"Python Code for Data Analysis" matching MCP servers:

• MCP Code Analysis & Quality

  cbunting99

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  Provides comprehensive code analysis through three MCP servers: static analysis for code quality and security, dependency analysis for package management and vulnerabilities, and complexity analysis for maintainability assessment across multiple programming languages.

  Last updated 2026-01-07

  1

  MIT

• Python Code Runner

  shibing624

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  Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.

  Last updated 2025-10-09

  8

  Apache 2.0

• Data Analysis MCP Server

  boyzhang666

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  security

  F

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  Provides comprehensive statistical analysis tools for industrial data including time series analysis, correlation calculations, stationarity tests, outlier detection, causal analysis, and forecasting capabilities. Enables data quality assessment and statistical modeling through a FastAPI-based MCP architecture.

  Last updated 2026-03-20

  4

• xtai-mcp-data-analysis

  vaesonshu

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  F

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  An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.

  Last updated 2026-02-04

• MCP Server Code Execution Mode

  elusznik

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  Executes Python code in isolated rootless containers while proxying MCP server tools, reducing context overhead by 95%+ and enabling complex multi-tool workflows through sandboxed code execution.

  Last updated 2025-12-05

  1

  323

• MCP Code Mode

  hoangnb24

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  F

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  Enables AI agents to write and execute Python code in an isolated sandbox that can orchestrate multiple MCP tool calls, reducing context window bloat and improving efficiency for complex workflows.

  Last updated 2025-11-24

  22

• Code Analysis MCP Server

  saiprashanths

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  The server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.

  Last updated 2025-02-08

  4

  23

• Quick Data for Windows MCP

  Beaulewis1977

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  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 Python Code Navigation

  aillescas76

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  Provides tools for Python code navigation, analysis, and refactoring, including finding definitions, references, and symbol lists. It enables automated tasks such as renaming symbols and organizing imports to enhance AI-driven development.

  Last updated 2026-01-02

• Python Code Review MCP Agent

  JJJHoons

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  Enables comprehensive security vulnerability scanning and code quality analysis for Python applications. Provides detailed reports with scoring, actionable suggestions, and comparison tracking specifically designed for backend developers working with frameworks like Django, Flask, and FastAPI.

  Last updated 2025-08-24

  5

  1

• Code Analysis MCP Server

  zeocax

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  A modular MCP server that provides tools for file operations, regex-based code searching, and structural analysis of functions and classes across multiple programming languages. It also includes AI-powered features for intelligently updating files according to architectural changes.

  Last updated 2025-07-29

• Vibe Preprocessing and

  mudit14224

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  F

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  Enables users to preprocess, analyze, and visualize CSV data through comprehensive tools for data manipulation, statistical analysis, and graph generation.

  Last updated 2025-04-20

  3

• MCP Code Analysis Server

  johannhartmann

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  An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.

  Last updated 2025-10-27

  8

  MIT

• Gemini Data Analysis &

  falahgs

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  F

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  A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze datasets, generate research papers, and deliver results via email.

  Last updated 2025-04-15

  4

• Python Codebase Analysis RAG

  shervinemp

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  An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.

  Last updated 2026-01-08

  5

• PRIMS – Python Runtime

  hileamlakB

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  Enables LLM agents to execute arbitrary Python code in secure, isolated sandbox environments with automatic dependency management and file handling. Each code execution runs in a fresh virtual environment that gets destroyed after completion, providing safe and reproducible Python code execution.

  Last updated 2025-10-15

  27

  MIT

• Python REPL MCP Server

  hdresearch

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  A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.

  Last updated 2025-12-15

  3

  39

  MIT

• MCP Code Checker

  MarcusJellinghaus

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  Enables AI assistants to perform comprehensive code quality checks including pylint, pytest, and mypy analysis on Python projects, with smart prompts for explaining issues and suggesting fixes.

  Last updated 2026-04-14

  16

  MIT

• Gemini MCP Server for Claude

  raydollete

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  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-04-14

  3

  Apache 2.0

• code-analyze-mcp

  clouatre-labs

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  Standalone MCP server for code structure analysis using tree-sitter. Directory trees, symbol definitions, and call graphs without reading raw source files. Supports Rust, Python, Go, Java, TypeScript, Fortran, JavaScript, C/C++, and C#. Benchmarked up to 68% fewer tokens vs native tools.

  Last updated 2026-04-19

  3

  Apache 2.0

• Frontend Code Analysis MCP

  cmc12138

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  Analyzes frontend project code (React, Vue, Angular) and converts it into AI-understandable flow diagrams and object structures. Provides tools for code analysis, variable/function/component inspection, and project structure insights.

  Last updated 2025-09-21

  3
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  Azure Analysis Services MCPofficial

  CDataSoftware

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  Azure Analysis Services MCP Server by CData

  Last updated 2025-10-18

  MIT

• Code Context Manager

  theraaz

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  Provides intelligent code context management and semantic search capabilities for software development, enabling natural language queries to find relevant code snippets, functions, and classes across Python, JavaScript, TypeScript, and SQL codebases.

  Last updated 2025-10-05

  MIT

• Python MCP Sandbox

  JohanLi233

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  An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.

