Skip to content
Search

Morphik

lastmod 2025-05-29created 2025-05-292 edits

An open-source AI-native knowledge base

WARNING

Some report that it needs more GPU resources than expected and is also quite slow

About

  • An open-source tool for unified search and management of multimodal data such as images, PDFs, and videos
    • Optimized for processing technical and visual documents better than conventional RAG approaches
  • Uses ColPali embeddings to process entire pages like images, providing semantic search that understands layout, typography, and visual context
  • Can build domain-specific knowledge graphs that link entities across multiple documents, using custom or pre-trained system prompts
  • Searches various documents such as PDFs, images, and videos through a single API, and also supports MCP
  • Metadata extraction is fast and scalable, and also supports bounding boxes, classification, and more
  • Workflow integration with Google Suite, Slack, Confluence, and more
  • Also includes KV-cache-based generation (Cache-Augmented-Generation), which speeds up document-based generation
  • Core features are open source under the MIT license, so you can start for free; some advanced features are paid and provided under the ee namespace

Key concepts and features

  • Multimodal search (ColPali)
    • Processes each PDF page as an image, generating per-page multi-vector representations rather than per-text-token ones
    • Understands and searches images, PDFs, videos, and visual structures (tables, diagrams, formatting, etc.)
    • Supports unified multimodal queries through a single endpoint
  • Knowledge graphs (Knowledge Graphs)
    • Create domain-specific knowledge graphs with a single line of code
    • Use preconfigured prompts or define your own
  • Fast, scalable metadata extraction (Rules Processing)
    • Automatically extracts bounding boxes, labels, classification info, and more from documents
    • Processes large documents quickly and reliably
  • Various integrations (Integrations)
    • Supports direct integration with Google Workspace, Slack, Confluence, and more
  • Cache-based generation (Cache-Augmented-Generation)
    • Generates a KV cache per document to speed up generation
    • Useful in environments with many repeated queries

See also

Favorite site

author Zer0 sitemap