Embeddings
Vector embeddings and similarity
ai-dev-research
by swannysec
World-expert deep technical research agent for AI-enabled software development. Use PROACTIVELY when users need: (1) Deep research on AI/ML development topics (RAG, agents, LLMs, embeddings, vector DBs, prompt engineering, fine-tuning) (2) Technical consultation on AI architectures, tool selection, or implementation approaches (3) Implementation guidance with production-ready patterns and best practices (4) Comparative analysis of AI frameworks, models, or services (5) Current state-of-the-art analysis with authoritative citations Triggers: "research AI", "compare LLMs", "RAG architecture", "agentic workflow", "AI coding tools", "which model should I use", "how does X work in AI", "best practices for AI development", "production AI systems", "AI implementation guidance"
qmd
by MichaelVessia
Local semantic search for docs, notes, knowledge bases. INVOKE THIS SKILL when user: - Asks to "search my notes/docs/vault/obsidian" - Wants to "find" something in their knowledge base - Says "what did I write about X" - Asks "do I have notes on X" - Needs context from their local markdown files - Mentions "qmd" directly - Asks about journal entries, meeting notes, or personal documentation Trigger phrases: "search notes", "find in docs", "search obsidian", "what do my notes say", "look in my vault"
ui-ux-pro-max
by ThrownLemon
"UI/UX design intelligence. 57 styles, 96 palettes, 50 font pairings, 25 charts, 11 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui). Search and apply design best practices."
searching-academic-outputs-with-dimensions
by kjgarza
Search for academic literature, empirical evidence, and scholarly research using the Dimensions database. Use when seeking research papers to support product decisions, find empirical studies, conduct literature reviews, explore funding patterns, validate hypotheses with academic sources, or discover research trends. Supports publications, grants, patents, clinical trials, and researcher profiles. Triggers on requests for "academic evidence", "empirical research", "find studies", "literature search", or "research to support decisions".
advanced-text-search-matching
by vishalsachdev
Production-grade text search algorithms for finding and matching text in large documents with millisecond performance. Includes Boyer-Moore search, n-gram similarity, fuzzy matching, and intelligent indexing. Use when building search features for large documents, finding quotes with imperfect matches, implementing fuzzy search, or need character-level precision.
MCP Geo Skills
by chris-page-gov
AMBIGUOUS_STOP, STOP_NOT_FOUND, UPSTREAM_CONNECT_ERROR, RATE_LIMITED.
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.
building-native-ui
by alfredang
Complete guide for building beautiful apps with Expo Router. Covers fundamentals, styling, components, navigation, animations, patterns, and native tabs.
paperless
by MichaelVessia
Search and manage documents in Paperless-ngx document management system. Use when the user asks about documents, invoices, receipts, tax forms, bills, or wants to search their document library.
searching-documents-with-google-drive
by kjgarza
Search and download documents from Google Drive using rclone. Exports Google Docs as Markdown by default. Use when users ask to find files in Google Drive, download documents from Drive, export Google Docs, or sync Drive content locally. Triggers on requests mentioning Google Drive, gdrive, or document downloads from cloud storage.
by ThrownLemon
Gmail management using gmcli. Use when user wants to check, search, read, send, or manage emails.
literature-review
by kjgarza
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).
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.
todo-finder
by Dexploarer
Finds and organizes TODO, FIXME, HACK, and NOTE comments in codebase. Use when user asks to "find TODOs", "show all FIXMEs", "list action items", or "what needs to be done".
domain-profiles
by BitYoungjae
"Domain-specific configuration profiles for learning resource creation. Defines search strategies, special fields, terminology policies, and content structures for different academic domains: technology, history, science, arts, and general. Use when researcher or writer agents need domain-adapted behavior."
memory-recall
by legacybridge-tech
Search and recall memories. Auto-triggered when a topic relates to past discussions or the user asks about previous context.
web-search
by valkryhx
Perform web searches and extract content from URLs using the Tavily API. Use this skill to find real-time information, news, or deep-dive into specific web pages.
airport-city-search
by Lap-Platform
"Airport & City Search API skill. Use when working with Airport & City Search for reference-data. Covers 2 endpoints."
gemini-embed
by legacybridge-tech
Generate text embeddings using Google Gemini API for RAG, semantic similarity, classification, and clustering tasks. Invoke when user wants to embed text, create embeddings, or convert text to vectors with Gemini.
swift-composable-architecture
by tryhuset
Use when building, refactoring, debugging, or testing iOS/macOS features using The Composable Architecture (TCA). Covers feature structure, effects, dependencies, navigation patterns, and testing with TestStore.
flight-choice-prediction
by Lap-Platform
"Flight Choice Prediction API skill. Use when working with Flight Choice Prediction for shopping. Covers 1 endpoint."
Research Camps
by reggiechan74
This skill should be used when the user asks to "research camps", "find camps near me", "search for camps", "look up camp providers", "what camps are available", "compare camp options", "create camp provider files", "find day camps in [area]", or needs help discovering, evaluating, and documenting camp providers in their area. Creates structured provider markdown files in the research folder.
project-search
by legacybridge-tech
Search across all project artifacts including meetings, sprints, milestones, documentation, and decisions. Use when user mentions "find", "search", "where is", "locate", "show me", or asks questions about project content. Multi-strategy search using README indexes, pattern matching, and full-text search.
search-content
by legacybridge-tech
Search and navigate knowledge base using README.md indexes, pattern matching, and directory tree analysis. Use when user searches for files, topics, mentions "where is", "find", "search for", or asks content location queries.