MemVid

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This portable, single-file AI memory system stores, chunks, indexes, and retrieves knowledge from PDFs, documents, notes, conversations, code, and media, providing agents with instant retrieval and long-term memory even when offline. Its core features include sub-five-millisecond hybrid search that blends BM25 lexical matching with semantic vector embeddings, crash-safe embedded write-ahead logging for deterministic results, automatic content ingestion and indexing, a built-in timeline index for time-based queries, multi-language SDKs (Python, Node.js, Rust) plus a CLI and MCP server, offline-first operation, and true portability via a shareable .mv2 file that requires no databases or servers; these capabilities address the challenges of complex retrieval-augmented generation pipelines, cloud dependence, vendor lock-in, and fragmented knowledge bases, and are ideal for developers building chatbots, AI agents, knowledge bases, document processors, and multi-agent systems who need persistent context and scalable memory.

MemVid sa dá nájsť v AI-powered Document Processing kategórie.

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Detaily

Hlavné vlastnosti MemVid

• 8K+ Stars
  MemVid received over 8,000 stars on GitHub in just three weeks, showing its popularity.
• Fast Search
  Find information quickly using natural language without complex queries.
• Cloud Storage
  Store and manage your memory files in the cloud for easy access from anywhere.
• Version Control
  Manage your memory files with features like branching and merging, similar to Git.
• Drop-in CLI & SDK
  Get started quickly with an easy command-line interface to create and chat with video memory.
• Team Collaboration
  Share memory files with your team and control who can access them.
• Multi-modal Support
  Store and access different types of data, including text, images, and model weights.
• Video-Based Storage
  Store text as video frames in MP4 files, making it 10 times more efficient than regular databases.
• PDF Document Support
  Index and search through PDF documents quickly using video memory.
• Self-Adapting Memory
  Easily rewind or fast-forward your memory to keep it updated without re-encoding.
• Long-term MemoryLayer
  Store millions of pieces of information as video frames that can be easily accessed.
• Interactive Chat Interface
  Chat with your stored knowledge using a built-in Q&A feature that supports different AI models.

Odznaky

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