All Skills

Use when analyzing a large corpus of text, code, or data that exceeds a single agent's effective context - orchestrates parallel Worker subagents, Critic review subagents, and a final Summarizer subagent with task tracking and failure recovery

Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4, needing train-inference alignment, or requiring speculative RL for maximum throughput.

Automate Census Bureau tasks via Rube MCP (Composio). Always search tools first for current schemas.

HODD-RUST validation-first Rust development - design Rust-specific verifications from requirements, then execute through validation pipeline. Use when developing Rust code with formal verification using rustfmt, clippy, static_assertions, Miri, Loom, Flux, contracts, Kani, or Lean4.

Automate Clickmeeting tasks via Rube MCP (Composio). Always search tools first for current schemas.

Automate Coinranking tasks via Rube MCP (Composio). Always search tools first for current schemas.

Accelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed (1.5-3.6× speedup), reducing latency for real-time applications, or deploying models with limited compute. Covers draft models, tree-based attention, Jacobi iteration, parallel token generation, and production deployment strategies.

LangChain LLM application framework with chains and agents. Use for LLM orchestration.

Automate Codeinterpreter tasks via Rube MCP (Composio). Always search tools first for current schemas.

Symfony UX frontend stack combining Stimulus, Turbo, TwigComponent and LiveComponent. Use when building modern Symfony frontends, choosing between UX tools, creating interactive components, handling real-time updates, or integrating multiple UX packages. Triggers - symfony ux, hotwire symfony, stimulus turbo, live component, twig component, frontend symfony, interactive ui, real-time symfony, which ux package, which tool should I use, how to make this interactive, SPA feel, reactive component, server-rendered component. Also trigger when the user asks a general question about frontend architecture in Symfony or wants to combine multiple UX packages together.

# Progress Tracking Maintain progress.md with session logs, test results, error records, and phase status indicators. ## Agent Execution Monitor - `pwf-execution-monitor` ## Workflow 1. Initialize progress.md with session header and phase sections 2. Log session entries with timestamps during exe

Automated dependency update execution with breaking change detection and rollback capability

Automate Composio tasks via Rube MCP (Composio). Always search tools first for current schemas.

Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or semantic search at scale. Best for serverless, managed infrastructure.

Automate Coupa tasks via Rube MCP (Composio). Always search tools first for current schemas.

Set up testing utilities for TUI components with ink-testing-library and Bubble Tea testing.

Automate Coinmarketcap tasks via Rube MCP (Composio). Always search tools first for current schemas.

Generate a map of all files relevant to a task before making changes

Build agentic applications with GitHub Copilot SDK. Use when embedding AI agents in apps, creating custom tools, implementing streaming responses, managing sessions, connecting to MCP servers, or creating custom agents. Triggers on Copilot SDK, GitHub SDK, agentic app, embed Copilot, programmable agent, MCP server, custom agent.

Validate Claude Code skills against Anthropic guidelines. Use when user says "check skill", "skillcheck", "validate SKILL.md", or asks to find issues in skill definitions. Contains complete validation knowledge.

Create ASP.NET Minimal API endpoints with proper OpenAPI documentation

Observation capture and retrieval across sessions. Stores decisions, discoveries, and bugfix patterns. Searchable via tags and relevance scoring.

Generate configuration file migration utilities for version upgrades.

Identify and safely remove dead, unused, and unreachable code from codebases