"UML" matching MCP servers:

• Tacit MCP

  ucl-sbde

  A

  license

  A

  quality

  D

  maintenance

  Connects AI assistants to Tacit building digital twins to query buildings, equipment, sensors, and zones using natural language. It provides tools for exploring Brick-compliant knowledge graphs, fetching historical sensor data, and accessing site documents.

  Last updated 2026-04-22

  4

  MIT

• mcp-lance-db

  kyryl-opens-ml

  F

  license

  B

  quality

  C

  maintenance

  Enables storing and retrieving semantic memories using LanceDB vector database, with tools to add memories and search by similarity.

  Last updated 2025-02-26

  2

  9

• umo-memory

  UmoLab

  A

  license

  -

  quality

  B

  maintenance

  Persistent memory for AI coding agents that stores and recalls preferences, decisions, and conventions via semantic similarity, with zero cloud dependencies and plug-and-play MCP integration for Claude Code.

  Last updated 2026-06-19

  Apache 2.0
• 

  SOLVRO MCP - Knowledge Graphofficial

  Solvro

  F

  license

  -

  quality

  F

  maintenance

  Enables querying a Neo4j knowledge graph about Wroclaw University of Science and Technology using natural language. Converts user questions into Cypher queries and retrieves contextual information through an intelligent RAG pipeline with LLM-powered query routing.

  Last updated 2026-05-14

  5

• ML Jupyter MCP

  mayank-ketkar-sf

  F

  license

  -

  quality

  D

  maintenance

  Execute Python code with persistent state across Claude conversations using a background Jupyter kernel. Supports creating notebooks, managing virtual environments, and maintaining variables/imports between code executions.

  Last updated 2025-08-24

  4