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A guide to Python FastAPI development standards and best practices. Suitable for modern web application development, it covers all aspects including project architecture, coding standards, asynchronou…
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
Consulta ao corpus RAG do projeto. Busca conhecimento em decisoes, documentacao, learnings e padroes armazenados. Use quando: buscar decisoes passadas, encontrar documentacao, recuperar padroes.
Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting.
Guide coding agents to fix specific Python linter issues from Ruff. Use when encountering Ruff linter errors identified by alpha-numeric codes (e.g., B008, S108, PLC0415). Provides context-aware resol…
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)
Pipeline memory and continuous learning system using RAG (Retrieval-Augmented Generation). Stores all pipeline artifacts (research, ADRs, solutions, results) in vector database for semantic retrieval.…
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…
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…
Ensure Python code follows industry standards using Ruff linter with linting-workflow framework
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.
Expert in Retrieval-Augmented Generation systems - knowledge bases, chunking strategies, embedding optimization, and production RAG architectures
Enter todo recording mode to capture ideas without acting on them. Use when the user says "record todos", "let's capture some todos", "brainstorm mode", or wants to dump ideas without immediate execut…
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…