Content & Media

Guide for testing practices and frameworks

Use when scaffolding, auditing, or validating MetaSaver data service packages. Covers feature-based structure, service/controller/routes pattern, middleware integration, and API endpoint setup. Requires @metasaver/core-service-utils, {project}-contracts, {project}-database packages. File types: .ts, package.json.

Use when completing tasks, implementing major features, or before merging to verify work meets requirements - dispatches core:code-reviewer subagent to review implementation against plan or requirements before proceeding

Fast Python framework for building interactive web apps, dashboards, and data visualizations without HTML/CSS/JavaScript. Use when user wants to create data apps, ML demos, dashboards, data exploration tools, or interactive visualizations. Transforms Python scripts into web apps in minutes with automatic UI updates.

Use when creating or updating agent evaluation suites. Defines eval structure, rubrics, and validation patterns.

Create, evaluate, and optimize GitHub Actions workflows and custom actions. Use when building CI/CD pipelines, creating workflow files, developing custom actions, troubleshooting workflow failures, performing security analysis, optimizing performance, or reviewing GitHub Actions best practices. Covers Ruby/Rails, TypeScript/Node.js, Heroku and Fly.io deployments.

Kailash Kaizen - production-ready AI agent framework with signature-based programming, multi-agent coordination, and enterprise features. Use when asking about 'AI agents', 'agent framework', 'BaseAgent', 'multi-agent systems', 'agent coordination', 'signatures', 'agent signatures', 'RAG agents', 'vision agents', 'audio agents', 'multimodal agents', 'agent prompts', 'prompt optimization', 'chain of thought', 'ReAct pattern', 'Planning agent', 'PEV agent', 'Tree-of-Thoughts', 'pipeline patterns', 'supervisor-worker', 'router pattern', 'ensemble pattern', 'blackboard pattern', 'parallel execution', 'agent-to-agent communication', 'A2A protocol', 'streaming agents', 'agent testing', 'agent memory', 'agentic workflows', 'AgentRegistry', 'OrchestrationRuntime', 'distributed agents', 'agent registry', '100+ agents', 'capability discovery', 'fault tolerance', or 'health monitoring'.

Verify claims against referenced sources. Checks if blog content accurately represents external resources, APIs, or documentation.Trigger phrases: "fact check", "verify", "check claims", "verify claims", "check sources", "verify sources"

"What is REALLY at stake here? And for whom?" - STOP. When the matter involves trustworthiness, purchasing decisions, "which is better or more reliable", brand comparisons, marketing claims, corporate behavior, "convince me otherwise", or post-purchase "was this good?" - USE THIS. For technical specs affecting quality (TLC vs QLC, component sourcing) use Light Touch mode. Search and verify even if you think you know. Does NOT trigger for: what to watch/eat/wear, how-to instructions, when/where/who founded, or explicit "just tell me quick."

CRITICAL development guide for Microsoft Agent Framework (MAF) in IPA Platform.MUST READ when working with:- Agents (ChatAgent, AgentThread)- Builders (ConcurrentBuilder, GroupChatBuilder, HandoffBuilder, MagenticBuilder)- Workflows (Executor, Edge, WorkflowExecutor)- Multi-agent orchestration- Any code in backend/src/integrations/agent_framework/builders/PREVENTS: Custom implementations instead of wrapping official API.REQUIRES: Import official classes, use Adapter pattern with self._builder = OfficialBuilder()

PolicyEngine code writing style guide - formula optimization, direct returns, eliminating unnecessary variables

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

Adapts AndesRC content for specific regional markets (Mexico, Spain, LATAM). Handles lexical adaptation, cultural references, and geographic narratives. CRITICAL for Mexican market due to term sensitivities.

Architecture and ADR workflows for Workbench CLI. Use when documenting system design, decisions, tradeoffs, or rationale that must be tracked over time.

Guide for writing unit tests with Vitest for Fastify plugins and routes. Use when creating or modifying tests in app/tests/.

Audio/video pipeline development with NAM, Pedalboard, FFmpeg, and Playwright. Use for guitar tone processing, IR convolution, video rendering, and audio effects.

Create Jupyter notebooks for FF Analytics following project conventions. Use this skill when the user requests analysis notebooks for player evaluation, roster health, trade scenarios, market trends, or projection quality analysis. Guides through notebook structure, DuckDB connections, mart queries, visualization standards, and freshness banner patterns.

Download YouTube video transcripts with timestamps. Use when asked to transcribe a YouTube video, get transcript, or extract text from a video URL.

User experience design principles for developers

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