nguồn', or 'is this content accurate'. Do NOT use for: verifying a single claim before stating it — see /fact-check command. Do NOT use for: code correctness — see verification-engine.
EnglishUse when setting up a structured Plan→Work→Review→Release cycle for autonomous agents, integrating Claude Code with Codex/Cursor/OpenCode, enforcing spec-first development gates, or protecting against agent self-modification. Triggers on: 'claude-code-harness', 'harness cycle', 'agent release cycle', 'spec gate', 'plan work review release', 'harness-plan', 'harness-work', 'harness-review', 'harness-release', 'codex integration', 'cursor integration', 'opencode integration', 'multi-tool agent workflow', 'autonomous agent cycle', 'agent tự động release'.
EnglishHệ thống bộ nhớ 7 lớp chạy local dành cho AI agent — SQLite + Qdrant + Fabric, zero cloud dependency. Agent nhớ project, decision, reasoning pattern xuyên session.
EnglishVinext — Next.js API trên Vite, deploy tới Cloudflare Workers. 94% Next.js 16 API coverage, App Router + RSC, Cloudflare Bindings (D1/R2/KV/AI). Builds nhanh hơn.
EnglishReview the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented coding standards?)…
EnglishAutomate College Football Data tasks via Rube MCP (Composio). Always search tools first for current schemas.
EnglishOne brief → platform-native content for TikTok, Xiaohongshu (小红书), X/Twitter thread, LinkedIn — simultaneously. Each platform gets a specialist with native format, tone, and hooks. No generic copy-paste. Inspired by msitarzewski/agency-agents marketing division (MIT).
EnglishConvene 6 intellectual personas across multiple LLM providers for hard decisions. Each persona runs on a different provider for genuinely different reasoning — not costume changes on one model. Inspired by council-of-high-intelligence (CC0).
EnglishPersonal AI Infrastructure (PAI) — Life OS chạy trên Claude Code: 45 skills, 171 workflows, 37 hooks, ISA pattern, Telos (life direction), Pulse dashboard localhost:31337.
EnglishByteDance's open-source super agent harness — spawns parallel sub-agents, Docker sandbox execution, persistent long-term memory, modular skills (research/report/slides). Built on LangChain + LangGraph. Triggers on: 'deerflow', 'deer-flow', 'bytedance agent', 'super agent harness', 'LangGraph agent orchestration', 'multi-hour agent tasks', 'spawn sub-agents', 'agent sandbox docker', 'persistent agent memory', 'agent skills system', 'AI research orchestrator', 'long-running agent tasks', 'agent with memory', 'langgraph orchestrator', 'IM channel agent integration'.
EnglishDiagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.
EnglishBuild and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural decision, or when another skill needs to maintain the domain model.
EnglishMiroFish — Swarm Intelligence Engine: upload seed data → simulate thousands of agents → predict future trajectories. GraphRAG + multi-agent simulation + interactive chat.
EnglishIncludes Adversarial Team Pattern, Agency Agents, AI System Prompts Intel, and other workflows.
Supported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Adversarial Team Pattern
Template pattern for multi-agent analysis where agents hold opposing mandates. Use when spawning subagents for complex research, code review, architecture decisions, or risk assessment. Triggers on: 'adversarial team', 'devil's advocate analysis', 'multi-perspective review', 'challenge this decision', 'stress test this plan', 'red team this'.
Agency Agents
Library of 232 AI agent personalities across 16 business divisions — Engineering, Design, Sales, Marketing, Security, Finance, Game Dev, GIS, Academic and more. Platform-agnostic (Claude Code, Cursor, Copilot, Windsurf, Aider, Gemini CLI). Triggers on: 'agency agents', 'agent library', 'agent personalities', '232 agents', 'agent divisions', 'specialized AI agents', 'frontend developer agent', 'security architect agent', 'paid media agent', 'AI team structure', 'company as agents', 'multi-division agents', 'agent role catalog', 'msitarzewski agency', 'install agent roles', 'agent markdown files', 'cross-platform agent'.
AI System Prompts Intel
Intelligence on leaked/published system prompts from 30+ AI coding tools — Cursor, Windsurf, Claude Code, GitHub Copilot, Devin, v0, Lovable, Replit, Warp, Perplexity. Use for competitive analysis, prompt engineering research, understanding how other tools instruct their models. Triggers on: 'system prompt of cursor', 'windsurf system prompt', 'claude code prompt', 'copilot system prompt', 'devin prompt', 'AI tool system prompt', 'leaked AI prompts', 'how cursor instructs AI', 'competitive prompt analysis', 'prompt engineering research', 'v0 system prompt', 'replit agent prompt'.
Alibaba Open Code Review
AI-powered code review CLI từ Alibaba — phân tích git diff, comment chính xác theo dòng, tích hợp GitHub Actions / GitLab CI. Đã review cho hàng chục nghìn developer nội bộ Alibaba.
