"An overview of MATLAB software and its features" matching MCP servers:

• its-just-ui MCP Server

  its-just-ui

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  security

  A

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  quality

  Enables AI-powered generation, customization, and documentation of its-just-ui React components. Provides tools for component generation, theme management, form creation, responsive layouts, and accessibility guidance.

  Last updated 2025-08-12

  9

  6

  4

  MIT

• MATLAB MCP Server

  WilliamCloudQi

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  security

  A

  license

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  quality

  Integrates MATLAB with AI to execute code, generate scripts from natural language, and access MATLAB documentation seamlessly.

  Last updated 2025-05-23

  2

  55

  Apache 2.0

• MATLAB MCP Server

  Tsuchijo

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  security

  F

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  Allows interaction with MATLAB by creating and executing scripts and functions through Claude or other MCP clients, supporting script management and execution result retrieval with environment configuration capabilities.

  Last updated 2025-02-24

  38

• MATLAB MCP Tool

  neuromechanist

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  A

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  Enables interactive MATLAB development by allowing users to execute scripts and specific code sections, manage workspace variables, and capture generated plots. It integrates with the MATLAB Python Engine to provide persistent execution context for MCP-compatible clients.

  Last updated 2026-03-02

  16

  BSD 3-Clause

• Advanced MCP Features

  epicweb-dev

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  security

  F

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  A workshop repository teaching advanced Model Context Protocol features for building AI-connected apps with deeper integration capabilities.

  Last updated 2026-04-13

  48

• Software Planning Tool

  NightTrek

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  A

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  Facilitates interactive software development planning by managing tasks, tracking progress, and creating detailed implementation plans through the Model Context Protocol.

  Last updated 2025-03-14

  6

  33

  395

  MIT

• Software Planning Tool

  PhilippMT

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  security

  A

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  quality

  Facilitates software development planning through interactive sessions that break down projects into manageable tasks with complexity scoring, code examples, and implementation plan management.

  Last updated 2025-03-14

  6

  33

  MIT

• MCP Software Engineer

  Rajawatrajat

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  F

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  Enables Claude to function as a full-stack software engineer with comprehensive development capabilities including project creation, database management, frontend/backend development, testing, deployment, and DevOps operations across multiple frameworks and technologies.

  Last updated 2025-06-21

• matlab-mcp-server-python

  HanSur94

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  security

  A

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  quality

  MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard

  Last updated 2026-04-03

  20

  1

  MIT

• Software Planning MCP Server

  wang-guanye

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  F

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  Provides software development planning tools to help users create implementation plans and manage todo items.

  Last updated 2025-03-14

  3

• MATLAB MCP Server

  jigarbhoye04

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  Allows execution of MATLAB code from Python using the MATLAB Engine API, enabling a shared MATLAB session across multiple requests for seamless integration with Claude Desktop.

  Last updated 2025-07-12

  19

  MIT

• proof-of-commitment

  piiiico

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  security

  F

  license

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  quality

  Supply chain risk scoring for npm, PyPI, and GitHub repos

  Last updated 2026-04-16

  1

  MIT

• MCP of MCPs

  eliavamar

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  A meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.

  Last updated 2026-03-18

  16

  9

  Apache 2.0

• mcp-chain-of-thought

  liorfranko

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  security

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  quality

  mcp-chain-of-thought

  Last updated 2025-05-07

  15

  44

  21

  MIT

• Chain of Draft Thinking

  bsmi021

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  security

  A

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  quality

  Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code r

  Last updated 2025-03-26

  1

  29

  24

  MIT
• 

  Offorte Proposal Softwareofficial

  offorte

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  security

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  Offorte Proposal Software

  Last updated 2026-03-19

  15

  62

  4

  MIT

• Symphony of One MCP

  ai-wes

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  security

  F

  license

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  quality

  A multi-agent orchestration system that enables multiple Claude instances to collaborate through a centralized hub with a shared workspace and real-time communication. It features integrated task management, role assignment, and persistent memory to facilitate complex, synchronized agent workflows.

  Last updated 2025-07-01

  12

  3

  4

• Chain of Thought MCP Server

  beverm2391

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  security

  F

  license

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  quality

  An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Qwen's qwq model, enabling LLMs to think step-by-step before responding.

