Embeddings

jetbrains-skill

by Ry-Run

"Use the JetBrains IDE MCP Server (IntelliJ IDEA 2025.2+) to let an external client drive IDE-backed actions: run Run Configurations, execute commands in the IDE terminal, read/create/edit project files, search via IDE indexes (text/regex), retrieve code inspections for a file, fetch symbol info, perform rename refactoring, list modules/dependencies/repos, open files in the editor, and reformat code. Use when you want IDE-grade indexing/refactoring/inspection instead of raw shell scripting."

establishing-thought-leadership

by dmend3z

Crafts comprehensive, search-optimized pillar content to establish a brand as a definitive authority on a topic. Use when you need to create long-form, evergreen "pillar pages" that serve as the cornerstone of a content strategy.

app-intents-expert-skill

by rudrankriyam

Expert App Intents guidance for building Siri, Shortcuts, Spotlight, Apple Intelligence, and interactive snippet integrations on iOS 26+. Use when implementing AppIntent, AppEntity, AppEnum, EntityQuery, AppShortcutsProvider, SnippetIntent, SiriTipView, IndexedEntity, or when making an app work with Siri, Shortcuts, Spotlight, Apple Intelligence, Visual Intelligence, Action Button, or Apple Pencil. Also use when asked about App Intents architecture, intent-driven development, or migrating from SiriKit.

music-discovery

by cklxx

音乐发现 — 搜索 iTunes API 查找歌曲/专辑/艺人信息。

content-platforms

by dmend3z

This skill transforms Claude into a content platform specialist. Use it to develop content strategies, create high-quality content, and analyze performance. Trigger with keywords like 'content strategy', 'content creation', or 'content marketing'.

papertrail

by jwmossmoz

Query and download logs from SolarWinds Observability (formerly Papertrail) using the paperctl CLI. Use when: (1) Downloading logs from Taskcluster workers or other systems (2) Searching for specific log entries across systems (3) Investigating CI failures by pulling worker logs (4) Listing available entities (hosts) in SolarWinds Observability Triggers: "papertrail", "pull logs", "worker logs", "download logs", "search logs"

context7

by edxeth

Fetches up-to-date third-party library documentation via the Context7 v2 REST API. Use when working with external packages and needing current API references, code examples, migration guides, or resolving package errors (stack traces, version mismatches, deprecated methods).

vast-cloud

by fl-sean03

Run jobs on VAST AI cloud GPUs. Use when you need GPU compute immediately without queue times, for short-to-medium jobs (<4 hours), or when HPC is unavailable. Pay-per-hour pricing.

literature-search

by fl-sean03

Search and retrieve scientific literature. Use when asked to find papers, research a topic, find citations, get paper abstracts, or conduct literature reviews. Accesses Semantic Scholar, arXiv, and other academic databases.

Capability Graph Builder

by daffy0208

Build queryable capability graphs from manifests using Codex for relationship inference between skills, resources, and capabilities.

Knowledge Base Manager

by daffy0208

Design, build, and maintain comprehensive knowledge bases. Bridges document-based (RAG) and entity-based (graph) knowledge systems. Use when building knowledge-intensive applications, managing organizational knowledge, or creating intelligent information systems.

RAG Implementer

by daffy0208

Implement retrieval-augmented generation systems. Use when building knowledge-intensive applications, document search, Q&A systems, or need to ground LLM responses in external data. Covers embedding strategy, vector stores, retrieval pipelines, and evaluation.

Knowledge Graph Builder

by daffy0208

Design and build knowledge graphs. Use when modeling complex relationships, building semantic search, or creating knowledge bases. Covers schema design, entity relationships, and graph database selection.

aio-gherkin-refine

by aiocean

This skill should be used when the user asks to "refine requirements", "write acceptance criteria", "clarify requirements", "use gherkin format", or mentions gherkin, BDD, Given/When/Then. Refines ambiguous requests into structured Gherkin format before implementation. Also use this proactively when a user request is ambiguous, underspecified, or spans multiple conditions — even if they don't mention Gherkin.

Manifest Generator

by daffy0208

Auto-generate capability manifests from skill/MCP descriptions using Codex-powered semantic analysis and structured extraction.

resource-acquisition

by fl-sean03

Find and acquire computational science resources autonomously. Use when you need force field parameters, pseudopotentials, crystal structures, or any other scientific data. You are a researcher - you find what you need.

lammps-simulation

by fl-sean03

Run LAMMPS molecular dynamics simulations. Use when asked to run MD simulations, energy minimization, equilibration, production runs, or calculate properties like diffusion, RDF, MSD. Supports both CPU and GPU execution.

codebase-navigator

by leegonzales

Semantic code search using osgrep for understanding codebases, finding implementations, and navigating large projects. Use when asked "where is", "how does", "find the code that", or any question about code location or implementation.

GraphEmbed CLI Tool

by mosif16

ios-ux-design

by mosif16

Activate this skill when analyzing iOS app UI/UX, evaluating iOS design patterns, proposing iOS interface improvements, or creating iOS implementation specifications. Provides deep expertise in Apple Human Interface Guidelines, SwiftUI patterns, native iOS components, accessibility standards, and iOS-specific interaction paradigms.

deep-learning-core

by levy-n

Explains neural network fundamentals: the Three Pillars (Model, Loss, Optimizer), backpropagation, gradient descent variants (SGD, Adam), regularization (Dropout, BatchNorm), and MLP architecture design. Use when learning how neural networks work, debugging training issues, or when user asks about 'backpropagation', 'vanishing gradients', 'learning rate', 'loss function', 'overfitting', 'underfitting', 'activation functions', 'why isn\'t my model learning', 'gradient descent', 'Adam', 'Dropout', 'BatchNorm', 'autoencoder', 'denoising autoencoder', or 'latent space'.

gemini

by G1Joshi

Google Gemini AI models for multimodal tasks. Use for multimodal AI.

ml-knowledge-index

by levy-n

Routes ML/DL questions to specialized skills. Use FIRST when unsure which skill applies, when user asks broad ML questions, or when multiple topics might be relevant. Maps: regression/classification → ml-fundamentals, ensembles/clustering → ml-advanced, TF-IDF/Word2Vec → nlp-classical, training/backprop → deep-learning-core, PyTorch → pytorch-mastery, CNNs/images → cnn-vision, LSTM/time-series → sequence-models, BERT/HuggingFace → transformers-llm, RAG/embeddings → rag-retrieval, APIs/PDF-parsing → data-pipeline, LoRA/QLoRA/PEFT → fine-tuning-peft, MLflow/W&B/Optuna → mlops-experiment, SHAP/Grad-CAM → model-interpretability, Q-learning/PPO/DQN → reinforcement-learning, GAN/VAE/diffusion → generative-models, explanations → ml-teaching-assistant.

changelog-setup

by phrazzld

Full changelog infrastructure from scratch. Greenfield workflow. Installs semantic-release, commitlint, GitHub Actions, LLM synthesis, public page.