Ashishpatel26 500 AI Projects
Kho tổng hợp 500+ project AI/ML/DL/CV/NLP kèm code — reference nhanh khi cần implementation mẫu. Bao gồm CV, NLP, healthcare ML, time series, production ML.
Book Code Complete Nano
Code Complete (Steve McConnell) — Minimal rules — essential one-liners only. Use when asked to apply Code Complete principles or review code against Code Complete standards.
Build Macos Apps
Build professional native macOS apps in Swift with SwiftUI and AppKit. Full lifecycle - build, debug, test, optimize, ship. CLI-only, no Xcode.
Can1357 Oh My Pi
omp — AI coding agent viết bằng Rust (27K lines), hash-anchored edits (-61% output tokens), LSP+debugger tích hợp, 32 tools, 40+ LLM providers. Fork của Pi platform.
Cbm Query
Query the Yana AI codebase knowledge graph via codebase-memory-mcp. Use instead of grep/glob when exploring call chains, finding callers/callees, understanding architecture, or tracing impact of changes. Triggers on: 'who calls X', 'trace path', 'find callers', 'search graph', 'cbm', 'knowledge graph', 'what calls', 'call chain', 'what uses', 'where is X defined', 'architecture overview', 'impact of changing'.
Cheahjs Free LLM API
Danh sách free LLM API providers có rate limits cụ thể — OpenRouter, Groq, Cerebras, Google AI Studio, GitHub Models, Fireworks... Reference khi cần backup API.
Claim Audit
Extract every verifiable claim from a piece of content, check each against sources, and sort into 4 buckets: correct, unsourced, needs-fixing, misleading. Use when asked to 'kiểm chứng luận điểm', 'audit claims', 'verify this article', 'tách luận điểm', 'check facts in this doc', 'đối chiếu với nguồn', or 'is this content accurate'. Do NOT use for: verifying a single claim before stating it — see /fact-check command. Do NOT use for: code correctness — see verification-engine.
Claude Code Harness
Use when setting up a structured Plan→Work→Review→Release cycle for autonomous agents, integrating Claude Code with Codex/Cursor/OpenCode, enforcing spec-first development gates, or protecting against agent self-modification. Triggers on: 'claude-code-harness', 'harness cycle', 'agent release cycle', 'spec gate', 'plan work review release', 'harness-plan', 'harness-work', 'harness-review', 'harness-release', 'codex integration', 'cursor integration', 'opencode integration', 'multi-tool agent workflow', 'autonomous agent cycle', 'agent tự động release'.
Claudiodrews Memory Os
Hệ thống bộ nhớ 7 lớp chạy local dành cho AI agent — SQLite + Qdrant + Fabric, zero cloud dependency. Agent nhớ project, decision, reasoning pattern xuyên session.
Cloudflare Vinext
Vinext — Next.js API trên Vite, deploy tới Cloudflare Workers. 94% Next.js 16 API coverage, App Router + RSC, Cloudflare Bindings (D1/R2/KV/AI). Builds nhanh hơn.
Code Review
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented coding standards?) and
Codebase Design
Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide where a seam goes, m
College Football Data Automation
Automate College Football Data tasks via Rube MCP (Composio). Always search tools first for current schemas.
Content Platform Team
One brief → platform-native content for TikTok, Xiaohongshu (小红书), X/Twitter thread, LinkedIn — simultaneously. Each platform gets a specialist with native format, tone, and hooks. No generic copy-paste. Inspired by msitarzewski/agency-agents marketing division (MIT).
Council of Minds
Convene 6 intellectual personas across multiple LLM providers for hard decisions. Each persona runs on a different provider for genuinely different reasoning — not costume changes on one model. Inspired by council-of-high-intelligence (CC0).
Danielmiessler Personal AI Infra
Personal AI Infrastructure (PAI) — Life OS chạy trên Claude Code: 45 skills, 171 workflows, 37 hooks, ISA pattern, Telos (life direction), Pulse dashboard localhost:31337.
Deerflow
ByteDance's open-source super agent harness — spawns parallel sub-agents, Docker sandbox execution, persistent long-term memory, modular skills (research/report/slides). Built on LangChain + LangGraph. Triggers on: 'deerflow', 'deer-flow', 'bytedance agent', 'super agent harness', 'LangGraph agent orchestration', 'multi-hour agent tasks', 'spawn sub-agents', 'agent sandbox docker', 'persistent agent memory', 'agent skills system', 'AI research orchestrator', 'long-running agent tasks', 'agent with memory', 'langgraph orchestrator', 'IM channel agent integration'.
Diagnosing Bugs
Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something broken/throwing/failing/slow.
Domain Modeling
Build and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural decision, or when another skill needs to maintain the domain model.
666ghj Mirofish
MiroFish — Swarm Intelligence Engine: upload seed data → simulate thousands of agents → predict future trajectories. GraphRAG + multi-agent simulation + interactive chat.
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