Python

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MCP Servers for Python

Python is a programming language that lets you work quickly and integrate systems more effectively.

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Why this server?
Provides Python-based functionality for rule creation, data querying, and alert management through PyPI package distribution.
Panther MCP Serverofficial
panther-labs
A
security
A
license
A
quality
mcp-panther
Last updated -
34
16
Python
Apache 2.0
Why this server?
Provides a Python client interface for interacting with the MCP server and executing Semgrep scans programmatically.
Semgrep MCP Serverofficial
semgrep
A
security
A
license
A
quality
An MCP server that provides a comprehensive interface to Semgrep, enabling users to scan code for security vulnerabilities, create custom rules, and analyze scan results through the Model Context Protocol.
Last updated -
6
192
Python
MIT License
Why this server?
Built with Python (3.12+) as the underlying language, providing the runtime environment for the MCP server implementation.
Doris MCP Serverofficial
apache
A
security
A
license
A
quality
Backend service implementing the Model Control Panel protocol that connects to Apache Doris databases, allowing users to execute SQL queries, manage metadata, and potentially leverage LLMs for tasks like natural language to SQL conversion.
Last updated -
8
74
Python
Apache 2.0
Why this server?
Supports building Python LLM applications with vector database memory capabilities powered by Chroma, enabling embedding-based retrieval for context augmentation.
Chroma MCP Serverofficial
chroma-core
A
security
A
license
A
quality
A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
Last updated -
12
188
Python
Apache 2.0
Why this server?
Enables running the MCP server directly using Python via the python -m norman_mcp command for direct execution.
Norman Finance MCP Serverofficial
norman-finance
A
security
A
license
A
quality
Norman Finance is an accounting and tax filing autopilot designed for entrepreneurs in Germany. The Norman Finance MCP server enables new ways of interacting with Norman Finance's accounting, tax, and invoicing services. Simplifying financial workflows by integrating Norman Finance API capabilities
Last updated -
34
4
Python
MIT License
Why this server?
Enables execution of SQL queries against StarRocks databases using Python, supporting both read operations (SELECT queries) and write operations (DDL/DML commands).
StarRocks MCP Serverofficial
StarRocks
A
security
A
license
A
quality
Acts as a bridge between AI assistants and StarRocks databases, allowing for direct SQL execution and database exploration without requiring complex setup or configuration.
Last updated -
5
77
Python
Apache 2.0
Why this server?
Serves as the runtime environment for the MCP server, with commands referencing Python's interpreter for executing the server
YDB MCPofficial
ydb-platform
A
security
A
license
A
quality
Model Context Protocol server for YDB databases that enables AI-powered database operations and natural language interactions with YDB instances from any LLM that supports MCP.
Last updated -
5
17
Python
Apache 2.0
Why this server?
The Databutton MCP server helps build and deploy Python APIs/MCPs for creating business applications.
Databutton MCP Serverofficial
databutton
A
security
A
license
A
quality
An MCP server for doing doing initial app planning and creating a good starting point in Databutton – it starts a new app and generates the initial MVP tasks
Last updated -
1
12
12
TypeScript
MIT License
Why this server?
Supports Python 3.10 for the implementation of the server that integrates with ScapeGraph AI
ScrapeGraph MCP Serverofficial
ScrapeGraphAI
A
security
A
license
A
quality
A production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.
Last updated -
3
16
Python
MIT License
Why this server?
Provides a Python API wrapper for programmatic access to torrent search functionality
Torrent Search MCP Server
philogicae
A
security
A
license
A
quality
A Python MCP server that allows programmatic interaction to find torrents programmatically on ThePirateBay, Nyaa and YggTorrent.
Last updated -
3
1
Python
MIT License
Why this server?
Supports direct integration with Python applications through a wrapper library that can be imported and used programmatically.
YggTorrent MCP Server
philogicae
A
security
A
license
A
quality
A Python MCP server that allows programmatic interaction with YggTorrent, enabling torrent search, details retrieval, and magnet link generation without exposing your Ygg passkey.
Last updated -
4
10
Python
MIT License
Why this server?
