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Compatibility alias for the descriptive PyMC skill name. Delegate to the canonical local `pymc` payload while preserving route and README compatibility.

Enforces structured, highly documented storage for code and data projects. Use when working on machine learning scripts, data processing, code creation, or script modification that should preserve clear structure and documentation.

Use when building a managed team skills library for a real stack. Map work to shelves, browse before curating, write meaningful `whyHere` notes, and create a starter pack once the first pass is solid.

Expert knowledge for Azure AI Immersive Reader development including best practices, limits & quotas, security, configuration, and integrations & coding patterns. Use when tuning read-aloud/translation, storing user prefs, Entra auth setup, JS SDK integration, or language support, and other Azure AI Immersive Reader related development tasks. Not for Azure AI Language (use azure-language-service), Azure AI Speech (use azure-speech), Azure Translator (use azure-translator), Azure AI services (use microsoft-foundry-tools).

Expert knowledge for Azure AI Language development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building CLU intents, custom NER, text classification, CQA, sentiment/summarization, or health text solutions, and other Azure AI Language related development tasks. Not for Azure AI Search (use azure-cognitive-search), Azure AI Document Intelligence (use azure-document-intelligence), Azure AI Speech (use azure-speech), Azure Translator (use azure-translator).

Expert knowledge for Azure AI Speech development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building STT/TTS, custom speech or voice models, Voice Live/avatars, batch jobs, or telephony voice agents, and other Azure AI Speech related development tasks. Not for Azure Communication Services (use azure-communication-services), Azure AI Bot Service (use azure-bot-service), Azure AI Video Indexer (use azure-video-indexer), Azure Translator (use azure-translator).

Expert knowledge for Azure Translator development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Translator text/document APIs, custom models, glossaries, Docker containers, or Power Automate flows, and other Azure Translator related development tasks. Not for Azure AI Language (use azure-language-service), Azure AI Speech (use azure-speech), Azure AI Immersive Reader (use azure-immersive-reader), Azure AI Search (use azure-cognitive-search).

Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. Use when adding language identification, sentiment analysis, named entity recognition, part-of-speech tagging, text embeddings, or in-app translation to iOS/macOS/visionOS apps.

Guides the API introduction page →typically at `/api` →that overviews the API, use cases, and links to documentation. API documentation (endpoint reference, code examples) lives on separate pages.

Guides documentation site structure, navigation, and content organization. Typically hosted on `docs.*` or `help.*` subdomain. Includes Getting Started, guides, tutorials, **API Reference** (endpoint

Guides changelog and release notes pages. Typically at `changelog.*` subdomain or `/changelog`. Builds trust, reduces support, increases feature adoption.

Guides GitHub for parasite SEO, GEO (AI citation), and curated list creation. GitHub is a Tier 2 Technical Authority platform—high domain authority, fast indexing, very high AI citation probability. U

Guides open source as a commercialization path: build community and trust first, monetize later. Many products use open source for early growth (Cursor from VSCode, Llama, Qwen, Dify) and later commer

Навык по созданию PDF-документов из Markdown с соблюдением строгих академических требований (шрифт 14 пт, межстрочный интервал 1.5, формат А4) с использованием Pandoc и пользовательского шаблона LaTeX для сохранения стилей и цветов.

Transforms detailed accessibility guidelines or technical documentation into a structured PowerPoint presentation, adhering to constraints on word count, slide limits, speaker notes, and visual suggestions.

Execute from requirement analysis to design document creation

Execute from requirement analysis to frontend design document creation

Create frontend work plan from design document and obtain plan approval

Create work plan from design document and obtain plan approval

Guidance for Next.js using the official docs at nextjs.org/docs. Use when the user needs Next.js concepts, configuration, routing, data fetching, or API reference details.

Package a VS Code extension into a .vsix file for distribution using vsce, verify pre-flight checklist (publisher, README, CHANGELOG), and install locally via CLI or GUI. Use when development is complete and the user wants to package, distribute, or install a VS Code extension.

Guidance for Vue Router v3 using the official Installation, Guide, and API docs. Use when users need routing setup, navigation patterns, or API details for Vue 2 projects.

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This skill is applicable when using LaminDB. LaminDB is an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR-compliant. It is suitable for managing biological datasets (scRNA-seq, spatial transcriptomics, flow cytometry, etc.), tracking computational workflows, curating and validating data with biological ontologies, building data lakes, or ensuring data lineage and reproducibility in biological research. It covers data management, annotation, ontologies (genes, cell types, diseases, tissues), schema validation, integration with workflow managers (Nextflow, Snakemake) and MLOps platforms (W&B, MLflow), and deployment strategies.

Utilities for querying the NCBI ClinVar database to retrieve variant records, clinical significance, and phenotype relationships; use when searching variants by gene/condition/significance, interpreting Pathogenic/Benign/VUS classifications, or annotating VCF files with ClinVar annotations.

Access bioDBnet REST services for biological identifier conversion, pathway retrieval, and ortholog mapping. Use when you need to convert gene/protein IDs, find pathways, or retrieve biological annotations via bioDBnet.

Translate Beamer LaTeX to Quarto RevealJS. Multi-phase workflow with TikZ extraction and QA.

R&R cycle — classify referee comments and route to appropriate agents. Replaces /respond-to-referee.

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Strategic research leadership for designing high-impact research agendas, coordinating teams, and translating research into policy and institutional influence.

Effective communication strategies for statistical methods

Creates a structured annotation note in references/ with sections for research question, data, findings, and relevance. Use when documenting a paper.

Create a pixel art SVG illustration: $ARGUMENTS

Query gene, sequence, and variant data via the Ensembl REST API

Browse and search Gene Ontology annotations via the QuickGO API

Legal document annotation, versioning, and analysis platform

Summarize academic papers with structured extraction of key elements

Reference manager with PDF viewer and Markdown note support

Search IEEE's 6M+ engineering and CS publications via the Xplore API

Guide to Zotero PDF Translate for multilingual PDF and annotation translation

PDF Chinese translation plugin for Zotero reference manager

Reference management library and collections API

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Manage Todoist tasks, projects, labels, filters, sections, comments, reminders, and workspaces via the `td` CLI. Use when the user wants to view, create, update, complete, or organize Todoist items, or mentions tasks, inbox, today, upcoming, projects, labels, or filters.

Produces async communication to stakeholders, primarily non-attendees and secondarily some attendees who want a reference. Translates meeting outcomes into what-it-means language for readers, with channel variants (slack, teams, email, notion, exec-memo) and audience variants (engineering, design, leadership, customer-facing, mixed). Surfaces a primary CTA up front, flags technical-to-business translations for user verification, and detects thread continuation from prior updates.

Audit a GitHub README and rewrite it using modern 2025-2026 patterns — centered header, badges, hero image, GitHub alert callouts, emoji-prefixed features, expandable details, Mermaid diagrams, tables over dense prose. Produces a scannable README that works for a 10-second skim and a deep dive.

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Scan for outdated packages. Run a security audit. Fetch changelogs. Summarize breaking changes. Open one PR per risk group.