"Resources and Tools for Code Analysis" matching MCP servers:

• MCP for Stock Market Analysis

  nbx0021

  F

  license

  -

  quality

  C

  maintenance

  A production-grade MCP server that provides tools to fetch historical stock data, company information, and technical indicators (SMA, EMA, RSI, MACD, Bollinger Bands) via yfinance, and includes a Flask web dashboard for visual analysis.

  Last updated 2026-06-20

• data-analysis-mcp

  BACH-AI-Tools

  A

  license

  -

  quality

  D

  maintenance

  Enables data analysis and visualization operations such as loading CSV/Excel/JSON files, computing summary statistics, generating charts, and exploring datasets via SSE/HTTP.

  Last updated 2025-12-04

  MIT

• ladybug-tools-mcp

  LoftyTao

  A

  license

  -

  quality

  A

  maintenance

  Enables natural-language interaction with Ladybug Tools for building performance simulation, 3D modeling, and data visualization, allowing agents to perform complex environmental analysis tasks without CAD software.

  Last updated 2026-06-25

  3

  GPL 3.0

• vaults-diagram-tools

  Malnati

  A

  license

  -

  quality

  A

  maintenance

  MCP server for rendering Mermaid diagrams and generating source-code diagrams, with tools to render text/files and produce dependency/class diagrams.

  Last updated 2026-07-20

  98

  MIT

• mcp-for-metabase

  DominikPollok

  A

  license

  -

  quality

  B

  maintenance

  A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.

  Last updated 2026-07-11

  GPL 3.0

• MCP-Server-for-CFD

  DaveFan-NCHC

  F

  license

  -

  quality

  B

  maintenance

  Provides aerodynamic analysis tools through MCP, enabling geometry generation, meshing, CFD solving, and visualization for 2D airfoils.

  Last updated 2026-06-15
• 

  Crude Code MCP Serverofficial

  crude-code

  A

  license

  -

  quality

  B

  maintenance

  An oil & gas data-analytics MCP server that enables guarded SQL queries, well valuation, and map rendering within chat apps.

  Last updated 2026-07-22

  1

  Apache 2.0

• wafer-map-mcp

  AlanTseng1018

  A

  license

  -

  quality

  B

  maintenance

  Exposes semiconductor wafer analysis tools including wafer maps, P-charts, and statistical plots, enabling AI assistants to visualize and analyze wafer test data.

  Last updated 2026-05-26

  MIT

• Pandas-MCP Server

  meghavarshini-kumareshan

  A

  license

  -

  quality

  C

  maintenance

  Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through MCP protocol.

  Last updated 2026-07-07

  MIT

• Power BI MCP for Claude

  robertoamoreno

  A

  license

  -

  quality

  A

  maintenance

  MCP server for Microsoft Power BI and Fabric, enabling Claude to discover workspaces, semantic models, generate and execute DAX queries, and retrieve report metadata via device-code authentication.

  Last updated 2026-06-05

  23

  MIT

• KPI Monitoring MCP Server

  Safae-az

  F

  license

  -

  quality

  B

  maintenance

  MCP server providing data analytics tools for AI agents to load, clean, analyze data, generate charts and dashboards.

  Last updated 2026-06-27

• 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

• geoanalisis-mcp

  alexrobl

  A

  license

  A

  quality

  A

  maintenance

  Enables reading and analysis of vector spatial data through Claude Desktop, supporting formats like FileGDB, Shapefile, GeoJSON, and GeoPackage with tools for layer listing, schema inspection, field statistics, feature extraction, and interactive map rendering.

  Last updated 2026-07-22

  8

  4

  MIT

• xe-mcp

  CedricConday

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for the Xe Currency Data API that brings live FX rates, historical analysis, and quant-flavored tools into AI tools, working out of the box with zero credentials via Frankfurter/ECB data.

  Last updated 2026-07-06

  12

  10

  1

  MIT

• analytics-mcp

  bhavya998

  A

  license

  A

  quality

  C

  maintenance

  A production-grade MCP server for enterprise sales analytics, enabling LLM clients to query, analyze, and visualize sales data from a SQLite database through structured tools, resources, and prompts.

  Last updated 2026-07-11

  6

  MIT

• Q1 Crafter MCP

  muslus

  A

  license

  A

  quality

  D

  maintenance

  Automates academic research from multi-source discovery across 18 databases to APA 7-formatted .docx output, with analysis and visualization tools.

  Last updated 2026-02-23

  14

  MIT

• 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

• Metabase MCP Plus

  schachan

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that enables AI assistants to query databases, execute SQL, and manage Metabase resources like dashboards, cards, and collections through natural language.

  Last updated 2026-03-20

  22

  MIT

• echart-mcp-view

  SpenserCai

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for rendering common ECharts visualizations from structured tool arguments, exposing per-chart opener tools that map to independent HTML app resources.

  Last updated 2026-07-14

  18

  148

  1

  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