Skill UI

SentencePiece provides a lightweight, deterministic subword tokenizer that trains on raw Unicode text and scales across multilingual and CJK applications without language-specific preprocessing.

Guides RLHF-style LLM fine-tuning with verl's HybridFlow stack, scaling PPO/GRPO/DAPO across FSDP/Megatron/vLLM backends for math reasoning, agentic multiturn, and vision-language workflows.

Whisper Speech Recognition by OpenAI provides multilingual speech-to-text, translation, and language detection, handling noisy audio and podcasts with model sizes for every speed/quality tradeoff. Use for transcription, translation, meeting notes, and batch workflows.

Automates Zoho Books accounting workflows—creating and managing invoices, tracking bills and payments, looking up contacts, exporting PDFs, and handling multiple organizations—all via natural language commands through the Rube MCP integration.

This powerful tool helps translate natural language requirements into robust, normalized relational database schemas. It can generate comprehensive schema designs, complete with relationships, constraints, and advanced architectural concerns like multi-tenancy, soft deletes, and audit trails. Furthermore, it automates the generation of database migrations (supporting Prisma, TypeORM, Alembic, etc.), corresponding type definitions (TypeScript/Python), seed data, and Entity-Relationship Diagrams (ERD) using Mermaid.

Build, run, and visualize multi-step AI generation workflows via muapi.ai. Translate natural language intents into runnable node graphs, discover or edit existing pipelines, and execute them interactively or through the CLI with automated monitoring.

Audits and generates hreflang implementations for multilingual/multi-region sites, checking self-references, return tags, ISO language/region codes, canonical alignment, protocol consistency, and x-default fallbacks before outputting HTML, header, or sitemap snippets.

Guide for writing YAML-based Semgrep rules to detect app-specific vulnerabilities, enforce coding standards, and plug into CI/CD for continuous SAST assurance across multiple languages.

A powerful operational companion for database developers. This skill assists with the daily lifecycle of database interactions, including translating natural language requirements into optimized SQL queries, generating database migrations, performing comprehensive schema introspection across multiple dialects (PostgreSQL, MySQL, SQLite, SQL Server), and identifying performance bottlenecks through detailed query optimization and index recommendations. It also supports ORM patterns like Prisma and SQLAlchemy.

This comprehensive guide provides detailed procedural steps for configuring and executing CodeQL code scanning. It covers both implementing automated workflows using GitHub Actions (`codeql.yml`) and running scans via the CodeQL CLI. Users will learn how to manage language matrices, set build modes, interpret SARIF outputs, handle monorepo structures, and troubleshoot complex security analysis setups across multiple languages (e.g., Python, Java, C++).

This skill automates the comprehensive localization and translation of an entire MkDocs documentation suite. It translates all Markdown files from source English folders into a specified target language, preserving the exact folder structure and Markdown formatting. Additionally, it updates include references and modifies the core mkdocs.yml configuration file to properly support the new locale, ensuring a seamless multilingual documentation setup.

This guide details the process of implementing internationalization (i18n) in a Next.js application using the next-intl library. It provides step-by-step instructions on adding new languages, covering translation updates, configuring routing, modifying middleware, and updating UI components to ensure complete multi-language support.