Provides direct out-of-the-box language server support for Python, enabling semantic code analysis and editing capabilities
Serena
oraios
A
security
A
license
A
quality
A fully featured coding agent that uses symbolic operations (enabled by language servers) and works well even in large code bases. Essentially a free to use alternative to Cursor and Windsurf Agents, Cline, Roo Code and others.
Last updated -
33
1,177
Python
MIT License
Why this server?
Enables creation and management of custom Python-based MCP servers that can be integrated with the proxy.
pluggedin-mcp-proxy
VeriTeknik
A
security
A
license
A
quality
Plugged.in MCP Server acts as a proxy server that combines multiple MCP servers into a single interface. It retrieves tool, prompt, and resource configurations from Plugged.in and directs requests for tools, prompts, and resources to the appropriate underlying server.
Last updated -
12
5
TypeScript
Apache 2.0
Why this server?
Generates Python implementations for 3D software like Blender, enabling animation control, object manipulation, and other 3D operations through native code.
3D-MCP
team-plask
A
security
A
license
A
quality
A universal Model Context Protocol implementation that serves as a semantic layer between LLMs and 3D creative software, providing a standardized interface for interacting with various Digital Content Creation tools through a unified API.
Last updated -
125
11
Python
Apache 2.0
Why this server?
Utilizes Python 3.10+ as the implementation language for the MCP server's wallet analysis functionality, with the server being installable and runnable through Python package management tools.
pumpfun-wallets-mcp
kukapay
A
security
A
license
A
quality
An MCP server that analyzes wallets’ trading activity and profitability on Pump.fun and PumpSwap.
Last updated -
4
Python
MIT License
Why this server?
Implemented as a Python library that enables LLM assistants to directly call Zaif API functions through natural language commands.
Zaifer-MCP
curio184
A
security
A
license
A
quality
Enables LLM assistants like Claude to interact with Zaif cryptocurrency exchange through natural language, supporting market information retrieval, chart data, trading, and account management for BTC/JPY, ETH/JPY, and XYM/JPY pairs.
Last updated -
9
Python
MIT License
Why this server?
Requires Python 3.8 or higher as the runtime environment for the MCP server.
Weibo MCP Server
qinyuanpei
A
security
A
license
A
quality
A Model Context Protocol server for scraping Weibo user information, feeds, and search functionality. It helps retrieve detailed user profiles, timeline content, and perform user searches on Weibo.
Last updated -
3
8
Python
MIT License
Why this server?
Analyzes Python source files by detecting import and from...import statements to map dependencies and calculate importance scores for files in Python projects.
FileScopeMCP
admica
A
security
A
license
A
quality
A TypeScript tool that ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure through Cursor's Model Context Protocol.
Last updated -
14
150
GPL 3.0
Why this server?
Leverages Python GIS libraries (Shapely and PyProj) to provide geometric operations, coordinate transformations, and geodetic calculations for AI assistants.
GIS MCP Server
mahdin75
A
security
A
license
A
quality
A Model Context Protocol server that connects LLMs to GIS operations, enabling AI assistants to perform accurate geospatial analysis including geometric operations, coordinate transformations, and spatial measurements.
Last updated -
34
12
Python
MIT License
Why this server?
Required for running the MCP server, with Python 3.7+ specified as a prerequisite
Perplexica MCP Server
thetom42
A
security
A
license
A
quality
A Model Context Protocol server that acts as a proxy to provide LLM access to Perplexica's AI-powered search engine, enabling AI assistants to perform searches with various focus modes.
Last updated -
1
1
Python
MIT License
Why this server?
The MCP server uses Python and the OpenPyXL library to provide Excel file manipulation capabilities without requiring Microsoft Excel installation
Excel MCP Server
haris-musa
A
security
A
license
A
quality
Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.
Last updated -
20
1,007
Python
MIT License
Why this server?
Supports code analysis using tree-sitter for Python files (.py) and code execution for Python
AiDD MCP Server
skydeckai
A
security
A
license
A
quality
AiDD MCP Server provides a secure interface for AI agents to perform file system operations and code analysis, enhancing AI-assisted development workflows across multiple programming languages.
Last updated -
29
62
Python
Apache 2.0
Why this server?
