Automation

This skill should be used when the user asks to "analyze data", "build a model", "explore this dataset", "run analysis", or needs a structured data science workflow. Orchestrates brainstorm, plan, implement, review, and verify phases with output-first verification.

Automated Google Tag Manager debugging with visual monitoring, screenshot annotation, and MCP integration. Use when testing GTM configurations, verifying tag firing, debugging dataLayer events, validating consent mode, checking tracking implementations, or automating GTM container builds with Stape/GTM MCP servers. Triggers on "debug GTM", "test GTM tags", "GTM preview", "verify tag firing", "check dataLayer", "monitor tags", "validate consent", "did my GTM fix work", "validate tracking", "annotate screenshot", "GTM QA", or when verifying configuration changes via browser automation.

Complete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots, check responsive design, validate UX, test login flows, check links, automate any browser task. Use when user wants to test websites, automate browser interactions, validate web functionality, or perform any browser-based testing.

Browser automation with persistent page state. Use when users ask to navigate websites, fill forms, take screenshots, extract web data, test web apps, or automate browser workflows. Trigger phrases include "go to [url]", "click on", "fill out the form", "take a screenshot", "scrape", "automate", "test the website", "log into", or any browser interaction request.

Use this skill when implementing FATE farming automation in SND macros. Covers FATE detection, targeting, level sync, participation, and farming patterns.

Use when working with DeepResearchAgent/AgentOrchestra - a hierarchical multi-agent system for complex task solving, deep research, and automation. Achieved 83.39% accuracy on GAIA benchmark. Includes planning agents, research agents, browser automation, and MCP tool integration.

Automated testing workflow for backend and frontend. Use when writing tests, fixing test failures, or validating code changes. Runs pytest for backend and jest/vitest for frontend.

Node chain testing templates for quality agent. WorkflowBuilder patterns, tier-based testing (simple/complex/full), and assertion patterns.

Invoke IMMEDIATELY via python script to stress-test decisions and reasoning. Do NOT analyze first - the script orchestrates the critique workflow.

This skill provides comprehensive knowledge for working with OpenAI's Responses API, the unified stateful API for building agentic applications. It should be used when building AI agents that preserve reasoning across turns, integrating MCP servers for external tools, using built-in tools (Code Interpreter, File Search, Web Search, Image Generation), managing stateful conversations, implementing background processing, or migrating from Chat Completions API.Use when building agentic workflows, conversational AI with memory, tools-based applications, RAG systems, data analysis agents, or any application requiring OpenAI's reasoning models with persistent state. Covers both Node.js SDK and Cloudflare Workers implementations.Keywords: responses api, openai responses, stateful openai, openai mcp, code interpreter openai, file search openai, web search openai, image generation openai, reasoning preservation, agentic workflows, conversation state, background mode, chat completions migration, gpt-5, polymorphic o

Use PROACTIVELY when building multi-step agentic workflows with validated tool parameters. Implements Anthropic's strict tool use mode for guaranteed schema compliance. Covers tool schema design, multi-tool agent workflows, error handling, testing, and production patterns. Not for data extraction or classification tasks (use json-outputs-implementer instead).

Quick 2-phase workflow for trivial changes - typos, colors, config updates (5-15 min)

Use this when working with DWG file generation features (Tiles, Playground, Symbol Generator). Provides AutoLISP script patterns, DWGUNITS command, entity creation (entmake), APS Design Automation requirements, and critical rules for headless AutoCAD operation.

Master developer experience design, API design, and documentation. Learn to create smooth workflows and excellent tools for plugin developers and users.

This skill provides reusable implementation patterns extracted from the better-chatbot project for custom AI chatbot deployments. Use this skill when building AI chatbots with server action validators, tool abstraction systems, workflow execution, or multi-AI provider integration in your own projects (not contributing to better-chatbot itself).Use when: building AI chatbot features, implementing server action validators, creating tool abstraction layers, setting up multi-AI provider support, building workflow execution systems, adapting better-chatbot patterns to custom projectsKeywords: AI chatbot patterns, server action validators, tool abstraction, multi-AI providers, workflow execution, MCP integration, validated actions, tool type checking, Vercel AI SDK patterns, chatbot architecture

Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.

Transform any intellectual work into AI-promptable systems. Use when user wants to automate business processes, create multi-agent workflows, decompose complex work into AI-delegatable tasks, or build frameworks for recurring intellectual work (competitive analysis, strategic planning, BMC, OKRs, reports, etc.). Applies to work with clear inputs, context, and expected outputs.

Slack workspace integration. Use when user wants to send messages, read channels, post notifications, create bots, or automate Slack workflows.

This skill should be used when implementing tracks, following workflow methodologies, updating plan status, or when the user asks about "TDD workflow", "how to follow workflow", "task execution", "phase completion", or "status updates". Provides patterns for executing work according to defined methodologies.

Integrate and embed OpenAI ChatKit UI into TypeScript/JavaScript frontends (Next.js, React, or vanilla) using either hosted workflows or a custom backend (e.g. Python with the Agents SDK). Use this Skill whenever the user wants to add a ChatKit chat UI to a website or app, configure api.url, auth, domain keys, uploadStrategy, or debug blank/buggy ChatKit widgets.