managing-python
Manages Python environments, dependencies, and tools using uv and ruff. PROACTIVELY Use when setting up Python projects, adding dependencies, managing virtual environments, or enforcing code quality standards....
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Manages Python environments, dependencies, and tools using uv and ruff. PROACTIVELY Use when setting up Python projects, adding dependencies, managing virtual environments, or enforcing code quality standards....
Applies structured mental models to solve complex problems. Use when solving architectural decisions, root cause analysis, or strategic planning.
Applies 2026 Complexity-Based Guidance standards with Attention Management, Sycophancy Prevention, and XML/Markdown decision matrix. Provides theory, patterns, and quality evaluation criteria for AI prompt desi...
Follows project conventions, extracts examples from documentation, converts them to tests, and ensures documentation accuracy through automated testing. PROACTIVELY Use when generating comprehensive Vitest test...
Clarifies goals and applies structured thinking frameworks (Pareto, Inversion, First-Principles) to complex problems. Use when exploring constraints, analyzing decisions, or applying structured reasoning to unc...
High-speed read-only web extraction. Use when fetching documentation, blogs, and static pages. Do not use for apps requiring login or interaction.
Orchestrates project plan state management and execution. Manages ROADMAP.md state tracking, task dispatch, phase transitions, and handoff protocols. PROACTIVELY Use when managing project plans, executing phase...
Orchestrates end-to-end testing workflows coordinating browser automation with server verification. Use when validating complete user flows, testing multi-step scenarios, or verifying browser-server integration...
Implements offline-first synchronization with encrypted local storage and intelligent conflict resolution for mobile AI applications. Use when building offline-capable mobile apps, implementing sync with privac...
Scans for secrets and performs comprehensive security audits. MUST Use when verifying security of code changes or auditing file safety.
Provides unified interface for all context engineering patterns. Use when optimizing AI agent context: compression, degradation detection, KV-cache optimization, or session management.
Implements Orchestrator, Swarm, and Hierarchical patterns for preventing context saturation. Use when designing multi-agent systems for context isolation and parallel execution.
Defines behavioral standards for autonomous agents and enforces Uninterrupted Flow, Self-Verification, Auth-Gates, and Handoff protocols. PROACTIVELY Use when defining behavioral standards for autonomous agents...
Automatically determines the optimal research tool based on query type and available information. Use when answering technical questions requiring external verification, documentation lookup, or library/repo re...
Runs configured type checkers (pyrefly, mypy) on files after editing. MUST USE when validating Python type safety (Internal-only passive hook).
Creates optimized prompts for Claude-to-Claude pipelines with research, planning, and execution stages. Use when building prompts that produce structured outputs for other prompts to consume, or when running mu...
Transforms repositories into structured plain-text digests optimized for LLM consumption. Use when analyzing GitHub repositories, digesting codebases, or ingesting git repos for AI analysis.
Provides Universal Standard for TDD, Security, and Code Quality. PROACTIVELY Use when writing code, debugging errors, or reviewing PRs. Modes: debug, review, refactor, implement.
Creates beautiful visual art in .png and .pdf documents using design philosophy. Use when creating posters, artwork, designs, and static visual pieces with original designs. Never copy existing artists' work to...
Comprehensive anti-reversing, obfuscation, and deobfuscation knowledge base with intelligent routing for JavaScript malware analysis. Use when you need to understand protection mechanisms, deobfuscate code, rev...
Core development workflow for Nethercore games. Triggers on "nether build", "nether.toml", "asset handles", "determinism", "rollback rules", "WASM game". **Load references when:** - Full nether.toml examples -...
Testing Nethercore games for determinism and correctness. Triggers on "sync test", "replay test", "determinism test", "desync", "checksums", "test my game". **Load references when:** - Replay format details ->...
Optimization techniques for Nethercore games. Triggers on "optimize", "reduce size", "wasm-opt", "compress", "LTO", "asset compression", "state size". **Load references when:** - Detailed techniques -> `refere...
ZX console FFI bindings reference. Triggers on "ZX FFI", "zx.rs", "ZX API", "ZX functions", "ZX rendering", "ZX input", "ZX audio". **Load references when:** - Render API details -> `references/render-api.md`...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.