Built on Python with specific version requirements (3.8+), leveraging Python's ecosystem for the MCP server implementation.
PubMed MCP Server
chrismannina
A
security
A
license
A
quality
A comprehensive Model Context Protocol server that enables advanced PubMed literature search, citation formatting, and research analysis through natural language interactions.
Last updated -
12
1
Python
MIT License
Why this server?
Provides a Python-based interactive environment for executing commands and scripts within projects, with real-time output display.
Interactive Feedback MCP
duolabmeng6
A
security
A
license
A
quality
A powerful MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development, featuring a graphical interface with text and image support.
Last updated -
1
19
Python
MIT License
Why this server?
Features specialized chunking for Python files, breaking them down into classes, functions, import statements, and file-level statements for targeted code exploration.
MCPunk
jurasofish
A
security
A
license
A
quality
Chat with your codebase through intelligent code searching without embeddings by breaking files into logical chunks, giving the LLM tools to search these chunks, and letting it find specific code needed to answer your questions.
Last updated -
8
51
Python
MIT License
Why this server?
Built on Python 3.11+ with asyncio for efficient performance in handling time-related requests
MCP Time Server
chrishayuk
A
security
A
license
A
quality
A Python microservice that provides utilities for retrieving current times and converting between different global timezones with robust validation.
Last updated -
2
Python
MIT License
Why this server?
Supports context-based voice selection when discussing Python, using specific voices like 'antoine'
Rime MCP
MatthewDailey
A
security
A
license
A
quality
A Model Context Protocol server that enables AI models to generate and play high-quality text-to-speech audio through your device's native audio system using Rime's voice synthesis API.
Last updated -
1
15
4
JavaScript
The Unlicense
Why this server?
Required runtime environment for AWS Security MCP, version 3.11+ needed to execute the server.
AWS Security MCP
groovyBugify
A
security
A
license
A
quality
A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.
Last updated -
100
45
Python
Apache 2.0
Why this server?
Built using Python SDK for MCP implementation, requiring Python 3.9+ for server installation and operation.
MCP Azure DevOps Server
Vortiago
A
security
A
license
A
quality
A Model Context Protocol server that enables AI assistants to interact with Azure DevOps services, allowing users to query work items with plans to support creating/updating items, managing pipelines, handling pull requests, and administering sprints and branch policies.
Last updated -
9
50
Python
MIT License
Why this server?
Required runtime (version 3.11+) for running the MCP server
Interactive Feedback MCP
noopstudios
A
security
A
license
A
quality
A MCP server that enables human-in-the-loop workflow in AI-assisted development tools by allowing users to run commands, view their output, and provide textual feedback directly to the AI assistant.
Last updated -
1
453
Python
MIT License
Why this server?
Serves as the implementation language for the MCP server, with specific dependencies including unstructured-client for API interaction
Unstructured API MCP Serverofficial
Unstructured-IO
A
security
F
license
A
quality
An MCP server implementation that enables interaction with the Unstructured API, providing tools to list, create, update, and manage sources, destinations, and workflows.
Last updated -
39
28
Why this server?
Allows LLMs to execute Python code within a specified Conda environment with access to libraries and dependencies
MCP Code Executor
bazinga012
A
security
A
license
A
quality
Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.
Last updated -
1
101
JavaScript
MIT License
Why this server?
Supports running the mindmap conversion server through Python, with options for different return types and configuration parameters
Mindmap MCP Server
YuChenSSR
A
security
A
license
A
quality
A Model Context Protocol server that converts Markdown content into interactive mindmaps, allowing AI assistants to visualize hierarchical information through either HTML content or saved files.
Last updated -
1
104
Python
MIT License
Why this server?
Provides access to the MCP server functionality through Python, offering an alternative programming interface for macOS automation.
AppleScript MCP Server
peakmojo
A
security
A
license
A
quality
A Model Context Protocol server that enables running AppleScript code to interact with Mac applications and system features including Notes, Calendar, Contacts, Messages, file management, and more.
Last updated -
1
448
171
JavaScript
MIT License
Why this server?
