hybridlabor-api
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- ▌ Nextjs App Router Patterns · hybridlabor-api bundleComprehensive patterns for Next.js 14+ App Router architecture, Server Components, and modern full-stack React development.
- ▌ Prompt Engineering Patterns · hybridlabor-api bundleMaster advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability.
- ▌ React Component Performance · hybridlabor-api bundleDiagnose slow React components and suggest targeted performance fixes.
- ▌ Subagent Driven Development · hybridlabor-api bundleUse when executing implementation plans with independent tasks in the current session
- ▌ Tdmcp Cookbook Examples 2 · hybridlabor-apiAdds new visual examples to the tdmcp prompt cookbook documentation — both the English and Portuguese versions. Use when asked to: add more cookbook examples, create visual examples for the docs, show more surprising things you can do, add entries to the prompt cookbook, expand the cookbook, or any request to extend the cookbook with new prompts and results. Runs a 3-phase pipeline: curate candidates → write EN → write PT.
- ▌ Tdmcp Feature Discovery 2 · hybridlabor-apiSurvey the whole tdmcp project and produce a prioritized list of NEW features it could implement — across artist controls, CLI/DX, AI/LLM integration, and TouchDesigner depth. Use whenever the user wants to brainstorm, discover, survey, list, or audit what features/tools/effects/controls/commands/prompts/capabilities tdmcp *could* add, asks 'what could we build / what's missing / what are the opportunities / ideas for the project', or wants a feature backlog or gap analysis. Also for follow-ups: re-run, refresh, update, re-survey, deepen, or re-prioritize the backlog, or survey just one surface (e.g. 'CLI ideas only'). This is the IDEATION harness — it produces a list to decide from; it does NOT build. When the user has already chosen a feature and wants it implemented/shipped/added, use tdmcp-pipeline instead.
- ▌ Connectors Directory Spec 2 · hybridlabor-apiAuthoritative reference for submitting tdmcp to the Anthropic Connectors Directory as a Claude Desktop Extension (MCPB). Use whenever drafting, checking, or fixing the submission — it defines the two submission paths, why tdmcp is a Desktop Extension (never a remote connector), every form field, the rejection-causing gates, and the local-only compliance story. Read this before writing any submission deliverable.
- ▌ Tdmcp Docs Roadmap Update 2 · hybridlabor-apiUpdates tdmcp docs and roadmap for newly shipped or newly merged capabilities. Use when asked to update docs, update the roadmap, reconcile release docs, document new features, sync docs with CHANGELOG/package release, refresh cookbook examples after a feature wave, re-run/continue/fix a docs-roadmap pass, or check whether docs/ROADMAP.md is current. Runs a sub-agent workflow: release audit -> roadmap/docs edit + cookbook sync -> QA.
- ▌ Python Performance Optimization · hybridlabor-api bundleProfile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
- ▌ LLM Application Dev AI Assistant · hybridlabor-api bundleYou are an AI assistant development expert specializing in creating intelligent conversational interfaces, chatbots, and AI-powered applications. Design comprehensive AI assistant solutions with natur
- ▌ Github Repo · hybridlabor-apiStandards and workflows for writing, formatting, sanitizing, and publishing high-quality GitHub repositories, complementing openwiki-skill.
- ▌ Memb Ingest · hybridlabor-apiUse when deep scan and ingest project files (.md, .json, agent.md, .openwiki) and past conversation logs into the local memB vector memory engine.
- ▌ Bdbrainstorm · hybridlabor-apiCombines multi-agent brainstorming, the /grill-me slash command, and the 3 Core Godmodes (godmode-engineering, godmode-ui-ux, godmode-shipping) to force a comprehensive, multi-agent ideation and technical design workflow, ending in a hand-off to /startcycle-graph.
- ▌ Bdbsaastraining · hybridlabor-api bundleUse when onboarding or training staff on the BDB SaaS Host Engine. Guides trainees via interactive workloads (WordPress, mail, agents) through SSH 2FA, Incus, and FastMCP guardrails, culminating in a PDF certificate.
