"Qdrant MCP Server" matching MCP servers:

• MATLAB MCP Server

  iflow-mcp

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server that enables seamless integration between MATLAB and MCP-compatible applications like Claude Code. Execute MATLAB code, manage workspace variables, create plots, handle data I/O, and more - all through a token-efficient MCP interface.

  Last updated 2026-02-09

  MIT

• MCP Map Server

  boettiger-lab

  F

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that provides a dynamic map interface with tools to add raster/vector layers, control map view, and modify paint properties.

  Last updated 2026-01-08

• AI Diagram Maker MCP Server

  erajasekar

  A

  license

  A

  quality

  D

  maintenance

  MCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.

  Last updated 2026-05-04

  5

  121

  6

  MIT

• Pandas-MCP Server

  marlonluo2018

  A

  license

  A

  quality

  F

  maintenance

  Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through the Model Context Protocol.

  Last updated 2025-12-24

  4

  44

  MIT

• mcp-plotting-server

  ericmjl

  A

  license

  A

  quality

  B

  maintenance

  A FastMCP server that turns JSON data into Plotly figures, deployable as an isolated service on Modal. Data goes in as JSON; a validated Plotly figure (JSON) or a rendered PNG comes back over the Model Context Protocol.

  Last updated 2026-06-27

  4

  1

  MIT

• mcp-interactive-ui-server

  AiAgentKarl

  A

  license

  A

  quality

  D

  maintenance

  Enables AI agents to render interactive user interfaces such as forms, dashboards, charts, tables, and wizards directly in MCP-compatible clients. Supports structured data collection and richer interactions beyond text responses.

  Last updated 2026-03-21

  6

  MIT

• Predictive Maintenance MCP

  LGDiMaggio

  A

  license

  A

  quality

  B

  maintenance

  Enables AI assistants to analyze vibration data, detect machinery faults, and generate professional diagnostic reports through natural conversation.

  Last updated 2026-07-13

  33

  52

  MIT

• math-mcp-learning-server

  clouatre-labs

  A

  license

  A

  quality

  C

  maintenance

  Educational MCP server with 17 tools for mathematical calculations, matrix operations, statistical analysis, and data visualization. Includes persistent workspace, cloud hosting, and safety features like restricted eval.

  Last updated 2026-07-17

  17

  5

  Apache 2.0

• ASCII Table MCP Server

  dhammawatthumpra-coder

  A

  license

  A

  quality

  B

  maintenance

  MCP server for generating properly aligned ASCII, Unicode box-drawing, and Markdown tables, with correct width measurement for Thai, Pali, and CJK characters using wcwidth.

  Last updated 2026-06-10

  7

  MIT

• Zuar Portal Blocks MCP Server

  patrickdeanfox

  A

  license

  A

  quality

  A

  maintenance

  Enables Claude to build and manage Zuar Portal HTML blocks through the Portal REST API, including discovering datasources, previewing data, and performing CRUD operations on blocks.

  Last updated 2026-07-17

  40

  2

  MIT

• Viz MCP Server

  ceeyang-ai

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to create data visualizations like bar charts, line charts, pie charts, scatter plots, and histograms, returning inline SVG or PNG files.

  Last updated 2026-06-18

  5

  MIT

• Salesforce MCP Server

  boejucci

  A

  license

  A

  quality

  D

  maintenance

  Enables natural language interactions with Salesforce data, metadata, and reports, including report creation, discovery, and schema inspection.

  Last updated 2026-02-15

  21

  10

  1

  MIT

• Qlik MCP Server

  arthurfantaci

  A

  license

  A

  quality

  D

  maintenance

  A comprehensive MCP server that provides complete access to Qlik Sense applications and their detailed information for AI assistants and other MCP clients.

  Last updated 2025-09-28

  9

  11

  MIT

• Visuals MCP Server

  harrybin

  F

  license

  A

  quality

  F

  maintenance

  An MCP server that provides interactive visualizations including tables, charts, image previews, master-detail views, tree views, and customizable lists for AI agents.

  Last updated 2026-04-07

  7

  5

• Jupyter MCP Server

  ChengJiale150

  A

  license

  A

  quality

  D

  maintenance

  AI-powered MCP server for connecting and managing Jupyter Notebooks. Enables interactive code execution, multi-notebook management, and multimodal output for data analysis, visualization, and machine learning.

  Last updated 2025-11-01

  12

  8

  MIT

• highchart-mcp-server

  hasnaintypes

  F

  license

  A

  quality

  D

  maintenance

  Enables AI assistants and clients to generate Highcharts-based charts with schema validation, export to PNG/SVG/PDF, and natural language to chart conversion.

  Last updated 2026-03-03

  2

  1

• mcp-server-chart-offline

  liukeyu800

  A

  license

  A

  quality

  D

  maintenance

  A fully offline MCP server for generating 15 types of SVG charts, including line, bar, pie, and more, without any network dependency.

  Last updated 2025-06-03

  15

  37,347

  8

  MIT
• 

  @inscada/mcp-serverofficial

  inscada-app

  A

  license

  A

  quality

  D

  maintenance

  Enables AI assistants to interact with inSCADA systems via the Model Context Protocol, providing 39 tools for live data, alarms, scripts, historical analysis, charts, and more.

  Last updated 2026-04-06

  39

  50

  MIT

• Google Search Console MCP

  seotesting-com

  F

  license

  A

  quality

  D

  maintenance

  Integrates with Google Search Console to enable querying search analytics, comparing performance periods, generating visual reports, and identifying SEO optimization opportunities through natural language.

  Last updated 2025-03-18

  5

  9

• ds-mcp-server

  ahmad-zurih

  A

  license

  B

  quality

  A

  maintenance

  Provides data science, plotting, statistics, system, and web tools via MCP, with interactive CLI clients for OpenAI-compatible and Anthropic providers.

  Last updated 2026-07-10

  26

  MIT