Uses Python dependencies through 'uv' for file conversion capabilities
Markdownify MCP Server
zcaceres
A
security
A
license
A
quality
Converts various file types and web content to Markdown format. It provides a set of tools to transform PDFs, images, audio files, web pages, and more into easily readable and shareable Markdown text.
Last updated -
10
2
1,611
TypeScript
MIT License
Why this server?
Enables Large Language Models (LLMs) to execute Python code through Pyodide, a Python runtime environment that runs in JavaScript
mcp-pyodide
yonaka15
A
security
A
license
A
quality
A Pyodide server for executing Python code by Large Language Models (LLMs) via the Model Context Protocol (MCP).
Last updated -
5
8
10
TypeScript
MIT License
Why this server?
Provides tools for reading and parsing Excel (.xlsx) files using Python, enabling extraction of data from entire workbooks or specific sheets by name or index.
Excel Reader Server
softgridinc-pte-ltd
A
security
A
license
A
quality
A Model Context Protocol (MCP) server that provides tools for reading Excel (xlsx) files, enabling extraction of data from entire workbooks or specific sheets with results returned in structured JSON format.
Last updated -
3
5
Python
Apache 2.0
Why this server?
Offers template-based creation of Python MCP servers, enabling development and execution of Python-based Model Context Protocol implementations.
MCP Create Server
tesla0225
A
security
A
license
A
quality
A dynamic service that creates and manages Model Context Protocol (MCP) servers, allowing users to spawn, customize, and control multiple MCP servers as child processes.
Last updated -
5
65
TypeScript
MIT License
Why this server?
Built on Python 3.13+, offering a Pythonic implementation of the MCP server for Azure FHIR integration.
Azure AHDS FHIR MCP Server
erikhoward
A
security
A
license
A
quality
A Model Context Protocol server that enables standardized interaction with Azure Health Data Services FHIR servers, allowing healthcare data operations through MCP tools.
Last updated -
1
7
Python
MIT License
Why this server?
Offers a Python-based implementation of the MCP server that connects to Typesense.
Typesense MCP Server
avarant
A
security
A
license
A
quality
A server that enables vector and keyword search capabilities in Typesense databases through the Model Context Protocol, providing tools for collection management, document operations, and search functionality.
Last updated -
14
2
Python
MIT License
Why this server?
Offers a Python package installation option for running the AgentMode server without VS Code
AgentModeofficial
agentmode
A
security
F
license
A
quality
An all-in-one Model Context Protocol (MCP) server that connects your coding AI to numerous databases, data warehouses, data pipelines, and cloud services, streamlining development workflow through seamless integrations.
Last updated -
Python
Why this server?
Provides tools to search and retrieve Python documentation to answer specific queries about the Python programming language
Python Docs Server
AnuragRai017
A
security
A
license
A
quality
An MCP server that enables users to fetch Python documentation using the Brave Search API through natural language queries.
Last updated -
1
JavaScript
Apache 2.0
Why this server?
Provides a Python-based framework for developing custom tools, with support for virtual environments and modular design patterns.
MCP Development Framework
aigo666
A
security
A
license
A
quality
A powerful Model Context Protocol framework that extends Cursor IDE with tools for web content retrieval, PDF processing, and Word document parsing.
Last updated -
8
9
Python
MIT License
Why this server?
Enables symbol extraction and analysis from Python files, providing AI assistants with contextual understanding of Python code structure.
Code Context Provider MCP
AB498
A
security
A
license
A
quality
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 -
1
163
4
JavaScript
MIT License
Why this server?
Provides stock market data analysis tools for A-share markets through data accessed via Baostock, offering historical K-line data, financial reports, market indices, and macroeconomic indicators.
A Share MCP
24mlight
A
security
A
license
A
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 -
28
178
Python
MIT License
Why this server?
Uses Python to implement the server and interact with Africa's Talking Airtime API to send and manage airtime transactions.
Africa's Talking Airtime MCP
nasoma
A
security
A
license
A
quality
Enables users to manage airtime transactions through the Africa's Talking API, allowing them to check account balance, send airtime to phone numbers, view transaction history, and analyze top-up patterns across supported African countries.
Last updated -
5
1
Python
MIT License
Why this server?