- ▌ Startcycle · hybridlabor-apiLinear multi-agent build pipeline with file hand-offs in production_artifacts/, run after /bdbrainstorm or /grill-me. This is the linear variant — no state.json, no repair loop, no dispatcher graph — distinct from startcycle-graph, which adds durable state and automated escalation.
- ▌ Bdb Dev Os Skill · hybridlabor-api bundleUse when internal maintainer rules for the BDB Agent OS Ecosystem (Tim & Noah only).
- ▌ Bdbmediastorm · hybridlabor-apiUse when brainstorming or planning live event technology, show control, and real-time media systems (TouchDesigner, Resolume, grandMA3).
- ▌ Godmode UI UX · hybridlabor-api bundleUse when acting as the authoritative design lead for all frontend work, enforcing brand discovery, Anti-Slop rules, DTCG design tokens, fluid motion, and data-driven design generation.
- ▌ Shadcn · hybridlabor-api bundleUse when adding, customizing, or troubleshooting shadcn/ui components to build modern, accessible design systems.
- ▌ Triage · hybridlabor-api bundleMove issues and external PRs through a state machine of triage roles, categorise, verify, and write agent-ready briefs.
- ▌ Ask Tim · hybridlabor-apiAsk which skill or flow fits your situation. A route through AOS's skills for work that travels idea to ship, plus a catalogue of the ~169 available options for lookup. Use when unsure where to start, or when picking between overlapping choices.
- ▌ UI Page · hybridlabor-api bundleUse when scaffolding a new mobile-first page using StyleSeed Toss layout patterns, section rhythm, and existing shell components.
- ▌ UX Flow · hybridlabor-apiUse when designing user flows, progressive disclosure, and hub-and-spoke navigation using established StyleSeed UX structure patterns.
- ▌ Godmode Shipping · hybridlabor-apiBDB Shipping Godmode, the final gatekeeper for production releases. Use when running pre-launch checks, feature-flag rollouts, or rollback planning under Spec-Driven Development before a release ships.
- ▌ Startcycle Graph · hybridlabor-apiUse when running the autonomous multi-agent build pipeline after /bdbrainstorm or /grill-me. Routes to the startcycle-dispatch Dynamic Workflow, which reads production_artifacts/state.json and invokes Architect, TechLead, UI/UX, Engineering, Media/EventTech, Reviewer, and Shipping in turn per .agents/graph.md's edge table — the agents never invoke each other.
- ▌ Teamwork Preview · hybridlabor-apiInteractive 9-step prompt crafting and delegation protocol for autonomous multi-agent teams. Enforces objective verification, integrity modes, and acceptance criteria across Antigravity, Claude Code, Cursor, OpenCode, Codex, and Roo Code.
- ▌ Grill Me · hybridlabor-apiA relentless interview to sharpen a plan or design. Use before committing to an approach, or on any 'grill me' trigger phrase.
- ▌ Grilling · hybridlabor-apiGrill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.
- ▌ UX Audit · hybridlabor-apiUse when auditing screens against Nielsen's heuristics and mobile UX best practices within the StyleSeed Toss design language context.
- ▌ Bdbhtmlmanueldocs · hybridlabor-api bundleUse when authoritative design system, standalone HTML template, and automated GitHub Pages live hosting workflow for creating neutral, enterprise-grade developer documentation and user manuals in the official Google Antigravity / BDB OS aesthetic ...
- ▌ Godmode Eventtech · hybridlabor-apiUse when designing real-time live performance architectures, signal flows, protocol routings (OSC, DMX), or validating hardware limits.
- ▌ UI Review · hybridlabor-apiUse when reviewing UI code for StyleSeed design-system compliance, accessibility, mobile ergonomics, spacing discipline, and implementation quality.
- ▌ UI Tokens · hybridlabor-apiUse when listing, adding, or updating StyleSeed design tokens, keeping JSON sources, CSS variables, and dark-mode values perfectly in sync.