  Last updated 2025-03-23

  1

  12

• Chain of Draft (CoD) MCP

  stat-guy

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  security

  F

  license

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  quality

  Implements the Chain of Draft reasoning approach to generate minimalistic intermediate reasoning outputs while solving tasks, significantly reducing token usage while maintaining accuracy.

  Last updated 2025-03-04

  7

  13

• mc-server-clash-of-clans

  Saunved

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  security

  F

  license

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  quality

  MCP server for the Clash of Clans API. Can get player, clan information, analyze ongoing wars, as well as war logs (provided they are public).

  Last updated 2025-04-25

  5

  1

• Chain of Draft Prompt Tool

  brendancopley

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  security

  F

  license

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  quality

  Transforms prompts into Chain of Draft (CoD) or Chain of Thought (CoT) format to enhance LLM reasoning quality while reducing token usage by up to 92.4%, supporting multiple LLM providers including Claude, GPT, Ollama, and local models.

  Last updated 2025-09-08

  10

  18

• Usage And Billing MCP Server

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

  Last updated 2025-12-07

  18

  MIT

• Account and Transaction MCP

  ag2-mcp-servers

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  security

  F

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  An MCP Server that provides a conversational interface to the UK Open Banking account information API, allowing agents to interact with bank account data through natural language commands.

  Last updated 2025-07-16

• mcp-animal-of-the-day

  punkpeye

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  security

  A

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  Explore a new amazing animal every single day!

  Last updated 2025-11-08

  1

  21

  MIT

• Adaptive Graph of Thoughts MCP

  SaptaDey

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  security

  A

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  quality

  A scientific reasoning framework that leverages graph structures and the Model Context Protocol (MCP) to process complex scientific queries through an Advanced Scientific Reasoning Graph-of-Thoughts (ASR-GoT) approach.

  Last updated 2026-03-24

  30

  MIT

• Divide and Conquer MCP Server

  landicefu

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  security

  A

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  Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.

  Last updated 2025-06-26

  15

  28

  7

  MIT

• Software Management MCP Server

  Bs4876

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  security

  F

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  Enables AI agents to automate local software management workflows including installation, uninstallation, updates, and environment recommendations. It provides a standardized, non-interactive interface for managing system applications and tracking software versions safely.

  Last updated 2026-02-26

• GCP Billing and Monitoring MCP

  RadiumGu

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  license

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  quality

  Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.

  Last updated 2025-12-15

  40

  1

  Apache 2.0

• Google Calendar and Meet MCP

  INSIDE-HAIR

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  security

  F

  license

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  quality

  Enables comprehensive Google Meet and Calendar management through Google Calendar API v3 and Google Meet API v2, supporting calendar event creation with Meet links, space management, transcription, recording, attendance tracking, and meeting moderation controls.

  Last updated 2025-08-29

  24

  2

• Tripura Board of Secondary

  ag2-mcp-servers

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  security

  F

  license

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  An MCP server for interacting with the Tripura State Board of Secondary Education API, auto-generated using AG2's MCP builder to enable conversational access to education data.

  Last updated 2025-07-15

• gdb and rr Debugging

  schuay

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  security

  A

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  quality

  MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.

  Last updated 2026-03-15

  34

  1

  MIT

• Reuters Business and Financial

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.

  Last updated 2025-12-07

  20

  MIT

• Proof of Invention

  elmariachi111

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  security

  A

  license

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  quality

  Proof of Invention

  Last updated 2025-05-26

  4

  MIT
• 

  Levels of Selfofficial

  levelsofself

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  security

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  license

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  quality

  Provides access to thousands of interactive self-awareness scenarios, behavioral archetypes, and breakthrough exercises from the Levels of Self development game. It enables AI assistants to guide users through pattern recognition and developmental coaching across seven levels of self-awareness.

  Last updated 2026-04-12

  7

  MIT

• Atom-of-thoughts

  kbsooo

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  security

  A

  license

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  quality

  AoT MCP server enables AI models to solve complex reasoning problems by decomposing them into independent, reusable atomic units of thought, featuring a powerful decomposition-contraction mechanism that allows for deep exploration of problem spaces while maintaining high confidence in conclusions.