Includes Python client examples for connecting to the MCP server, enabling Python applications to execute SQL queries and interact with Firebird databases through the MCP protocol.
MCP Firebird
PuroDelphi
A
security
A
license
A
quality
A server implementing Anthropic's Model Context Protocol (MCP) for Firebird SQL databases, enabling Claude and other LLMs to securely access, analyze, and manipulate data in Firebird databases through natural language.
Last updated -
14
354
9
TypeScript
MIT License
Why this server?
Requires Python 3.10+ as the runtime environment for the MCP server implementation.
Baidu Vector Database MCP Server
baidu
A
security
A
license
A
quality
A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
Last updated -
14
1
Python
Apache 2.0
Why this server?
The MCP server is built on Python and requires Python 3.10+ for operation.
Mobvoi TTS MCP Server
mobvoi
A
security
A
license
A
quality
Model Context Protocol server that enables interaction with Mobvoi's Text to Speech and Voice Clone APIs, allowing MCP clients like Cursor, Claude Desktop, and Cline to generate speech and clone voices.
Last updated -
4
1
Python
MIT License
Why this server?
Supports manual server setup using Python environment for running the Memory Bank MCP Server
Memory Bank MCP Server
ipospelov
A
security
A
license
A
quality
Provides a structured documentation system for context preservation in AI assistant environments, helping users create and manage memory banks for their projects.
Last updated -
3
10
Python
MIT License
Why this server?
Provides the runtime environment for the MCP server, requiring version 3.13 or higher.
MCP TMAP Server
yunkee-lee
A
security
A
license
A
quality
A server that connects to SK TMAP API, providing access to public transit routing and geocoding functionality through a standardized interface.
Last updated -
2
Python
MIT License
Why this server?
Offers language-specific code parsing and analysis for Python files, including symbol extraction, AST generation, and complexity analysis
mcp-server-tree-sitter
wrale
A
security
A
license
A
quality
A Model Context Protocol (MCP) server that provides code analysis capabilities using tree-sitter, designed to give Claude intelligent access to codebases with appropriate context management.
Last updated -
26
33
Python
MIT License
Why this server?
Built for Python 3.13+ environments, providing a Python-based implementation of the web content fetching capabilities.
Playwright Fetch MCP Server
ThreatFlux
A
security
A
license
A
quality
Provides web content fetching capabilities using Playwright browser automation, enabling LLMs to retrieve and process JavaScript-rendered content from web pages and convert HTML to markdown for easier consumption.
Last updated -
1
Python
MIT License
Why this server?
Supports execution of Python code snippets with output display
mcp-server-code-runner
formulahendry
A
security
A
license
A
quality
MCP Server for running code snippet and show the result.
Last updated -
1
154
130
TypeScript
MIT License
Why this server?
Supports execution of Python code snippets in a secure sandbox environment.
Isolator MCP Server
Ompragash
A
security
A
license
A
quality
A TypeScript server implementing the Model Context Protocol that provides secure code execution in isolated Docker containers, allowing LLM applications to safely run Python, Go, or JavaScript code snippets.
Last updated -
1
1
Go
Apache 2.0
Why this server?
Supports creation and management of Python projects in a secure development environment
Windows Command Line MCP Server
alxspiker
A
security
A
license
A
quality
A secure Model Context Protocol server that allows AI models to safely interact with Windows command-line functionality, enabling controlled execution of system commands, project creation, and system information retrieval.
Last updated -
8
3
TypeScript
MIT License
Why this server?
Utilizes Python and its ecosystem for implementing the MCP server, requiring Python 3.10+ for operation.
Nmap MCP Server
imjdl
A
security
A
license
A
quality
A Model Control Protocol server that provides access to nmap network scanning functionality, allowing users to run customizable scans, store results, and analyze network security using AI prompts.
Last updated -
3
2
Python
MIT License
Why this server?
Offers specialized prompt templates for reviewing, documenting, and refactoring Python code with parameter customization.
MCP Prompt Server
gdli6177
A
security
A
license
A
quality
A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.
Last updated -
10
5
JavaScript
MIT License
Why this server?
