Analyze repository structure, patterns, conventions, and documentation for understanding a new codebase

Reviews LangGraph code for bugs, anti-patterns, and improvements. Use when reviewing code that uses StateGraph, nodes, edges, checkpointing, or other LangGraph features. Catches common mistakes in...

Guidance for 50+ specialized Wolf agent roles with responsibilities and collaboration patterns

Setup Ralph autonomous coding loop (external fresh-context pattern)

Assign labels or categories to items based on characteristics. Use when categorizing entities, tagging content, identifying types, or labeling data according to a taxonomy.

Create an executable plan with steps, dependencies, verification criteria, checkpoints, and rollback strategies. Use when preparing changes, designing workflows, or structuring multi-step...

Generate Technical.md and config.json by deeply analyzing your codebase structure, architecture, and patterns

Build tools that agents can use effectively, including architectural reduction patterns

Generate a custom checklist for the current feature based on user requirements.

Tutorial patterns for documentation - learning-oriented guides that teach through guided doing

Identify capability gaps and propose new skills with prioritization. Use when analyzing missing capabilities, planning skill development, performing ontology expansion, or assessing coverage.

Execute the Debug Code Change workflow end-to-end with safety gates. Use when debugging code changes, investigating issues, or performing root cause analysis with audit trail.

Forecast future states or outcomes based on current data and trends. Use when estimating future values, projecting trajectories, forecasting outcomes, or anticipating system behavior.

Create new capabilities and skills systematically. Architects, documents, and implements reusable skills with proper specifications.

Analyze and extract relevant patterns, best practices, and usage examples

Extract insights and intelligence from meeting discussions. Identifies key decisions, action items, and patterns from meeting content.

Generate comprehensive predicates and orders for domain types using typeclass patterns

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration

SPARC (Specification, Pseudocode, Architecture, Refinement, Completion) comprehensive development methodology with multi-agent orchestration