"A server or tool for integrating COMSOL with MCP protocol" matching MCP servers:

• Data Discovery Tool

  SofiaPurtova

  F

  license

  -

  quality

  D

  maintenance

  Enables AI agents to index and search across SQLite databases and CSV files to discover table schemas and column metadata. It provides a unified MCP API for data source management and structural exploration through natural language.

  Last updated 2026-03-18

• xlsx-for-ai

  senoff

  A

  license

  A

  quality

  A

  maintenance

  50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.

  Last updated 2026-07-18

  50

  806

  4

  MIT

• MCP CSV Analysis with Gemini

  falahgs

  F

  license

  B

  quality

  D

  maintenance

  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• A股实时行情MCP服务器

  Llldmiao

  A

  license

  -

  quality

  C

  maintenance

  基于Model Context Protocol (MCP) 的A股实时行情查询服务器，支持查询A股实时价格、历史K线数据、财务信息及市场概况。

  Last updated 2025-09-24

  6

  MIT

• Quick Data for Windows MCP

  Beaulewis1977

  A

  license

  -

  quality

  C

  maintenance

  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• mcp-for-redash

  Ashuqwe

  A

  license

  -

  quality

  D

  maintenance

  MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.

  Last updated 2026-03-23

  MIT

• MCP Server for ETL

  atharvpatwardhan

  F

  license

  -

  quality

  D

  maintenance

  Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data infrastructure.

  Last updated 2025-07-28

• MCP Server for Apache Airflow

  yangkyeongmo

  A

  license

  C

  quality

  C

  maintenance

  Provides a standardized way for MCP clients to interact with Apache Airflow's REST API, supporting operations like DAG management and monitoring Airflow system health.

  Last updated 2026-03-03

  68

  170

  MIT
• 

  MCP Server for Apacheofficial

  datastrato

  A

  license

  -

  quality

  F

  maintenance

  A FastMCP integration server that provides access to Apache Gravitino metadata management APIs, allowing users to manage catalog/schema/table metadata, tags, and user-role information through a structured interface.

  Last updated 2025-07-03

  23

  Apache 2.0

• Stata-MCP

  SepineTam

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that lets Large Language Models interact with Stata software to perform regression analysis and other statistical operations.

  Last updated 2026-07-17

  4

  224

  AGPL 3.0

• Research MCP Server

  h-yanagawa

  A

  license

  C

  quality

  D

  maintenance

  The server functions as an MCP server to interact with Notion for retrieving and creating survey data, integrating with the Claude Desktop Client for conducting and reviewing surveys.

  Last updated 2025-02-12

  6

  1

  Apache 2.0

• MCP Firecrawl Server

  codyde

  F

  license

  D

  quality

  D

  maintenance

  A server that provides tools to scrape websites and extract structured data from them using Firecrawl's APIs, supporting both basic website scraping in multiple formats and custom schema-based data extraction.

  Last updated 2025-02-26

  2

  2

• MCP Server for Google

  harshfolio

  A

  license

  -

  quality

  F

  maintenance

  Enables LLMs to interact with Google Analytics 4 data through the Google Analytics Data API, supporting standard reports, real-time data, and metadata retrieval.

  Last updated 2025-03-29

  19

  MIT

• PBIXRay MCP Server

  GuyenSoto

  A

  license

  -

  quality

  D

  maintenance

  Enables LLM clients to analyze and interact with Power BI (.pbix) files, providing access to data models, DAX measures, Power Query code, table relationships, and data contents through natural language.

  Last updated 2025-07-05

  MIT

• Crypto Trader MCP Tool

  SaintDoresh

  A

  license

  -

  quality

  D

  maintenance

  Provides cryptocurrency market data using the CoinGecko API

  Last updated 2025-03-16

  20

  MIT

• MCP Server: Scalable OpenAPI

  baryhuang

  A

  license

  -

  quality

  C

  maintenance

  This server facilitates scalable discovery and execution of OpenAPI endpoints using semantic search and high-performance processing, overcoming limitations of large spec handling for streamlined API interactions.

  Last updated 2025-04-14

  82

  MIT

• MCP-Odoo

  yourtechtribe

  A

  license

  -

  quality

  D

  maintenance

  A bridge that allows AI agents to access and manipulate Odoo ERP data through a standardized Model Context Protocol interface, supporting partner information, accounting data, financial records reconciliation, and invoice queries.

  Last updated 2025-05-01

  14

  MIT

• Databases MCP Server (Access

  Carltk

  A

  license

  -

  quality

  D

  maintenance

  Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databases, including read-only support for Access 97 databases. Supports executing SQL queries, importing/export data from CSV and Excel files, and storing notes about database files.

  Last updated 2026-01-05

  MIT

• YFinance Trader MCP Tool

  SaintDoresh

  A

  license

  -

  quality

  D

  maintenance

  Provides stock market data and trading capabilities using the yfinance library

  Last updated 2025-08-11

  35

  MIT

• FormIO MCP Server

  MCP-Forge

  F

  license

  -

  quality

  D

  maintenance

  Enables AI agents to interact with the FormIO API for dynamic form creation, submission management, and user roles using natural language.

  Last updated 2025-07-16