Provides documentation lookups for Python libraries via built-in help() function, including specific symbol/function lookups and search capabilities
MCP Package Docs Server
sammcj
A
security
A
license
A
quality
Facilitates LLMs to efficiently access and fetch structured documentation for packages in Go, Python, and NPM, enhancing software development with multi-language support and performance optimization.
Last updated -
11
76
60
TypeScript
MIT License
Why this server?
Built for Python with support for specific Python versions as indicated by the Python Versions badge.
Formula One MCP Server (Python)
Machine-To-Machine
A
security
A
license
A
quality
This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
Last updated -
8
Python
MIT License
Why this server?
Provides a Python-based integration layer for connecting to Taiga's resources and APIs
Taiga MCP Bridge
talhaorak
A
security
A
license
A
quality
A protocol bridge that connects AI systems to Taiga project management platform, enabling AI tools to create and manage projects, epics, user stories, tasks, issues, and sprints.
Last updated -
60
3
Python
MIT License
Why this server?
Serves as the runtime environment for the MCP server, with version 3.8 or higher recommended.
SuzieQ MCP Server
PovedaAqui
A
security
A
license
A
quality
This project provides a Model Context Protocol (MCP) server that allows language models and other MCP clients to interact with a SuzieQ network observability instance via its REST API.
Last updated -
2
2
Python
MIT License
Why this server?
Enables running Locust load tests with configurable parameters (users, spawn rate, runtime) for HTTP/HTTPS performance testing through a simple API.
Locust MCP Server
QAInsights
A
security
A
license
A
quality
A server that integrates Locust load testing capabilities with AI-powered development environments, allowing users to run performance tests through natural language commands.
Last updated -
1
1
Python
MIT License
Why this server?
Provides tools for Python project management with features like project structure organization and IDE integration.
MCP Agile Flow
smian0
A
security
A
license
A
quality
A comprehensive system for managing AI-assisted agile development workflows with a modern, resource-based API using FastMCP.
Last updated -
13
Python
MIT License
Why this server?
Runtime environment for the BICScan MCP Server when not using Docker.
BICScan MCP Server
ahnlabio
A
security
A
license
A
quality
Provides blockchain address risk scoring and asset information through the BICScan API, allowing users to assess risks for crypto addresses, domains, and dApps on a scale of 0-100.
Last updated -
2
Python
MIT License
Why this server?
Requires Python 3.12 or higher for running the server
Weather MCP Server
CodeByWaqas
A
security
A
license
A
quality
An MCP server that provides real-time weather information including temperature, humidity, wind speed, and sunrise/sunset times through the OpenWeatherMap API.
Last updated -
1
Python
MIT License
Why this server?
Enables execution of Python scripts within IDA Pro for reverse engineering tasks, allowing AI assistants to interact with binary analysis functions through a standardized interface.
IDA Pro MCP Server
fdrechsler
A
security
A
license
A
quality
A Model Context Protocol server that enables AI assistants to interact with IDA Pro for reverse engineering and binary analysis tasks.
Last updated -
8
14
Python
MIT License
Why this server?
Built with Python, providing a foundation for the MCP server implementation that handles authentication and interactions with eClass
eClass MCP Server
sdi2200262
A
security
A
license
A
quality
An MCP server that enables AI agents to authenticate with and interact with Open eClass platform instances, supporting UoA's SSO authentication system for retrieving course information and performing basic platform operations.
Last updated -
4
1
Python
MIT License
Why this server?
Supports traditional Python setup using the uv package manager for installation and running the MCP server with various transport options.
MCP Server Template for Cursor IDE
jankowtf
A
security
A
license
A
quality
A template for creating custom tools for Cursor IDE using Model Context Protocol (MCP), allowing developers to extend Cursor's functionality with their own server-based tools.
Last updated -
11
2
Python
MIT License
Why this server?
Retrieves documentation for Python packages, extracting READMEs, API references, and usage examples to facilitate better understanding of Python libraries.
DocsFetcher MCP Server
cdugo
A
security
A
license
A
quality
Fetches and extracts comprehensive package documentation from multiple programming language ecosystems (JavaScript, Python, Java, etc.) for LLMs like Claude without requiring API keys.
Last updated -
4
5
10
JavaScript
MIT License
Why this server?