- ▌ Bdb Deploy · hybridlabor-apiUse when the user wants to build and deploy a project to a real server via rsync over SSH — "deploy this", "push the build live", "sync to production". Not for git push/PR workflows, and not a replacement for a real CI pipeline; this is the direct-deploy path.
- ▌ MCP Manage · hybridlabor-apiUse when checking capabilities or instructing the user on how to interact with specialized MCP servers like Unreal, Rhino, DaVinci, or TouchDesigner.
- ▌ Memb Skill · hybridlabor-apiBDB local-first long-term memory engine (memB). Use when querying, remembering, or adapting preferences, code architectures, and developer patterns across tasks.
- ▌ UI Pattern · hybridlabor-api bundleUse when generating reusable UI patterns such as card sections, grids, lists, forms, and chart wrappers using StyleSeed Toss primitives.
- ▌ Godmode 3d Creation · hybridlabor-apiUse when generating 3D meshes, executing text-to-CAD, or reconstructing scenes via TRELLIS, TripoSR, or Text-to-CAD local engines.
- ▌ Godmode Engineering · hybridlabor-apiBDB Engineering Godmode, enforcing strict Domain-Driven Design, TypeScript strictness, and Clean Architecture. Use when implementing backend/fullstack features or running the systematic 5-step debugging triage.
- ▌ Bdb Updater · hybridlabor-apiUse when proactively checking for and installing updates to the AOS (BDB Agent OS) package via npm.
- ▌ Bdbsaas Ops · hybridlabor-apiRetired — superseded by bdbsaashost. Use /bdbsaashost instead; this skill's content was merged there (2026-09-05, plan production_artifacts/00_execution_plan.md item B2).
- ▌ Bdbsaashost · hybridlabor-apiUse when operating the BDB Multi-Cloud Fleet. Governs Primary Compute, GCP Identity, Oracle, FastMCP SSE Gateway, 4-Eyes Approvals, agent-sudo guardrails, Incus containers, and LLDAP/Authelia identity management.
- ▌ Copywriting · hybridlabor-apiWrite rigorous, conversion-focused marketing copy for landing pages and emails. Enforces brief confirmation and strict no-fabrication rules.
- ▌ Plan Canvas · hybridlabor-api bundleOpen plans and HTML artifacts in a local browser canvas where the human annotates elements, chats, and approves or requests changes without leaving the page. Use when presenting a plan for review, or when feedback like "move this, change that" is easier pointed at than typed.
- ▌ UX Feedback · hybridlabor-apiUse when implementing loading, empty, error, and success feedback states in StyleSeed components to ensure responsive communication.
- ▌ Web Scraper · hybridlabor-api bundleWeb scraping inteligente multi-estrategia. Extrai dados estruturados de paginas web (tabelas, listas, precos). Paginacao, monitoramento e export CSV/JSON.
- ▌ Synapse Integration Skill · hybridlabor-apiUse when global skill for BDB Synapse (3D Codebase Visualizer) integration.
- ▌ Bdbdesignpro · hybridlabor-api bundleUse when choosing an animation engine, defining motion tokens, adding scroll effects or micro-interactions, or auditing motion for accessibility and performance in BDB projects. Covers engine selection (GSAP, Motion.dev, Anime.js, React-Spring, Three.js, CSS Native), BDB brand-locked motion tokens, and the anti-slop/a11y quality gate.
- ▌ UI Component · hybridlabor-api bundleUse when generating a new UI component that follows StyleSeed Toss conventions for structure, tokens, accessibility, and ergonomics.
- ▌ Firecrawl · hybridlabor-api bundleSearch, scrape, and interact with the web via the Firecrawl CLI. Use this skill whenever the user wants to search the web, find articles, research a topic, look something up online, scrape a webpage, grab content from a URL, get data from a website, crawl documentation, download a site, or interact with pages that need clicks or logins. Also use when they say "fetch this page", "pull the content from", "get the page at https://", or reference external websites. This provides real-time web search with full page content and interact capabilities — beyond what Claude can do natively with built-in tools. Do NOT trigger for local file operations, git commands, deployments, or code editing tasks.
