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Python Agent Development Specifications (Windows wxauto v4), including project structure, modularization, usage of wxauto, IPC integration, error handling, testing, and deployment.
Use when configuring or running Python quality tools (ruff, ty, pytest, coverage, CI gates) and when enforcing a pre-merge quality checklist.
Safe refactoring for legacy or complex codebases: preserve behavior while improving structure, reducing technical debt, and tightening quality gates. Use for characterization tests, seams/adapters, in…
Search and retrieve markdown documents from local knowledge bases using qmd. Supports BM25 keyword search, vector semantic search, and hybrid search with LLM re-ranking. Use for querying indexed notes…
Performs automated code quality review before commit/merge. Use this skill when reviewing code changes for Issue alignment, coding standards compliance, and potential issues.
Ensures correct quoting and escaping syntax across shells (PowerShell, Bash, CMD). Handles nested command scenarios, cross-shell calls, and Windows-specific PowerShell patterns.
Build Retrieval-Augmented Generation (RAG) Q&A systems with Claude or OpenAI. Use for creating AI assistants that answer questions from document collections, technical libraries, or knowledge bases.
Manage persistent memories. Use when: Storing or retrieving patterns, decisions, and fixes across sessions. Not for: Temporary scratchpad or session-specific state.
Expert guidance for Python testing with pytest framework. Use when (1) writing unit tests or integration tests, (2) setting up test fixtures for setup/teardown, (3) parametrizing tests with multiple i…
Rope-first workflow for ANY mechanical Python rename/move (functions/methods/classes/variables/modules/packages), updating imports/references via scripts/rope_refactor.py; use even for small renames; …
Bug report format and documentation for failed validations. Use when validation fails and status must be set to needs_fixes.
Use when checking code quality, finding violations, detecting complexity issues, or running QC checks. Provides scripts for linting, naming enforcement, dead code detection, and legacy code discovery.
This skill guides the process of creating context-free queries for a web search agent (another Claude instance with web search tools). Use this when you need expert guidance from web research but the …
Build Retrieval-Augmented Generation systems with vector databases
CRITICAL - Use when securing Rails applications - XSS, SQL injection, CSRF, file uploads, command injection prevention
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of n…
Comprehensive design architecture review for Python backend applications. Use this skill when users ask you to review, analyze, or provide feedback on backend architecture designs, system design docum…
Parallel validation deployment. Spawn 8+ QA agents to run tests, builds, lints, and health checks simultaneously. Zero marginal wall-clock cost.
Ensure data integrity, stability, and basic security for a personal productivity app. Focus on preventing data loss, memory leaks, and sync failures during daily 8-hour usage sessions. Skip enterprise…
Create a quality management plan. It is used when formulating quality standards and quality assurance plans.
Strategic CLI refactoring using Qwen 1.5B for extracting command modules from monolithic main() functions
A skill for RAG system quality evaluation and improvement. It provides RAGAS-based LLM-as-Judge evaluation, user persona simulation, synthetic data generation, and features for storing and analyzing e…
Manage bookmarks with Raindrop.io MCP server. Use when saving URLs, organizing bookmarks into collections, tagging content, searching saved links, or managing highlights. Covers bookmark CRUD, collect…
React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patter…