Embeddings
Vector embeddings and similarity
parallel-ai-search
by tristanmanchester
Web search + URL extraction via Parallel Search/Extract APIs. Use for up-to-date research, domain-scoped searching, and extracting LLM-ready excerpts/markdown from URLs.
@tank/vector-graphics-gen
by tankpkg
Generate vector graphics (SVG) for websites and apps using AI APIs. Primary platforms: QuiverAI Arrow (highest quality, #1 SVG Arena) and fal.ai with Recraft V4 for native SVG generation, plus image-to-SVG conversion. Covers text-to-vector generation, image vectorization, prompt engineering for clean vector output, SVG optimization (SVGO), and web integration patterns (React, Vue, sprites, dark mode). Synthesizes QuiverAI documentation, fal.ai documentation, Recraft AI documentation, SVGO docs, and SVG specification. Trigger phrases: "vector graphic", "generate SVG", "SVG icon", "vector illustration", "AI vector", "fal.ai", "FAL_KEY", "recraft", "recraft v4", "text to SVG", "image to SVG", "quiver", "quiverai", "arrow model", "vectorize image", "SVG generation", "vector logo", "AI illustration", "icon generation", "SVG for web", "vector art API", "fal-ai/recraft", "generate icon", "web illustration", "SVG background", "vector pattern", "clean SVG", "production SVG", "text-to-vector"
langchain-embeddings
by evanfang0054
使用 LangChain 中的嵌入模型集成指南，包括 OpenAI、Azure 和本地嵌入
pubmed-database
by Victory-Hugo
直接访问PubMed REST API。高级布尔/MeSH查询、E-utilities API、批量处理、引文管理。对于Python工作流，建议使用biopython (Bio.Entrez)。此技能适用于直接HTTP/REST操作或自定义API实现。
gluestack-ui-v4:validation
by gluestack
Validation checklist and anti-patterns for gluestack-ui v4 - use for code review, checking implementation quality, and identifying common mistakes.
@tank/gmail
by tankpkg
"Send, read, search, label, and manage email through the Gmail API. Covers composing (plain text, HTML, attachments), thread-aware replies, Gmail search query syntax (from:, to:, has:attachment, after:), label management, filter automation, and draft workflows. Triggers: gmail, email, send email, read email, search email, attachment, label, filter, thread, draft, Gmail API, compose, reply, forward, inbox, MIME."
semantic-compressor
by evanfang0054
带质量保证循环的agent/skill压缩。5阶段迭代流程确保理解保留。 触发词: semantic-compressor, compress skill, optimize agent, reduce tokens, benchmark
@tank/llm-app-patterns
by tankpkg
Build production-grade LLM-powered applications — RAG systems, tool-using agents, structured output extraction, streaming responses, and cost optimization. Covers the full engineering stack for apps built on top of foundation models, not model training. Synthesizes Huyen (AI Engineering), Brousseau & Sharp (LLMs in Production), Bouchard & Peters (Building LLMs for Production), Lanham (AI Agents in Action), Arsanjani & Bustos (Agentic Architectural Patterns), Rothman (RAG-Driven Generative AI). Trigger phrases: "RAG", "retrieval-augmented generation", "vector search", "chunking strategy", "embedding", "reranking", "hybrid search", "tool use", "function calling", "tool calling", "agent", "agentic", "multi-agent", "orchestrator", "structured output", "JSON mode", "Instructor", "Pydantic", "streaming", "server-sent events", "SSE", "token streaming", "LLM cost", "model routing", "semantic cache", "prompt caching", "LLM evaluation", "LLM-as-judge", "RAGAS", "hallucination", "faithfulness", "golden dataset", "LLM in production", "LLMOps", "build with LLMs", "LLM application"
ast-grep
by buildrtech
Guide for writing ast-grep rules to perform structural code search and analysis. Use when users need to search codebases using Abstract Syntax Tree (AST) patterns, find specific code structures, or perform complex code queries that go beyond simple text search. This skill should be used when users ask to search for code patterns, find specific language constructs, or locate code with particular structural characteristics.
docctl
by GeorgesAlkhouri
"Agent skill for docctl multi-format ingestion and provenance-grounded retrieval."
indx-search
by indxSearch
Indx Search integration skill for AI coding agents. Use when building search functionality with Indx — a high-performance search engine using pattern recognition instead of tokenizers or stemmers. Covers C# NuGet (IndxSearchLib) and HTTP API (IndxCloudApi) integration, field configuration, querying, filters, boosts, coverage tuning, and search UX patterns.
google-search-console
by jakenuts
Google Search Console API integration for search analytics, URL inspection, sitemap management, and site verification. Use when working with search performance data, checking indexing status, managing sitemaps, or analyzing SEO metrics.
@tank/slack
by tankpkg
"Send messages, manage channels, search conversations, and automate workflows in Slack. Covers messaging (threads, ephemeral, scheduled), Block Kit (sections, buttons, select menus, modals), channel management, file uploads, user lookups, and mrkdwn formatting. Triggers: slack, message, channel, thread, Block Kit, modal, button, select menu, mrkdwn, emoji, file upload, search, DM, ephemeral, Slack API, webhook, bot."
obsidian-semantic-linker
by psycho-baller
Semantically links notes in your Obsidian vault using a local vector database (.nexus/cache.db). It analyzes the content of notes, finds related ideas, and appends a "## Related Notes" section with wiki-links to similar notes. Use when asked to "link my notes", "find related notes", or "process semantic connections".
parallel-search
by otrebu
Comprehensive web research via Parallel Search API. Use when user requests parallel search for deep multi-source research, technical analysis, learning new topics, current events, or comparative studies. Returns LLM-ready ranked URLs with extended excerpts (up to 30K chars). Single API call handles multiple query angles with automatic deduplication.
chromadb-integration-skills
by kimasplund
Universal ChromaDB integration patterns for semantic search, persistent storage, and pattern matching across all agent types. Use when agents need to store/search large datasets, build knowledge bases, perform semantic analysis, or maintain persistent memory across sessions.
postgresql-table-design
by EngineerWithAI
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
gh-code-search
by otrebu
Search GitHub for real-world code examples and implementation patterns. Use when user wants to find code examples on GitHub, search GitHub repositories, discover how others implement features, learn library usage patterns, or research architectural approaches. Fetches top results with smart ranking (stars, recency, language), extracts factual data (imports, syntax patterns, metrics), and returns clean markdown for analysis and pattern identification.
idea-to-post
by akira82-ai
Expand scattered ideas into in-depth posts. Use this skill when users need to "expand ideas," "generate posts," "brainstorm content," "writing assistance," "enrich thoughts," "deepen thinking," or provide scattered ideas that need systematic expression.
rag-wrapper
by mindmorass
Patterns for wrapping any agent with RAG context from Qdrant. Use to add persistent memory to imported or external agents.
rag-implementation
by liuchiawei
Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
youtube-harvester
by mindmorass
Extract transcripts and metadata from YouTube videos
collection-migration
by mindmorass
Migrate and sync vector database collections across environments
workspace-builder
by mindmorass
Set up and configure development workspaces