The MCP server is built with Python and requires Python 3.10 or higher.
KNMI Weather MCP
wolkwork
A
security
A
license
A
quality
A FastMCP server that provides real-time weather data from KNMI weather stations, allowing users to access temperature, humidity, wind speed, and other weather metrics for any location in the Netherlands through natural language queries.
Last updated -
4
1
Python
MIT License
Why this server?
Analyzes Python files for import statements, from...import statements, __init__.py, and relative imports to determine file dependencies
MCP Source Relation Server
owayo
A
security
A
license
A
quality
Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
Last updated -
1
Python
MIT License
Why this server?
Retrieves end-of-life dates, support status, and security information for Python versions, allowing for version comparison and upgrade recommendations.
EOL MCP Server
ducthinh993
A
security
A
license
A
quality
Enables AI assistants to check software end-of-life dates and support status using the endoflife.date API, providing accurate information on software lifecycle, security status, and upgrade recommendations in real-time.
Last updated -
5
1
JavaScript
MIT License
Why this server?
Leverages Python's difflib library to generate differences between two texts in Unified diff format.
MCP Server Diff Python
tatn
A
security
A
license
A
quality
This MCP server provides unified diffs of two text inputs using Python's standard library difflib.
Last updated -
1
4
Python
MIT License
Why this server?
Offers a persistent Python execution environment that maintains variable state between code executions, enabling multi-step programming workflows.
Python REPL MCP Server
hdresearch
A
security
A
license
A
quality
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 -
3
3
Python
MIT License
Why this server?
Offers specialized error analysis and debugging for Python code, including type error detection, pattern recognition, and best practice recommendations.
Perplexity MCP Server
PoliTwit1984
A
security
A
license
A
quality
Enables intelligent code analysis and debugging through the Perplexity AI's API, offering detailed error analysis, pattern detection, and comprehensive solutions, with integration support for the Claude desktop client.
Last updated -
1
10
JavaScript
MIT License
Why this server?
Dynamically creates new Python-based tools from natural language descriptions, saving them as scriptlets
mcp-tool-builder
hanweg
A
security
A
license
A
quality
MCP server that builds itself by creating new tools as needed based on user requests (Requires restart of Claude Desktop to use newly created tools).
Last updated -
4
13
Python
The Unlicense
Why this server?
Theoretically provides language support for Python code editing, though it has only been tested with TypeScript.
language-server-mcp
alexwohletz
A
security
A
license
A
quality
TypeScript-based MCP server designed to enhance code editing experiences by providing features such as hover information, code completion, and diagnostics.
Last updated -
3
13
MIT License
Why this server?
Provides the ability to execute Python code in a sandboxed environment using pyodide, allowing safe Python code execution isolated from the operating system.
mcp-run-pythonofficial
pydantic
-
security
A
license
-
quality
Model Context Protocol server to run Python code in a sandbox.
Last updated -
1,462
10,289
Python
MIT License
Why this server?
Enables searching through Python-specific AWS Lambda Powertools documentation to find relevant implementation guides, features, and usage examples.
Powertools MCP Search Server
aws-powertools
A
security
F
license
A
quality
Enables LLMs to search through AWS Lambda Powertools documentation across multiple runtimes (Python, TypeScript, Java, .NET) using a Model Context Protocol server.
Last updated -
2
105
24
TypeScript
Why this server?
Provides Python 3.8+ runtime support for running the MCP server and accessing Amazing Marvin tasks and projects.
Amazing Marvin MCP
maxsuel13
A
security
F
license
A
quality
A Model Context Provider that connects the Amazing Marvin productivity app with AI assistants, allowing users to manage their tasks, projects, and categories through natural language interactions.
Last updated -
29
Python
Why this server?
Offers access to PubNub's Python SDK documentation, enabling users to fetch docs for methods like publish() directly through Cursor IDE.
PubNub MCP Server
pubnub
A
security
F
license
A
quality
A CLI-based Model Context Protocol server that exposes PubNub SDK documentation and Functions resources to LLM-powered tools like Cursor IDE, enabling users to fetch documentation and interact with PubNub channels via natural language prompts.
Last updated -
6
355
5
JavaScript
Why this server?
