Vector Embeddings Generator

Rag Vector Store Writer

labrat011/rag-vector-store-writer

Apify Actor that writes embedding vectors to Pinecone or Qdrant vector databases. Chains directly with RAG Embedding Generator output or accepts raw vectors with metadata. Handles batching, retries, collection creation, metadata mapping, and ID generation. Bring your own vector DB API key.

Rag Embedding Generator

labrat011/rag-embedding-generator

Generate vector embeddings from text or chunked datasets using OpenAI or Cohere. Chains with RAG Content Chunker for end-to-end RAG pipelines. Outputs raw vectors ready for any vector database.

Documents → embeddings → vector DB. Chunking, embedding generation, and ingestion for Pinecone, Weaviate, or Chroma.

Builds a FAISS vector database from products in an Apify dataset using an ONNX embedding model. The resulting index is saved to a Key-Value Store for fast similarity search. After uploading your dataset to the vector database, use our E-commerce Product Matching Tool to find matching products.

RAG Pipeline

labrat011/rag-pipeline

One-click RAG pipeline: chunks text, generates embeddings, and stores vectors in Pinecone or Qdrant. Provide your content and API keys -- the orchestrator handles the rest.

UUID Generator

apizy/uuid-generator

Generate UUID v1, v3, v4, v5 instantly. Perfect for test data, unique IDs, database seeding, and development workflows. Choose random v4 (most common), time-based v1, or deterministic v3/v5. Customize hyphen format. Export results via Dataset or API. Fast, no-code tool with scheduling and monitoring

Rag Content Chunker

labrat011/rag-content-chunker

Turn raw text, Markdown, or Apify datasets into token-perfect RAG chunks with deterministic IDs, source metadata, and a billing-ready summary—ready for embeddings or vector DBs without extra glue code.

Docs to Markdown + AI Embeddings → Vector DB Crawler

badruddeen/docs-to-markdown-ai-embeddings---vector-db-crawler

Turn any documentation site into clean Markdown, intelligently chunked content with embeddings (Azure/OpenAI), and directly upsert into MongoDB Atlas, Pinecone, Weaviate, Qdrant, or Milvus — ready for RAG, AI assistants, and semantic search in minutes.

Text Scraper (Free)

karamelo/text-scraper-free

Website Text Extractor. Extract Text from Webpages and Feed Your LLMs

Generate thousands of unique identifiers instantly via MCP. Supports UUID v1 (timestamp), v4 (random), and v5 (namespace-based). JSON, CSV, and text formats. Built for APIs and automation.