  Last updated 2025-05-14

  3

  56

  MIT

• Logseq MCP Server

  software-park

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  security

  F

  license

  -

  quality

  A NestJS-based server that enables AI agents to interact with Logseq graphs through its HTTP API for managing notes, journals, and blocks. It features specialized tools for project development tracking, including progress logs, technical decisions, and workflow prompts.

  Last updated 2026-01-20

  21

• Australian Bureau of

  seansoreilly

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  security

  F

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  quality

  Provides access to the Australian Bureau of Statistics (ABS) Data API. This server allows AI assistants to query and analyze ABS statistical data.

  Last updated 2024-12-26

  2

  1

  8
• 

  Bitrefill Search and Shopofficial

  bitrefill

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  license

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  quality

  This MCP wraps Bitrefill public API to allow agents to search for products and shop using cryptocurrencies like Bitcoin, Ethereum, Solana, and many more.

  Last updated 2025-12-12

  4

  55

  7

  MIT

• OpenAI and Claude MCP

  Spysailor

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  security

  F

  license

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  quality

  A simple server that acts as a Master Control Program (MCP) for unified interaction with OpenAI and Anthropic (Claude) AI models through a single API endpoint.

  Last updated 2025-04-13

  8

• Banking and Fintech MCP Server

  anhtuanluu

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  security

  F

  license

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  quality

  A FastMCP-based server designed for the banking and fintech domains, providing tools for database queries, Git operations, and deployment management. It features a modular architecture with reusable prompt templates and integrated security practices for sensitive data handling.

  Last updated 2026-03-28

• League of Legends Stats MCP

  ag2-mcp-servers

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  security

  F

  license

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  quality

  An MCP Server that provides access to League of Legends statistics via the SportData.io API, allowing agents to query and analyze LoL competitive gaming data.

  Last updated 2025-07-16

• Dart MCP Server

  its-dart

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  security

  A

  license

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  quality

  An official AI Model Context Protocol server that enables AI assistants to interact with Dart project management by creating/managing tasks and documents through prompts and tools.

  Last updated 2026-01-28

  16

  90

  127

  MIT

• Bilibili Mcp Server

  365903728-oss

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  security

  F

  license

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  quality

  ✨ 为你的 AI 助手装上 B 站的眼睛：一键提取视频字幕与热门评论，助力高效信息总结 🚀 ✨ Equip your AI assistant with "Bilibili Eyes": One-click extraction of video subtitles and popular comments for efficient information summarization 🚀

  Last updated 2026-03-11

  78

  2

• YNAB MCP Server

  chrisguidry

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  security

  F

  license

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  quality

  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

• Two Truths and a Twist

  ErgodicLabs

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  security

  A

  license

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  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• Music and Madness Sync Bridge

  CaptainCurso

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  security

  F

  license

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  quality

  Enables synchronization and management of FoundryVTT journal entries within a Notion Story Bible, including media export and conflict resolution tools. It provides a Model Context Protocol interface for LLMs to preview, apply, and monitor data mirroring between tabletop RPG platforms and digital databases.

  Last updated 2026-02-21

• Document Reading and Converter

  mffrydman

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  security

  F

  license

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  quality

  Enables document conversion between PDF, DOCX, and Markdown formats to facilitate reading and editing complex files in AI tools like Claude Desktop or Cursor. It utilizes marker-pdf and pandoc to provide structured text versions of documents, helping to manage context and support unsupported file types.

  Last updated 2025-06-25

  1

• OmniFocus MCP Server

  mojenmojen

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  security

  F

  license

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  quality

  Enables AI-powered task management in OmniFocus with support for project reviews, planned dates, repeating tasks, custom perspectives, hierarchical subtasks, and advanced filtering. Perfect for Claude AI integration with comprehensive CRUD operations for tasks, projects, and folders.

  Last updated 2026-03-24

  2

• League of Legends Mock Match

  onepersonunicorn

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  security

  A

  license

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  quality

  AI-powered League of Legends tool that simulates mock matches and compares summoners based on historical performance data.

  Last updated 2025-07-18

  5

  MIT

• World of Warships Ship Data

  amxkifir

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  license

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  quality

  Enables users to search, compare, and retrieve detailed information about World of Warships ships using the official Wargaming.net API. Supports filtering by nation, type, and tier with multi-language support and intelligent caching.

  Last updated 2025-09-20