HYBRIDLABOR-TKD-BDB

Utilizes the TouchDesigner MCP servers (tdmcp and touchdesigner-mcp) to create TOP/CHOP chains, script operators, inspect parameters, and debug node networks.

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Use when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist.

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Use when proactively checking for and installing updates to the AOS (BDB Agent OS) package via npm.

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Set up a complete CI/CD pipeline for a project. Detects the stack, then generates and validates GitHub Actions workflows, a Dockerfile, and a Makefile as one coherent pipeline. Use when asked to "set up CI", "add pipeline", "create GitHub Actions", "ci/cd setup", "automate builds", "containerize", or "add a Makefile".

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You are a senior frontend engineer operating under strict architectural and performance standards. Use when creating components or pages, adding new features, or fetching or mutating data.

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Turn the current project website into a short, polished, shareable launch video using Hyperframes. Post-shipping release hook. Use when someone says "/brag", "make a launch video", or wants to showcase what they shipped.

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Use when you have a written implementation plan to execute in a separate session with review checkpoints

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Use when adding curated micro-interactions, delightful animations, and subtle design details that add magic and personality to web and mobile apps.

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Utilizes the grandMA3 MCP server to patch fixtures, execute console commands, and trigger macros via OSC.

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Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

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Experimental workflow for summarizing work that still needs human judgment across configured pull requests, issues, feedback, errors, and delivery signals. Use for a human decision queue or bounded review.

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Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns.

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This skill embodies the principles of "Clean Code" by Robert C. Martin (Uncle Bob). Use it to transform "code that works" into "code that is clean."

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Expert in Cloudflare Workers and the Edge Computing ecosystem. Covers Wrangler, KV, D1, Durable Objects, and R2 storage.

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Write rigorous, conversion-focused marketing copy for landing pages and emails. Enforces brief confirmation and strict no-fabrication rules.

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Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies.

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Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.

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Run autonomous research tasks that plan, search, read, and synthesize information into comprehensive reports.

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Use when an error occurs (deja fix), when resuming work in a project (deja wip), or when past sessions in this repo matter (deja search). Local, redacted session memory, installed together with memB.

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interview the user to design an agentic control loop (sensor, controller, actuator under disturbances) tailored to their codebase, then build it as locally-runnable components plus a scheduled coding-agent workflow

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Use before creative or constructive work (features, architecture, behavior). Transforms vague ideas into validated designs through disciplined reasoning and collaboration.

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Use when facing 2+ independent tasks — "in parallel", "independent tasks", "multiple unrelated failures", "different test files or subsystems" — that can be worked on without shared state or sequential dependencies. Dispatch one agent per independent slice, each with only the context it needs, even when the user did not ask for subagents explicitly.

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Documentation generation workflow covering API docs, architecture docs, README files, code comments, and technical writing.

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Build and sharpen a project's domain model. Use when discussing codebase terminology, writing or editing a CONTEXT.md, or recording or editing an ADR.

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