Rag Embedding 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 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 Rag

gabrielaxy/docs-to-rag

Transform documentation websites into RAG-ready chunks with semantic understanding, quality scoring, and direct vector database integration.

Web Scraper RAG Ready

traorealexy/Web-Sraper-RAG-Ready

Turn any website into clean, token-efficient Markdown ready for RAG and LLM pipelines. Removes boilerplate, handles JavaScript rendering, and outputs structured JSON for LangChain, LlamaIndex, and vector databases.

Docs Markdown Rag Ready Crawler

devwithbobby/docs-markdown-rag-ready-crawler

Turn any documentation site or website into clean, structured markdown—ready for RAG, embeddings, and AI agents.

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.

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.

Universal RAG Web Scraper

express_kingfisher/rag-web-scraper

Turn any website into clean, LLM-ready Markdown. Automatically strips ads, navigation, and noise using Mozilla Readability. Perfect for feeding data to ChatGPT, Claude, or Vector Databases (RAG).

RAG Knowledge Loader

botflowtech/rag-knowledge-loader

Scrapes documentation sites (GitBook, ReadTheDocs, Notion public pages) and converts them into vector-ready JSON format for RAG applications.

Web-to-Markdown Generator for AI & RAG Pipelines

profitstack/web-to-markdown-generator-for-ai-rag-pipelines

Convert any website into clean, heading-based chunking, LLM-ready Markdown for RAG and AI agents.