"An explanation or resources about vectors (mathematics, physics, programming, or graphics)" matching MCP servers:

• Google OR-Tools server

  Jacck

  A

  license

  -

  quality

  C

  maintenance

  MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

  Last updated 2024-12-26

  18

  MIT

• Physics MCP Server

  IBM

  A

  license

  A

  quality

  B

  maintenance

  Provides 55 specialized tools for precise physics calculations and rigid-body simulations, covering mechanics, fluid dynamics, and rotational motion. It enables LLMs to perform realistic motion analysis and trajectory modeling with support for real-world factors like drag, wind, and altitude.

  Last updated 2026-02-16

  62

  1

  Apache 2.0

• Yes or No MCP

  a-polishchuk

  F

  license

  D

  quality

  C

  maintenance

  A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

  Last updated 2025-06-04

  1

  0

• Robot Resources Scraper

  robot-resources

  A

  license

  B

  quality

  F

  maintenance

  Web scraper and token compressor that converts HTML to clean markdown with 70-80% fewer tokens. Single-page compression and multi-page BFS crawling with auto-fallback fetch modes.

  Last updated 2026-04-28

  2

  63

  1

  MIT
• 

  Robot Resources Routerofficial

  robot-resources

  A

  license

  -

  quality

  F

  maintenance

  LLM routing proxy that cuts API costs 60-90% by auto-selecting the cheapest capable model across OpenAI, Anthropic, and Google. Provides stats, config, and model comparison tools via MCP.

  Last updated 2026-04-28

  70

  1

  MIT

• AWS Resources MCP Server

  baryhuang

  A

  license

  B

  quality

  D

  maintenance

  A Model Context Protocol server that enables Claude to execute Python code using boto3 to query and manage AWS resources directly from conversations.

  Last updated 2025-08-13

  1

  24

  MIT

• Physics MCP Server

  BlinkZer0

  A

  license

  -

  quality

  C

  maintenance

  Enables physicists to perform computer algebra calculations, create scientific plots, solve differential equations, work with tensor algebra and quantum mechanics, and parse natural language physics problems. Supports unit conversion, physical constants, and generates comprehensive reports with optional GPU acceleration.

  Last updated 2025-09-28

  8

  MIT

• Math-Physics-ML MCP System

  andylbrummer

  A

  license

  -

  quality

  B

  maintenance

  Provides GPU-accelerated scientific computing capabilities including symbolic mathematics, quantum wave mechanics simulations, molecular dynamics, and neural network training through four specialized MCP servers.

  Last updated 2026-05-01

  2

  MIT

• MCP Image Server

  IA-Programming

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server that enables fetching and processing images from URLs, local file paths, and numpy arrays, returning them as base64-encoded strings with proper MIME types.

  Last updated 2025-07-13

  1

  20

  MIT

• Qonto MCP Server

  j-about

  A

  license

  -

  quality

  D

  maintenance

  Enables interaction with Qonto's Business API for banking operations. Supports all API key-accessible endpoints for managing business banking transactions and account information.

  Last updated 2025-06-17

  3

  MIT

• YouTube MCP Server

  IA-Programming

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that enables searching YouTube videos, retrieving and storing transcripts, and performing semantic search over video content without using the official YouTube API.

  Last updated 2025-03-26

  16

  MIT

• Document Intelligence MCP

  dshivasane

  F

  license

  -

  quality

  C

  maintenance

  Enables Claude to read and analyze PDF documents with automatic OCR processing for scanned files. Features intelligent text extraction, caching for performance, and secure file access with search capabilities.

  Last updated 2025-09-03

• mcp-github

  vlameiras

  F

  license

  -

  quality

  C

  maintenance

  Gitbub mcp

  Last updated 2026-02-10

  49

• YNAB MCP Server

  chrisguidry

  F

  license

  -

  quality

  C

  maintenance

  An MCP server that provides Large Language Models with access to YNAB (You Need A Budget) budgets, allowing them to fetch budget data including accounts, categories, and category groups.

  Last updated 2026-02-18

  5

• Share A Bot MCP A2A

  codeislaw101

  A

  license

  A

  quality

  B

  maintenance

  Discover and connect your agents with other agents via A2A protocol. Share resources for free or fee.

  Last updated 2026-04-15

  6

  MIT

• chuk-mcp-stage

  chrishayuk

  A

  license

  A

  quality

  B

  maintenance

  Orchestrates 3D scene creation, camera paths, and physics-driven animations, bridging physics simulations with video rendering by defining scene graphs, binding objects to physics bodies, and exporting to React Three Fiber or Remotion.

  Last updated 2025-12-02

  9

  1

  MIT

• Plotnine MCP Server

  Fervoyush

  A

  license

  A

  quality

  C

  maintenance

  Enables creation of publication-quality statistical graphics using plotnine's grammar of graphics through natural language, supporting 20+ geometry types, multi-layer plots, and flexible theming for data visualization.

  Last updated 2025-11-26

  11

  5

  MIT

• yt-mcp

  PakmanGames

  F

  license

  A

  quality

  -

  maintenance

  Analyzes YouTube videos using Google's Gemini API, allowing users to get summaries or ask questions about video content via direct URL input.

  Last updated 2026-04-24

  5

  20

• Slander MCP

  Ebop14

  F

  license

  A

  quality

  C

  maintenance

  An MCP server that retrieves and ranks humorous roasts, jokes, and memes about real or fictional characters from Twitter/X. It leverages LLMs for intelligent query generation and uses social engagement metrics to identify and rank high-quality content.

  Last updated 2026-01-22

  3

• XMLTV MCP Server

  icyrainz

  F

  license

  A

  quality

  C

  maintenance

  Enables querying TV programming data from Tunarr XMLTV feeds, including viewing channel listings, current and upcoming schedules, and searching for programmes by title or description.

  Last updated 2025-12-22

  5