- ▌ Startcycle Graph User · hybridlabor-apiUse when a task needs a small, throwaway multi-agent fan-out (a couple of parallel workers plus a review pass) in ANY project, without the full /startcycle-graph contract — no .agents/graph.md bootstrap, no state.json schema, no persistent files. Model-tiered by role (opus plan, sonnet review, haiku or an external CLI for workers) and portable across machines that may not have Antigravity/OpenCode/Codex installed.
- ▌ Bdbresilience · hybridlabor-api bundleAutonomous CI/CD error recovery, distributed file-based locking, diagnostic triage, and two-phase GO gate resilience engine for BDB Agent OS multi-agent pipelines.
- ▌ Design Spells · hybridlabor-apiUse when adding curated micro-interactions, delightful animations, and subtle design details that add magic and personality to web and mobile apps.
- ▌ Docker Expert · hybridlabor-apiYou are an advanced Docker containerization expert with comprehensive, practical knowledge of container optimization, security hardening, multi-stage builds, orchestration patterns, and production deployment strategies based on current industry best practices.
- ▌ Prisma Expert · hybridlabor-apiYou are an expert in Prisma ORM with deep knowledge of schema design, migrations, query optimization, relations modeling, and database operations across PostgreSQL, MySQL, and SQLite.
- ▌ Schema Markup · hybridlabor-apiDesign, validate, and optimize schema.org structured data for eligibility, correctness, and measurable SEO impact.
- ▌ UI UX Pro Max · hybridlabor-api bundleComprehensive design guide for web and mobile applications. Use when designing new UI components or pages, choosing color palettes and typography, or reviewing code for UX issues.
- ▌ Godmode Media Creation · hybridlabor-apiUse when assembling video timelines, syncing beats, or executing media creation via OpenMontage, Palmier Pro, or TouchDesigner audio/visuals.
- ▌ Agent Pipeline · hybridlabor-apiReference for how BDB structures autonomous software engineering work — the seven-node dispatcher graph (Architect, TechLead, UI/UX, Engineering, Media/EventTech, Reviewer, Shipping) that /startcycle-graph actually runs. Use when you need the high-level lifecycle framing without inventing your own process.
- ▌ Gemini API Dev · hybridlabor-apiThe Gemini API provides access to Google's most advanced AI models. Key capabilities include:
- ▌ Openwiki Skill · hybridlabor-api bundleInitialize, update, and visualize codebase or personal knowledge wikis using LangChain OpenWiki. Enforces OKF v0.2, Grounded Claims, interactive visualizer graph, and MCP page-job lifecycle.
- ▌ React Patterns · hybridlabor-apiModern React patterns and principles. Hooks, composition, performance, TypeScript best practices.
- ▌ Threejs Skills · hybridlabor-apiCreate 3D scenes, interactive experiences, and visual effects using Three.js. Use when user requests 3D graphics, WebGL experiences, 3D visualizations, animations, or interactive 3D elements.
- ▌ Typescript Pro · hybridlabor-apiMaster TypeScript with advanced types, generics, and strict type safety. Handles complex type systems, decorators, and enterprise-grade patterns.
- ▌ Webapp Testing · hybridlabor-api bundleTo test local web applications, write native Python Playwright scripts.
- ▌ Domain Modeling · hybridlabor-api bundleBuild and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a CONTEXT.md, or recording or editing an ADR.
- ▌ Grill With Docs · hybridlabor-apiA relentless interview to sharpen a plan or design, which also builds the project's domain model — glossary and ADRs — as it goes. Use in a working directory whenever an idea needs sharpening.
- ▌ N8n Code Python · hybridlabor-apiWrite Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes.
- ▌ Senior Frontend · hybridlabor-api bundleUse when building React components, optimizing Next.js performance, implementing accessibility, or reviewing frontend code quality for modern web applications.