  Last updated 2025-12-19

  38

  Apache 2.0

• MCP Server for Cirro Data

  NorahZager

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  This server enables multi-agent conversations for interacting with Cirro's biological data platform through its OpenAPI interface, auto-generated using AG2's MCP builder.

  Last updated 2025-06-03

• Python MCP Server

  hesiod-au

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  A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.

  Last updated 2025-05-05

  6

  MIT

• semantic-code-mcp

  vrppaul

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  A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.

  Last updated 2026-03-08

  3

  2

• Code Execution MCP

  marc-shade

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  Enables efficient AI agent operations through sandboxed Python code execution with progressive tool discovery, PII tokenization, and skills persistence, achieving up to 98.7% token reduction by processing data in a sandbox rather than in context.

  Last updated 2026-02-22

• GitLab MCP for Code Review

  mehmetakinn

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  An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

  Last updated 2025-05-15

  43

  MIT

• Code Executor MCP Server

  aberemia24

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  Universal MCP server for executing TypeScript and Python code with progressive disclosure, reducing token usage by 98% by enabling on-demand access to all other MCP tools through code execution rather than loading tool definitions directly.

  Last updated 2025-11-24

  40

  129

  MIT

• Deep Code Reasoning MCP Server

  evalops

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  security

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  license

  C

  quality

  Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.

  Last updated 2026-04-16

  10

  105

  MIT

• Code Executor MCP Server

  CSOAI-ORG

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  Provides sandboxed code execution for AI agents with support for Python, JavaScript, and shell commands. Includes comprehensive safety features like destructive pattern blocking, timeout protection, and restricted file access for secure production use.

  Last updated 2026-04-15

  MIT

• Code Mode MCP Server

  cexll

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  security

  F

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  Executes TypeScript code in a secure sandbox with IPC-bridged access to MCP tools like filesystem operations and network requests.

  Last updated 2025-11-09

  3

• Code Context Provider MCP

  AB498

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  security

  A

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  Provides code context and analysis for AI assistants by extracting directory structures and code symbols using WebAssembly Tree-sitter parsers with zero native dependencies.

  Last updated 2025-09-22

  1

  61

  22

  MIT

• MCP Python Interpreter

  PortPro-Technologies-Inc

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  security

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  license

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  A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.

  Last updated 2025-06-14

  9

• MCP Python Interpreter

  yzfly

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  security

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  A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.

  Last updated 2025-10-12

  10

  96
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  SAS Data Sets MCP Server byofficial

  CDataSoftware

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  SAS Data Sets MCP Server by CData

  Last updated 2025-10-18

  1

  MIT

• Code Sandbox MCP Server

  philschmid

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  security

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  A secure Model Context Protocol server that allows AI assistants and LLM applications to safely execute Python and JavaScript code snippets in containerized environments.

  Last updated 2025-07-22

  2

  199

  MIT
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  Azure Data Lake Storage MCPofficial

  CDataSoftware

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  Azure Data Lake Storage MCP Server by CData

  Last updated 2025-10-18

  MIT

• Claude Code Gemini MCP

  ShunL12324

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  security

  F

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  C

  quality

  Enables Claude Code to call Gemini models through an OpenAI-compatible API, providing tools for deep analysis, brainstorming, code review, and general queries using Gemini's capabilities.

  Last updated 2025-12-09

  4

• Azure Data Catalog MCP Server

  CDataSoftware

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  security

  A

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  This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Azure Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=GNZK-V&type=beta

  Last updated 2025-10-18

  MIT

• Salesforce Data Cloud MCP

  CDataSoftware

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  security

  A

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  quality

  This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Salesforce Data Cloud (beta): https://www.cdata.com/download/download.aspx?sku=LRZK-V&type=beta

  Last updated 2025-10-18

  1

  MIT

• Google Data Catalog MCP Server

  CDataSoftware

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  security

  A

  license

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  quality

  This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Google Data Catalog (beta): https://www.cdata.com/download/download.aspx?sku=HGZK-V&type=beta

  Last updated 2025-10-18

  MIT

• Professional Python MCP Server

  bash20cu

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  A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.

  Last updated 2026-01-22

  5

• Code Merge MCP

  yy1588133

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  security

  A

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  A Model Context Protocol server that helps large language models process code repositories by providing file tree generation, code merging, and code analysis capabilities.

  Last updated 2025-05-04

  3

  22

  MIT

• MCP Data Wrangler

  shibuiwilliam

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  security

  A

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  B

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  A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.

  Last updated 2025-03-30

  16

  8

  MIT

• MCP Python Toolbox

  gianlucamazza

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  F

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  A Model Context Protocol server that enables AI assistants like Claude to perform Python development tasks through file operations, code analysis, project management, and safe code execution.

  Last updated 2025-02-28

  9

• milvus-sdk-code-helper

  Shawnzheng011019

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  An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.

  Last updated 2025-08-11

  2

  MIT
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  MCP Run Pythonofficial

  pydantic

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  Enables secure execution of Python code in a sandboxed WebAssembly environment using Pyodide and Deno. Automatically handles package management and captures complete execution results including stdout, stderr, and return values.

  Last updated 2026-01-30

  192

  MIT

• Python notebook mcp

  UsamaK98

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  Python notebook mcp

  Last updated 2025-06-24

  45

  MIT