"Providing Mathematical and Scientific Calculation Functions for a Single-Modal LLM" matching MCP servers:

• Modal MCP Server

  IsaiahDupree

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  Exposes Modal cloud functions as MCP tools for video rendering, voice synthesis, and app management. Enables LLM agents to execute Remotion renders, F5-TTS voice cloning, and monitor Modal applications via Supabase-backed infrastructure.

  Last updated 2026-04-04

  6

• Mathematical-Visualization

  xiaobenyang-com

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  The MCP protocol server based on JSXGraph provides 13 mathematical visualization tools suitable for educational mathematics, engineering, and scientific applications.

  Last updated 2026-01-09

  2

  Apache 2.0

• Modal MCP Server

  smehmood

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  An MCP server that enables AI agents to interact with Modal, allowing them to deploy apps and run functions in a serverless cloud environment.

  Last updated 2025-03-25

  7

  3

  MIT

• MCP Server Modal

  Flux159

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  An MCP server that allows users to deploy Python scripts to Modal directly from Claude, providing a link to the deployed application that can be shared with others.

  Last updated 2024-12-11

  1

  4

• Modal MCP Toolbox

  philipp-eisen

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  Facilitates running Python code in a sandbox and generating images using the FLUX model via an MCP server compatible with clients like Goose and the Claude Desktop App.

  Last updated 2025-02-28

  2

  25

  MIT

• Scientific Paper Harvester MCP

  benedict2310

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  Provides real-time access to over 200 million scientific papers and full-text extraction from major academic sources including arXiv, OpenAlex, and PubMed Central. It enables users to search, fetch metadata, and analyze citations across multiple research disciplines through a unified Model Context Protocol interface.

  Last updated 2025-08-14

  216

  47

• MCP-summarization-functions

  Braffolk

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  Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.

  Last updated 2025-06-15

  15

  37

  MIT

• LLM Jukebox

  jabberjabberjabber

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  Enables LLMs to search YouTube for music, download videos as MP3 files, and play audio with playback controls.

  Last updated 2025-09-10

  6

• llm-context

  cyberchitta

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  Share code context with LLMs via MCP or clipboard

  Last updated 2026-03-18

  4

  297

  Apache 2.0

• mcp-llm

  sammcj

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  An MCP server that provides LLMs access to other LLMs

  Last updated 2025-03-15

  4

  44

  77

  MIT

• Scientific Paper Reading

  Lxy-hqu

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  Enables local analysis of scientific papers including PDF parsing, mathematical formula extraction with AST generation, PyTorch code generation from methodology, and automated Markdown report generation with visualizations.

  Last updated 2025-12-09

  12

• Scientific Computation MCP

  Aman-Amith-Shastry

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  Enables mathematical and scientific computations including linear algebra operations (matrices, eigenvalues, decompositions), vector calculus (gradients, curl, divergence), and visualization of vector fields and functions.

  Last updated 2025-09-02

  2

  MIT

• WolframAlpha LLM MCP Server

  Garoth

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  Enables querying WolframAlpha's LLM API for natural language questions, providing structured and simplified answers optimized for LLM consumption.

  Last updated 2025-02-25

  3

  52

• LLM MCP Bridge

  ramgeart

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  Provides a universal bridge to interact with any OpenAI-compatible LLM API (local or cloud), enabling model testing, benchmarking, quality evaluation, and chat operations with performance metrics.

  Last updated 2025-12-06

  8

• LLM Wiki Kit

  iamsashank09

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  Enables creation of persistent, compounding knowledge bases using Karpathy's LLM Wiki pattern with LLM-maintained markdown wikis. Supports automated ingestion, cross-referencing, synthesis, and linting of sources as an alternative to traditional RAG systems.

  Last updated 2026-04-08

  19

  MIT

• LLM Bridge MCP

  sjquant

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  Enables AI agents to interact with multiple LLM providers (OpenAI, Anthropic, Google, DeepSeek) through a standardized interface, making it easy to switch between models or use multiple models in the same application.

  Last updated 2025-07-23

  1

  6

  MIT

• ypollak2/llm-router

  ypollak2

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  A

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  Routes your AI tasks to the best available model across 20+ providers — automatically selecting based on task type, budget, and subscription pressure. Supports text, image, video, and audio with built-in cost optimization and fallback chains.

  Last updated 2026-04-15

  30

  15

  MIT

• LLM-Adviser-Mcp

  Daichi-Kudo

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  Give your AI assistant real-time LLM/VLM knowledge. Pricing, benchmarks, and recommendations — updated every hour, not every training cycle.

  Last updated 2026-02-26

  4

  26

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

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  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• LLM Optimizer

  jonradoff

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  LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.

  Last updated 2026-04-10

  3

  MIT

• llm-token-tracker

  wn01011

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  Token usage tracker for OpenAI and Claude APIs with MCP (Model Context Protocol) support.

  Last updated 2025-11-17

  6

  14

  3

  MIT

• Vercel Functions MCP Server

  mind-protocol

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  A template for deploying MCP servers on Vercel with serverless functions. Includes example tools for rolling dice and fetching weather data to demonstrate basic tool implementation and API integration patterns.

