Create, configure, and deploy Hugging Face Spaces for showcasing ML models. Supports Gradio, Streamlit, and Docker SDKs with templates for common use cases like chat interfaces, image generation, and model comparisons.

Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram algorithms. Train custom vocabularies, track alignments, handle padding/truncation. Integrates seamlessly with transformers. Use when you need high-performance tokenization or custom tokenizer training.

UX/UI specialist auditing Hugo layouts, components, navigation, and interactions against the Tone & Voice Guide. Ensures designs embody intimacy, consent-forward principles, mystery, sensuality, and inclusive accessibility.

hugo

Generates role-based human documentation (<1000 words per doc). Use when epics complete, breaking changes occur, or architecture decisions are made. Creates guides for developers, QA, DevOps, and business stakeholders.

Creates human-friendly documentation from AI context documentation. Transforms detailed AI documentation in ai/ folder into digestible summaries, quick starts, and visual diagrams in docs/ folder. Use when users need to quickly understand complex systems or when AI documentation is too detailed for human consumption. Specializes in Mermaid diagrams, executive summaries, and quick reference guides.

Transform AI-sounding text into natural, human-like writing by applying proven linguistic patterns and stylistic techniques. Use when text needs to sound more conversational, authentic, and less robotic - especially for essays, assignments, professional writing, blog posts, emails, or any content where human voice matters. Applies sentence variation, natural phrasing, contractions, personal voice, and removes AI tell-tale patterns.

Write content that sounds natural, conversational, and authentically human - avoiding AI-generated patterns, corporate speak, and generic phrasing

Complete HUMMBL Base120 mental models framework with all 120 models across 6 transformations (Perspective, Inversion, Composition, Decomposition, Recursion, Meta-Systems). Includes model selection guidance, application methodology, and validation checklist. Version 1.0-beta definitive reference.

Hummingbot trading bot framework - automated trading strategies, market making, arbitrage, connectors for crypto exchanges. Use when working with algorithmic trading, crypto trading bots, or exchange integrations.

Run and test HTTP requests with Hurl. Use when working with HTTP APIs, testing web services, or creating HTTP-based test scenarios. Hurl allows you to define HTTP requests in plain text files and validate responses with asserts and captures.

Look up HVAC equipment specifications (capacity, efficiency, dimensions, electrical requirements) by brand and model number. Use when the user mentions equipment specs, model numbers, AHU, VAV, chiller, boiler, pump, fan specifications, or needs to find manufacturer data sheets. Searches manufacturer websites and processes PDF spec sheets with security safeguards.

Hybrid architecture combining Ralph's PRD format with Planning-with-Files' structured approach. Auto-generates PRDs from task descriptions, manages parallel story execution with dependency resolution, and provides context-filtered agents for efficient multi-story development.

Project combines Convex full-text search (keyword matching) with vector search (semantic similarity) using Reciprocal Rank Fusion algorithm. Admin-controlled feature for messages and memories.

Use when building search systems that need both semantic similarity and keyword matching - covers combining vector and BM25 search with Reciprocal Rank Fusion, alpha tuning for search weight control, and optimizing retrieval quality

Debug and resolve complex hydration mismatches that cause UI thrashing and content layout shifts.

Measure SSR hydration timing and issues. Use when tracking hydration performance, debugging hydration mismatches, or optimizing SSR/SSG applications.

Manage hydrodynamic coefficients, wave spectra, and environmental loading\

hydrological-modeller

hydromet-sysadmin

used for preparing hypothetical indexes to be run in higher environments

Identify, structure, and catalog testable hypotheses from pilot signals and strategic inputs. Use when transforming unstructured idea lists or pilot objectives into a formal hypothesis registry for experimental planning.

Custom Hypothesis strategy patterns for property-based testing. Activated when designing test data generators or property tests.

Comprehensive guide to writing testable product hypotheses that drive learning and prevent building the wrong things

Use Hypothesis for property-based testing to automatically generate comprehensive test cases, find edge cases, and write more robust tests with minimal example shrinking. Includes Polars parametric testing integration.

