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Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types to operators, kernels, or when user mentions enab…
Persistent state management using AgentDB (DuckDB) for workflow analytics and checkpoints. Provides read-only analytics cache synchronized from TODO_*.md files, enabling: - Complex dependency graph qu…
Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like generateText, streamText, ToolLoopAgent, embed, or tools, (2) Want to bui…
Research and analyze competitors with STRUCTURED output: feature comparison matrix, strengths/weaknesses analysis, and actionable recommendations. UNIQUE VALUE: Creates standardized competitor analysi…
Debug validator checkpoint inconsistencies where some validators are behind others. Use when alerts mention "checkpoint inconsistency", "validators behind", or "inconsistent latest checkpoints", or wh…
Identify performance bottlenecks and provide optimization suggestions
Add anchor comments to code for documentation. Use when creating CLAUDE.md files, documenting patterns, or user says "add anchors", "document this code", "create documentation".
Architecture Decision Records (ADRs) format, templates, and best practices for documenting technical decisions. PROACTIVELY activate for: (1) documenting significant technical decisions, (2) recording…
Use when adding new mod parsers to convert game mod strings to typed Mod objects - guides the template-based parsing pattern (project)
Enforces high-level architectural thinking, separation of concerns, and scalability checks before coding.
Break down PM story into organized tasks in a single file following LAYERED ARCHITECTURE order: Types → Database → Repository → Service → API → Tests. UNIQUE VALUE: Creates single task file (story-{na…
Create or enhance backend tasks with detailed implementation steps. Supports TWO modes: MODE A: Enhance existing task (add detailed steps to task in file) MODE B: Create new standalone task file (can …
Analyze failed GitHub Action jobs for a pull request.
Retrieves and processes AORC precipitation data for HEC-RAS/HMS models. Handles spatial averaging over watersheds, temporal aggregation, DSS export, and Atlas 14 design storms. Use when working with h…
Conduct a security review of Android applications from the perspective of OWASP Mobile Top 10 2024 and MASVS (Mobile Application Security Verification Standard), and generate a Markdown report. Use wh…
Track architectural decisions and detect drift from ADRs (Architecture Decision Records). Calculate alignment score (0.00-1.00) showing code-to-design conformance. Auto-detect architectural violations…
Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stor…
AI agents as force multipliers for quality work. Core skill for all 19 QE agents using PACT principles.
Guide users through structured dialogue to transform vague ideas into clear, actionable product concepts. Uses one-question-at-a-time approach with multiple choice options. Use this skill when: - User…
Execute implementation plan by dispatching fresh subagent per task. Each task gets: Implementer → Spec Review → Quality Review. Two-stage review ensures both correctness and quality. Use this skill wh…
Analyze the implementation of external libraries or code written in other languages to gain insights
Help users synthesize and act on customer feedback. Use when someone is analyzing NPS responses, processing support tickets, reviewing user research, synthesizing feedback from multiple channels, or t…
Follow API development conventions including RESTful design, Fastify patterns, Zod validation, error handling, and versioning. Use when building API endpoints, adding routes, or working with API code.
Complete visual content system. USE WHEN user wants to create visual content, illustrations, diagrams, OR mentions art, header images, visualizations, mermaid, flowchart, technical diagram, infographi…