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Python unit testing patterns for pytest, including test file structure, fixtures, mocks, and coverage strategy. Use when asked to write tests (unit/integration) for any Python module, function, class,…
A workflow that analyzes the planning document to generate test cases (TC) for each screen, exports them as an Excel file, and then performs browser automation testing. Triggers: - TC generation, writ…
This skill should be used when the user asks to review, proofread, check, or evaluate content. It provides comprehensive text review (grammar, logic, compliance) and version evaluation (A/B testing, c…
Rough cycle time and cost estimation for CNC machined parts. Uses MNMUK plant capabilities and standard estimating factors. USE WHEN user says 'quote', 'estimate', 'cycle time', 'how long', 'cost esti…
Expert-level R statistical computing, data analysis, and visualization
Implements Redis for session storage, caching, rate limiting, and Bull job queues. Use when: implementing caching layers, session management, background jobs, rate limiting, pub/sub messaging, or idem…
Use Spec Kit to create or append to existing specifications for requirements definition and specification creation (including specification formulation, writing of specification documents, and specifi…
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UTF-8 JSON file I/O utilities to avoid Windows encoding issues (CP-1252 vs UTF-8)
Manages quality gates and checkpoints to ensure work meets standards before proceeding to next phases. Use when you need to verify work quality, set quality standards, or decide if work is ready to pr…
Detect N+1 queries, analyze slow queries with EXPLAIN, identify missing indexes, and ensure safe online index migrations for MySQL/MariaDB. Use when optimizing query performance, preventing performanc…
Qwen Roadmap Auditor (Prototype)
Enforces project React coding conventions automatically when creating or modifying React components. This skill should be used proactively whenever working with .tsx/.jsx files to ensure consistent co…
Parse regulatory document templates (PDF/DOCX) into structured markdown and extract section hierarchies using semtools. Use when tasks involve: analyzing regulatory templates, extracting document stru…
Transform research ideas into actionable experiments with hypotheses, iteration rewards, and completion criteria. Use when brainstorming experiments, designing research plans, converting vague ideas i…
Generates Request for Comments documents for technical proposals including problem statement, solution design, alternatives, risks, and rollout plans. Use for "RFC", "technical proposals", "design doc…
QA test management skills. Use when (1) checking the list of assigned tests, (2) updating test results, (3) reporting test completion.
Stakeholder audience for the report.
SQL Query Designer skill that generates optimized SQL queries from natural language requests and table schemas. Trigger terms: SQL, query, database, SELECT, JOIN, INSERT, UPDATE, DELETE, WHERE, GROUP …
Coordinate Holo output formatting and telemetry so 0102, Qwen, and Gemma receive exactly what they need.
Redis performance optimization and best practices. Use this skill when working with Redis data structures, Redis Query Engine (RQE), vector search with RedisVL, semantic caching with LangCache, or opt…
Generate LLM-backed release notes between git tags using the repo release-scripts. Use when asked for changelogs, release notes, or summaries between two tags.
Plans resource allocation and agent assignments to tasks. Use when you need to allocate agents to tasks, balance workload, or plan resource usage. Considers task dependencies, agent capabilities, and …
Multi-agent orchestration system that coordinates PM, Architect, DevOps, QA, Tech Lead, and Security agents for complex tasks. Use when building full products, creating SaaS applications, or any end-t…