I Ching (易經) expert covering hexagram interpretation, traditional wisdom, and consultation methods

Automate internationalization and localization workflows for web applications with translation, key generation, and library setup

i18n 硬編碼檢查和批量處理工具。

Expert in internationalization (i18n) and localization (l10n) with i18next, react-intl, multi-language support, RTL layouts, locale-specific formatting, translation management, and automated text extraction

Designing software applications to adapt to different languages and regions without requiring engineering changes, using translation keys, pluralization, and locale-aware formatting.

Internationalization specialist for Phoenix/Elixir applications. Use when you need to extract hardcoded strings and replace them with gettext calls, manage translation files (POT/PO), or provide translations for French and Italian. Handles templates (.heex), controllers, LiveViews, error messages, and UI text.

Generate markdown presentations compatible with IA Presenter. Use when the user requests to create an IA Presenter presentation, generate an IA Presenter document, or convert content into an IA Presenter markdown file. Also use when the user asks to create a presentation in markdown format without specifying a tool.

Terraform, Pulumi, CloudFormation, and infrastructure as code for data platforms

Analyzes Infrastructure as Code files (Terraform, CloudFormation, Kubernetes, Docker Compose) and generates visual architecture diagrams. Use when analyzing infrastructure code, designing cloud architectures, or when the user requests architecture diagrams from IaC.

Infrastructure as Code with Terraform and Terragrunt. Use for creating, validating, troubleshooting, and managing Terraform configurations, modules, and state. Covers Terraform workflows, best practices, module development, state management, Terragrunt patterns, and common issue resolution.

Use when working in mm-ibkr-gateway to access market data, account summary, positions, PnL, or orders via the REST API (FastAPI). Covers starting the API server, required env and safety settings, authentication with X-API-Key, and market/account/order endpoints for quote, historical bars, preview, place, status, cancel, and open orders.

Use when working in mm-ibkr-gateway to access market data, account summary, positions, PnL, or orders directly in Python via ibkr_core. Covers connecting with IBKRClient, using market/account/order helpers, and safety rules for preview, place, cancel, and status.

Comprehensive guidance for IBM Mainframe (z/OS) administration, development, operations, and modernization. Covers system programming, application development, middleware configuration, database manag

Generate IC10 code from natural language descriptions. Use when user wants to create new IC10 code, asks for automation scripts, or needs IC10 implementation for devices like vents, furnaces, sensors, or any Stationeers automation.

Migrate old IC10 code to work with current Stationeers version. Use when user has legacy IC10 scripts that don't work due to game updates or breaking changes.

Optimize IC10 code for efficiency and line count. Use when user wants to reduce line count, improve performance, or refactor existing Stationeers IC10 code.

Refactor IC10 code for clarity and structure. Use when user wants to reorganize code, apply design patterns, improve naming, or make code more maintainable without changing functionality.

Generate browser extension icons at multiple sizes (16x16, 32x32, 48x48, 128x128) from SVG files. Use when creating new extension icons, converting SVG to PNG icons, or when user mentions extension icons, icon generation, or icon sizes.

Find replacement icons for migration. Use when migrating old code that uses icons not available in the new system, or when you need to find a suitable icon from the available icon set.

Analyze a company to identify their Ideal Customer Profiles (ICPs) - buyer personas, verticals, and tiers

Technical reference for using IDA Swarm MCP tools. Covers system constraints, architecture, TRUE CONTEXT principle, result interpretation, and debugging. Use when analyzing binaries via IDA Swarm or troubleshooting sessions.

idaes

IDA Pro Python scripting for reverse engineering. Use when writing IDAPython scripts, analyzing binaries, working with IDA's API for disassembly, decompilation (Hex-Rays), type systems, cross-references, functions, segments, or any IDA database manipulation. Covers ida_* modules (50+), idautils iterators, and common patterns.

Use when testing Claude Code Mobile app on iOS simulator with IDB CLI, when xc-mcp tools unavailable, or when needing testID-based UI automation - provides systematic workflow for finding elements by testID, tapping, typing, and verifying interactions using IDB accessibility tree

Fix TypeScript errors, get diagnostics, rename symbols, find references, organize imports. Use when user needs IDE/LSP tools for code navigation, diagnostics, and refactoring.