Blockchain

Advanced LangGraph patterns for production applications. Use when implementing streaming (tokens, updates, custom data), parallel node execution, subgraphs for modular workflows, error handling and retries, or Command-based control flow. Covers stream modes, fan-out/fan-in, nested graphs, and production best practices.

Explore external reference source code to understand implementations, draw inspiration, debug issues, or answer questions. Use when exploring repos like InstantDB, Trigger.dev, Vercel AI SDK, HeroUI Native, or any external codebase. Handles two modes - "inspiration" (adaptive, translating concepts to user's stack) or "understanding" (direct, definitive answers about the source). Always cite file:line references.

Match SAE features between Ultra (24K) and Full (2K) models based on activation patterns and token overlap

Natural Language Processing utilities for PyTorch (Legacy). Includes tokenizers, vocabulary building, and DataPipe-based dataset handling for text processing pipelines. (torchtext, tokenizer, vocab, datapipe, regextokenizer, nlp-pipeline)

Understanding GITHUB_TOKEN scope, default permissions, and implementing least-privilege principle for GitHub Actions workflows.

Standard patterns for using Better Auth in Next.js 16+ App Router projects, including server and client integration, JWT plugin usage, and attaching tokens to backend API calls in a reusable way.

Use when building React UIs for TheGP applications, migrating existing UIs to @gp/ui components, integrating Tailwind v4 with @gp/ui theme, or answering questions about available components, design tokens, icons, or setup. Activate when user mentions @gp/ui, TheGP design system, or asks about GP-specific UI patterns and components.

Project type definitions with type-specific questions, patterns, and stacks.Use when: determining project architecture, asking type-specific questions.Referenced by: idea-validation, brainstorming, /ship command.

Batch upload local Markdown files to Notion via Python script. Optimized for single or multiple files with zero token cost. Direct script execution bypasses LLM parsing, saving significant tokens on large files while preserving formatting (tables, code blocks, rich text).

When explicitly authorized, execute end-to-end with a phased plan in one run until Definition of Done is met.

Set up MetaMask wallet extension for Web3 DApp testing - download extension, import wallet from private key. Run at test start if tests/config.yaml has web3.enabled=true.

Mandatory verification protocol after code changes for Solidity projects. Use after any code modification to ensure quality.

Security patterns for input validation, PII protection, and cryptographic operations

Automatically applies when implementing monitoring and alerting. Ensures proper metric instrumentation, alerts, SLO/SLI definition, dashboards, and observability patterns.

Use when working with Linear issues across development workflow - uses Linearis CLI with JSON output for zero-context issue management. Get details, create issues, update status, and add comments without consuming tokens in main session.

Convert Claude Code slash commands to OpenCode commands format. Use when migrating from Claude Code to OpenCode or when you have existing slash command definitions to port.

Automatically applies when adding logging and observability. Ensures structured logging, OpenTelemetry tracing, LLM-specific metrics (tokens, cost, latency), and proper log correlation.

Store ClickHouse Cloud credentials in Doppler + 1Password for gapless-crypto-clickhouse. Use when setting up new services, rotating credentials, or backing up authentication material. Covers API keys, connection details, and database password storage.

Defines brand voice persona and tone calibration using persona and positioning data to produce a reusable meta-prompt for copywriting.

Create distinctive, production-grade frontend interfaces with high design quality. Provides analysis tools for auditing existing designs and generation tools for creating color palettes, typography systems, design tokens, and component templates. Supports React, Vue, Svelte, and vanilla HTML/CSS. Use when building web components, pages, or applications. Keywords: design, UI, frontend, CSS, components, palette, typography, tokens, accessibility.