Skip to main content
Glama
67,704 servers. Last updated

Matching MCP tools:

Matching MCP Connectors:

"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that exposes a professional profile — certifications, industry articles, open source contributions, and live GitHub activity — as a queryable API for AI agents.
    Last updated
    7
    11
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend.
    Last updated
    5
    6
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Self-hosted knowledge backend for AI agents. Provides 11 MCP tools for hybrid vector + keyword search, container-isolated knowledge bases, and 4 storage connectors (S3, Azure Blob, MinIO, filesystem). Built with .NET, runs via Docker.
    Last updated
    11
    15
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search, read, and traverse Markdown note vaults (Obsidian-compatible) with full-text search, backlinks, knowledge graphs, and a persistent memory system for cross-session context.
    Last updated
    16
    13
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory with semantic search for MCP-based AI agents, enabling them to store and recall information across sessions using vector embeddings.
    Last updated
    4
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that transforms markdown notes into an AI-powered knowledge graph. It enables LLM clients to explore, analyze, and diagnose knowledge graphs through tools for node explanation, path finding, causal chain analysis, and wiki health reporting.
    Last updated
    5
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables searching and browsing of Claude conversation history with hybrid search combining full-text, Spotlight, and optional vector embeddings.
    Last updated
    10
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides persistent knowledge graph memory for AI agents with local semantic search using Neo4j and ONNX embeddings, enabling offline operation with zero API costs.
    Last updated
    17
    28
    MIT
  • F
    license
    B
    quality
    -
    maintenance
    A server that converts Figma designs into pseudo-code structures optimized for LLMs to understand design context, allowing easy extraction of visual elements and code-like representations from Figma files.
    Last updated
    2
    3
    5
  • F
    license
    B
    quality
    D
    maintenance
    Persistent, searchable project memory for Claude Code. Each project has its own local DuckDB with vector embeddings, auto-loading context at session start.
    Last updated
    24
    30
  • A
    license
    A
    quality
    A
    maintenance
    Turns team chat (Slack, Discord, MS Teams, Mattermost) into a living knowledge base - a typed knowledge graph plus auto-generated wiki - exposed to AI agents through a 28-tool MCP server with semantic search, expert finding, and decision tracing.
    Last updated
    28
    435
    Apache 2.0