- ▌ Mcpb Bundle · hybridlabor-apiHow to migrate the tdmcp Codex Desktop bundle from legacy .dxt to .mcpb (MCP Bundle) and keep it building — covers the manifest schema (verify against the installed packer, never hardcode), the build-dxt.mjs packer/zip-fallback flow, the npm scripts, and the full .dxt→.mcpb reference sweep across docs and scripts. Use when packaging or migrating the tdmcp desktop bundle.
- ▌ Agent Memory MCP · hybridlabor-apiUse when a hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).
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- ▌ LLM App Patterns · hybridlabor-apiProduction-ready patterns for building LLM applications, inspired by [Dify](https://github.com/langgenius/dify) and industry best practices.
- ▌ Local LLM Expert · hybridlabor-apiMaster local LLM inference, model selection, VRAM optimization, and local deployment using Ollama, llama.cpp, vLLM, and LM Studio. Expert in quantization formats (GGUF, EXL2) and local AI privacy.
- ▌ Tailwind Patterns · hybridlabor-apiUse when styling components with Tailwind CSS v4, managing CSS-first configurations, writing container queries, or implementing design token architecture.
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- ▌ Submission QA · hybridlabor-apiVerification methodology and gate checklist for the tdmcp Connectors Directory submission — run the docs build, build and inspect the .mcpb bundle, sweep for stale .dxt references, and cross-check the form-answer draft against the real requirements. Use to validate the submission package before a human submits, by executing commands and quoting evidence, not by trusting that work was done.
- ▌ Td Feature QA · hybridlabor-apiQuality-assure integrated tdmcp features: run the four PR gates + recipe/bridge tests, cross-boundary coherence checks (tool schema↔CLI↔docs↔registry, operator↔createable, bridge↔client), and live TouchDesigner validation (preview + post-cook error check) when the bridge is reachable. Use when validating/QA-ing/testing tdmcp tools, checking a feature actually cooks in TD, verifying CLI matches a tool, or gating a release.
- ▌ Agent Orchestrator · hybridlabor-api bundleUse when meta-skill que orquestra todos os agentes do ecossistema. Scan automatico de skills, match por capacidades, coordenacao de workflows multi-skill e registry management.
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- ▌ Token Saver Config · hybridlabor-apiUse when context window output compression engine for CLI commands (60-99% token reduction).
- ▌ Firecrawl Build · hybridlabor-apiIntegrate Firecrawl into product code for web scraping, crawling, searching, and interaction. Use this skill when an application needs to access web data, extract content, or automate web interactions.
- ▌ Tdmcp Pipeline · hybridlabor-apiOrchestrates the tdmcp feature team end-to-end: design/wireframe → build → integrate → QA → release. Use whenever the user wants to build, implement, develop, ship, or add one or more tdmcp features/tools/effects/controls/AI-prompts for TouchDesigner, or to run them through a coordinated design→develop→QA→deploy pipeline. Also use for follow-ups: re-run, continue, update, fix, or improve a feature/batch, ship the next version, or rebuild just one part of a previous run. Single feature or a whole batch.
- ▌ Td Trend Scout · hybridlabor-apiScout ONE external surface of the TouchDesigner community for what's HYPED in 2025-2026 that could become a tdmcp tool. Use when a td-trend-scout sub-agent is assigned a surface (community-showcase, tutorials, generative-ai, hardware-interactive, or vfx-aesthetics) during the tdmcp-hype-scout harness — produces `_workspace/hype-scout/01_scout_<surface>.md` with cited trend candidates ranked by hype intensity, recency, and build-ease in tdmcp.
- ▌ Agent Manager Skill · hybridlabor-apiUse when manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling.
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- ▌ N8n Code Javascript · hybridlabor-apiWrite JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with $helpers, working with dates using DateTime, troubleshooting Code node errors, or choosing between Code node modes.
- ▌ Bdb Ecosystem Health · hybridlabor-apiUse when auditing the BDB Ecosystem. Verifies 8 repositories for Git/NPM version drift and CI/CD status, generates HTML reports, and executes auto-remediation.
