Vector Loader — Document Embedding & Vector DB Ingestion

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.

Vector Db Migrator

fiery_dream/vector-db-migrator

Migrate embeddings between Pinecone, Weaviate, Chroma, and Qdrant with metadata preservation and validation. No free migration tools exist in the market.

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.

Crawl any website and get clean, AI-ready content in markdown format. Perfect for RAG pipelines, LLM training data, and vector database ingestion. Features smart chunking, metadata extraction, and multiple output formats.

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.

Self Learning Postgres DB

ruv/self-learning-postgres-db

Self-learning vector database with GNN-powered index optimization. Features: vector search, RAG queries, embeddings, clustering, deduplication, batch ops, and data import/export. Scales with Raft consensus.

Docs-to-RAG Crawler

automation-lab/docs-rag-crawler

Crawl documentation sites (ReadTheDocs, GitBook, Docusaurus, Mintlify) and output chunked markdown ready for RAG/vector DB ingestion. Splits by heading hierarchy, strips nav/sidebar chrome.

Crawl any website, extract clean text, split into chunks with quality scoring, and export to JSON, Pinecone, or Qdrant. Built for RAG pipelines and AI training data. Includes language detection, content type classification, and token counting.

LLM Data Pipeline Pro

sanztheo/llm-data-pipeline-pro

Transform websites into LLM training data. Scrape, validate, deduplicate, chunk for RAG, and export to OpenAI/Anthropic/Mistral formats. Built-in PII detection and GDPR compliance. Vector DB export to Pinecone & Qdrant.