src/ai-embedding/SKILL.md
# Embedding Generator Generate and manage embeddings for AI applications. Similarity search, caching, batch processing. ## Quick Start ```bash npx ai-embedding embed "Hello world" ``` ## What It Does - Generate text embeddings - Calculate similarity between texts - Search and rank by relevance - Cache embeddings to save API calls - Batch process multiple texts ## Usage ```bash # Generate embedding npx ai-embedding embed "Hello world" # Calculate similarity npx ai-embedding similarity "ca
npx skillsauth add lxgicstudios/lxgic-ai-tools src/ai-embeddingInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Generate and manage embeddings for AI applications. Similarity search, caching, batch processing.
npx ai-embedding embed "Hello world"
# Generate embedding
npx ai-embedding embed "Hello world"
# Calculate similarity
npx ai-embedding similarity "cat" "dog"
# Rank texts
npx ai-embedding rank "pet" "cat" "car" "dog"
# Search embeddings file
npx ai-embedding search "query" --file embeddings.json
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development
# Vercel AI SDK Vercel AI SDK scaffolding. ```bash npx ai-vercel-ai init ```
tools
# Vector Database Setup Set up vector databases for AI applications. Pinecone, Weaviate, Qdrant, pgvector. ## Quick Start ```bash npx ai-vector-db init pinecone ``` ## What It Does - Generate vector DB client code - Support for major providers - TypeScript ready - Customizable dimensions and names ## Usage ```bash # Generate client npx ai-vector-db init pinecone npx ai-vector-db init pgvector # List providers npx ai-vector-db providers # Compare options npx ai-vector-db compare ``` ##
tools
# SSE Streaming Server-Sent Events streaming for LLM responses. Real-time streaming for OpenAI and Anthropic. ## Quick Start ```bash npx ai-streaming init ``` ## What It Does - Generate SSE streaming utilities - Stream OpenAI/Anthropic responses - Next.js and Express support - Client-side consumption helpers ## Usage ```bash # Generate Next.js streaming code npx ai-streaming init # Generate Express streaming code npx ai-streaming init --framework express # Show info npx ai-streaming i
tools
# Semantic Search Embeddings-based semantic search for AI applications. ## Quick Start ```bash npx ai-semantic-search init ``` ## What It Does - Search by meaning, not keywords - Hybrid search (BM25 + semantic) - LLM-based reranking - Custom filtering ## Usage ```bash npx ai-semantic-search init npx ai-semantic-search info ``` ## Part of the LXGIC Dev Toolkit One of 110+ free developer tools from LXGIC Studios. - GitHub: https://github.com/lxgicstudios - Twitter: https://x.com/lxgicstu