LLM & Agents

Conduct parallel multi-angle research on programming topics. Break down complex research questions into 3-10 specific investigation avenues, delegate each to parallel sub-agents, and synthesize findings with working code examples and sources. Use when investigating error messages, comparing solutions, or exploring implementation approaches.

Configuring Claude Code settings.json & Security. Set up permissions (allow/deny), permission modes, environment variables, tool restrictions. Use when securing Claude Code, restricting tool access, or optimizing session settings.

Constitutional compliance validator. Enforces all 5 Constitutional Articles to ensure AI trading decisions comply with human-defined rules. Works as second line of defense alongside Risk Agent.

Enforces visibility pattern for testability by detecting private methods that prevent unit testing (causes 20-40% coverage loss). References authoritative style guides rather than duplicating. Auto-refactors code to private[module] object pattern with user approval. Detects inline lambdas and suggests extraction to named functions ("laws"). Blocks during scala-ninja review (Phase 2) as peer review rejection point.

Use when user wants to "hand off to SDK", "run autonomous agent", "bridge CLI and SDK", "long-running tasks", "autonomous development", or mentions SDK bridge workflows. Provides comprehensive patterns for hybrid CLI/SDK development with the Claude Agent SDK.

Diagnoses and resolves common Model Context Protocol (MCP) server connection issues with OpenAI Agents SDK

Explains Claude Code's extensibility features (skills, slash commands, hooks, MCP servers, settings, CLAUDE.md). Use when the user asks about Claude Code capabilities, how to set up custom commands, how to create skills, how to configure hooks, MCP server integration, or any meta-questions about Claude Code itself like "can you do X" or "how do I make you do Y".

Implements Z-Wave CTT (Certification Test Tool) test handlers for automating certification tests. Use when asked to create handlers for a given test, which includes automating CTT log parsing and prompt responses.

Use when creating or developing, before writing code or implementation plans - refines rough ideas into fully-formed designs through collaborative questioning, alternative exploration, and incremental validation. Don't use during clear 'mechanical' processes

Interactive AI agent development workflow orchestrator. Guides users through complete agent creation from brainstorming to production-ready implementation. Use when user wants to build a new AI agent, design an agentic system, scaffold an agent project, or needs help with agent architecture decisions. Supports three-phase workflow - design documentation, implementation scaffolding, and operations (deploy/observe/evaluate).

Manages AI chatbot knowledge base operations including semantic search, website crawling, and vector embeddings. Use when working with the chat bot system, knowledge base management, or AI context optimization.

PARAMOUNT quality gate for ALL skill creation. Enforces Anthropic best practices and CIPS standards before any skill is created, whether proposed, auto-generated, or autonomously discovered. Use when creating, reviewing, or approving ANY skill.

Manage Google Drive files and folders. Load when user mentions 'google drive', 'drive', 'upload file', 'download file', 'share file', 'create folder', or references cloud file storage operations.

Adds a complete blog feature to an existing Blazor WebAssembly Static Web App with Azure Functions backend and Azure File Share for markdown storage. Use when implementing blog functionality in .NET Blazor WASM projects with Azure infrastructure. Includes post listing, detail pages, markdown rendering, Azure Storage integration.

ACTIVATE when debugging a skill, analyzing why a prompt isn't working, or stuck on a technical problem. Triggers on "what would the panel say", "let's debug this", "why isn't this working", "convene the panel", or when user expresses confusion about skill behavior.

everything claude needs to read, write, and manipulate PDFs

Expert on Move Prover formal verification - specification language (MSL), preconditions, postconditions, invariants, aborts_if, ensures, requires, modifies, emits, global invariants, schema patterns, quantifiers, helper functions, pragma directives, verification strategies, and debugging proofs. Triggers on keywords move prover, formal verification, spec, invariant, ensures, requires, aborts_if, precondition, postcondition, quantifier, schema, pragma

Transform app ideas into shippable MVPs using rapid validation methodology. Use when the user wants to build a new app, evaluate an idea, generate a PRD, create Claude Code prompts, scope an MVP, or make product decisions. Helps avoid feature creep and over-engineering by focusing on core user loops and real user validation.

Develop and optimize AI prompt strategies for code generation. Use when creating new AI model strategies, optimizing prompts for Claude/GPT/Gemini/DeepSeek/Grok, or improving prompt quality. Includes model-specific optimization techniques.

ファイルアップロード、S3、ファイルシステム操作を扱う際に使用。