- ▌ LLM Prompt Optimizer · hybridlabor-apiUse when improving prompts for any LLM. Applies proven prompt engineering techniques to boost output quality, reduce hallucinations, and cut token usage.
- ▌ N8n MCP Tools Expert · hybridlabor-apiExpert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, or using any n8n-mcp tool. Provides tool selection guidance, parameter formats, and common patterns.
- ▌ React Best Practices · hybridlabor-api bundleComprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Use when writing new React components or Next.js pages, implementing data fetching (client or server-side), or reviewing code for performance issues.
- ▌ Vercel AI Sdk Expert · hybridlabor-apiExpert in the Vercel AI SDK. Covers Core API (generateText, streamText), UI hooks (useChat, useCompletion), tool calling, and streaming UI components with React and Next.js.
- ▌ Td Feature Build · hybridlabor-apiImplement ONE tdmcp tool from a spec — the canonical file pattern (Zod schema + …Impl + register… ToolRegistrar), a bridge Python payload via buildPayloadScript, and an offline msw unit test — touching only new files, never shared registries. Use when coding/implementing/writing a tdmcp tool, generator, effect, control, CHOP/TOP/SOP builder, or Python bridge work, especially when several features are built in parallel.
- ▌ Tdmcp Submission · hybridlabor-apiOrchestrates the tdmcp Anthropic Connectors Directory (Desktop Extension / MCPB) submission prep — designs the package, writes the privacy page, migrates .dxt→.mcpb, drafts all form answers, and QAs the result. Use for ANY work on the tdmcp directory/marketplace submission, including re-runs after a rejection ("update the submission", "redo the form answers", "re-migrate the bundle", "fix the privacy page", "the directory rejected us"). Drives a 4-agent pipeline (architect → docs-author ∥ bundle-engineer → QA).
- ▌ Tdmcp Hype Scout · hybridlabor-apiScout the TouchDesigner community for what's HYPED right now — community showcases, recent tutorials, generative-AI bridges, hardware interaction trends, visual-aesthetic trends of 2025-2026 — then propose tdmcp tools that ride those trends AND are easy to build. Use whenever the user wants to brainstorm new feature ideas based on what's trending in TouchDesigner, asks for 'hype' or 'trending' features, asks 'what are people doing in TD right now / what's hot / what's hype', wants tools inspired by community trends, asks to scout TD trends/aesthetics/integrations, or says things like 'ideias hype', 'novas ideias', 'o que está em alta', 'criar ferramentas para o que está bombando', 'tendências do TouchDesigner'. Also for follow-ups: refresh, rescout one surface, re-rank under another profile, deepen a trend, or filter for buildable-easy items. This is an EXTERNAL trend ideation harness — complementary to tdmcp-feature-discovery (which is INTERNAL gap analysis). It produces `_workspace/hype-scout/HYPE_TOOL_BACK
- ▌ N8n Expression Syntax · hybridlabor-apiValidate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting expression errors, or working with webhook data in workflows.
- ▌ Spline 3d Integration · hybridlabor-api bundleUse when adding interactive 3D scenes from Spline.design to web projects, including React embedding and runtime control API.
- ▌ Tanstack Query Expert · hybridlabor-apiExpert in TanStack Query (React Query) — asynchronous state management. Covers data fetching, stale time configuration, mutations, optimistic updates, and Next.js App Router (SSR) integration.
- ▌ Web Artifacts Builder · hybridlabor-api bundleTo build powerful frontend claude.ai artifacts, follow these steps:
- ▌ Launch Rhino · hybridlabor-apiStart a single Rhino MCP session. Accepts a version argument (e.g. `8`, `WIP`) and an optional explicit port. Walks forward from `10500` to pick a free port if none was given. On macOS this opens a new document in the running Rhino; on Windows it launches a new Rhino process. Use when the user asks to start a Rhino MCP session — for N parallel Rhinos use `/launch-rhinos` instead.