  Last updated 2025-11-01

  MIT

• Cross-LLM MCP Server

  JamesANZ

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  A Model Context Protocol server that provides unified access to multiple LLM APIs including ChatGPT, Claude, and DeepSeek, allowing users to call different LLMs from MCP-compatible clients and combine their responses.

  Last updated 2025-12-29

  7

  15

  13

  MIT

• A-MEM: Agentic Memory System

  tobs-code

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  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  6

• Two Truths and a Twist

  ErgodicLabs

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  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

• Consult LLM MCP

  raine

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  An MCP server that lets Claude Code consult stronger AI models (o3, Gemini 2.5 Pro, DeepSeek Reasoner) when you need deeper analysis on complex problems.

  Last updated 2026-04-08

  1

  211

  71

  MIT

• Web-LLM MCP Server

  ragingwind

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  A server that enables browser-based local LLM inference using Playwright to automate interactions with @mlc-ai/web-llm, supporting text generation, chat sessions, model switching, and status monitoring.

  Last updated 2025-06-14

  3

• Math Calculation MCP Server

  K-Summer

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  Provides comprehensive mathematical capabilities including basic arithmetic, advanced functions, statistical tools, and access to mathematical constants. It allows users to perform computations and generate math-related prompts through a standardized MCP interface.

  Last updated 2026-02-18

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

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  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• Chainflip Broker as a Service

  CumpsD

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  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  2

  MIT

• Scientific Calculator MCP

  thinkitpossible

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  Provides advanced mathematical calculation capabilities including symbolic algebra, numerical computing, data analysis, and image processing through SymPy, NumPy, SciPy, and pandas integration.

  Last updated 2025-12-07

  2

  MIT

• A-Share MCP Server

  24mlight

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  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  636

  MIT

• A Share MCP

  24mlight

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  security

  A

  license

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  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  636

  MIT

• Local LLM MCP Server

  georgepok

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  Bridges local LLMs running in LM Studio with MCP clients like Claude Desktop to perform reasoning and analysis tasks while keeping sensitive data private. It features a suite of tools for local code review, privacy scanning, and content transformation using auto-discovered local models.

  Last updated 2026-04-05

  MIT

• Todo for AI MCP Server

  todo-for-ai

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  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  4

  Apache 2.0

• LLM Graph Builder MCP

  henrardo

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  Enables Claude to automatically extract entities and relationships from URLs, PDFs, and YouTube videos to build structured knowledge graphs in Neo4j. It supports custom schemas, academic citation extraction, and community detection for advanced research and content analysis.

  Last updated 2025-12-07

  Apache 2.0

• svelte-llm

  khromov

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  Svelte and SvelteKit developer odcumentation

  Last updated 2026-02-14

  159

  MIT

• Usage And Billing MCP Server

  BACH-AI-Tools

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  A

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  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

• Divide and Conquer MCP Server

  landicefu

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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

• MCP Starter for Puch AI

  Kulraj69

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  Provides job search capabilities including analyzing job descriptions, fetching job postings from URLs, and searching opportunities, plus basic image processing tools like converting images to black and white.

  Last updated 2025-08-10

  Apache 2.0

• 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 for Vivado

  lzw12123

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  F

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  An AI-centric MCP server that enables automated Xilinx Vivado workflows, including project management, synthesis, implementation, and timing analysis. It allows AI agents to drive hardware design processes while integrating directly with the official Vivado GUI for visual context.

  Last updated 2026-04-08

  1

• Multi LLM Cross-Check MCP

  lior-ps

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  A Model Control Protocol server that integrates with Claude Desktop to enable simultaneous querying and cross-checking of responses from multiple LLM providers including OpenAI, Anthropic, Perplexity AI, and Google Gemini.

  Last updated 2025-05-21

  15

  MIT

• MCP Serverless Functions

  bridgpal

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  F

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  A basic example of developing and running serverless Model Context Protocol (MCP) using Netlify Functions, demonstrating how to deploy and access serverless functions with customized URLs.

  Last updated 2025-04-30

• mcp-for-docs

  shayonpal

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  A

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  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0

• LLM API Benchmark MCP Server

  Yoosu-L

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  A

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  Enables benchmarking of Large Language Model APIs by measuring performance metrics such as generation throughput, prompt throughput, and Time To First Token (TTFT) with configurable concurrency levels and parameters.

  Last updated 2025-06-26

  1

  MIT

• GCP Billing and Monitoring MCP

  RadiumGu

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  A

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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

• LLM Researcher

  Code-Hex

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  security

  F

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  A lightweight MCP server that enables LLMs to search the web via DuckDuckGo, search GitHub code repositories, and extract clean content from web pages in LLM-friendly formats.

  Last updated 2025-06-16

  7

• MCP Netlify Serverless

  PINNACLEAISOLUTIONS

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  security

  F

  license

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  A demonstration project for building and running Model Context Protocol (MCP) servers using Netlify Serverless Functions. It provides a template for deploying serverless MCP endpoints with automated CI/CD pipelines through Netlify.

  Last updated 2026-01-24