Utilizes Python as the runtime environment with specific version requirements (>=3.10)
Tecton MCP Serverofficial
tecton-ai
-
security
A
license
-
quality
Provides a set of tools to interact with Tecton clusters, manage feature stores, and execute Tecton CLI commands through the Mission Control Protocol.
Last updated -
3
Python
MIT License
Why this server?
Provides a code interpreter tool for executing Python code in a sandboxed environment for data analysis and computation.
GenAIScriptofficial
microsoft
-
security
A
license
-
quality
GenAIScript is a JavaScript runtime dedicated to build relaible, automatable LLM scripts. Every GenAIScript can be exposed as a MCP server automatically.
Last updated -
43
2,650
TypeScript
MIT License
Why this server?
Integrates with Python environment, offering access to Optuna's hyperparameter optimization capabilities through a standardized interface.
Optuna MCP Serverofficial
optuna
-
security
A
license
-
quality
A Model Context Protocol server that enables automated optimization and analysis using Optuna, allowing LLMs to perform hyperparameter optimization and interactively analyze optimization results via chat interfaces.
Last updated -
17
Python
MIT License
Why this server?
Offers Python implementation of the MCP server through a dedicated PyPI package (mcp-server-baidu-maps).
BaiduMapofficial
baidu-maps
-
security
A
license
-
quality
百度地图
Last updated -
283
Python
MIT License
Why this server?
Server implementation that exposes customizable prompt templates, resources, and tools for AI-assisted development
MCP Server for continue.dev
alexsmirnov
A
security
F
license
A
quality
A Python server implementing the Model Context Protocol to provide customizable prompt templates, resources, and tools that enhance LLM interactions in the continue.dev environment.
Last updated -
2
1
Python
Why this server?
Used for running the Microsoft MCP server implementation and authentication scripts.
Microsoft MCP
elyxlz
A
security
F
license
A
quality
A powerful MCP server that enables AI assistants to interact with Microsoft Graph API for managing Outlook emails, Calendar events, OneDrive files, and Contacts through natural language commands.
Last updated -
20
Python
Why this server?
Provides Python-based tools for mathematical operations, specifically offering a simple addition tool that adds two integers and returns the result.
Deployable MCP Server
parameshwaran1
A
security
F
license
A
quality
A simple and extendable MCP server that currently provides basic addition functionality and can be easily extended by defining new tools with docstrings.
Last updated -
4
Python
Why this server?
Enables interaction with Python environments, including executing code, managing packages, reading and writing files, and handling development workflows across different Python installations.
MCP Python Interpreter
PortPro-Technologies-Inc
A
security
F
license
A
quality
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 -
9
Python
Why this server?
Serves as the runtime environment for the knowledge base with specific version requirements (3.12+)
Insights Knowledge Base MCP Server
v587d
A
security
F
license
A
quality
A free, plug-and-play knowledge base server that provides access to 10,000+ insight reports with secure local data storage.
Last updated -
2
3
Python
Why this server?
Provides the runtime environment for the MCP server implementation, requiring Python 3.10+ for operation
alpaca-mcp-serverofficial
alpacahq
-
security
A
license
-
quality
alpaca-mcp-server
Last updated -
85
Python
MIT License
Why this server?
Allows interaction with Python environments, execution of Python code, management of packages, and Python-related file operations including reading, writing, and debugging Python files.
MCP Python Interpreter
yzfly
A
security
F
license
A
quality
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 -
9
42
Python
Why this server?
Built on Python, enabling easy installation via pip and custom integrations with the ThingsPanel IoT platform.
ThingsPanel MCPofficial
ThingsPanel
-
security
A
license
-
quality
An integration server that connects AI models with ThingsPanel IoT platform, allowing AI assistants to interact with IoT devices through natural language for device control, data retrieval, and management operations.
Last updated -
26
Python
Apache 2.0
Why this server?
Supports direct invocation via Python interpreter as an alternative configuration option for running the MCP server with AI clients.
CodeAlive MCPofficial
CodeAlive-AI
-
security
A
license
-
quality
A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.
Last updated -
40
Python
MIT License
Why this server?
Provides a custom Python client interface for interacting with the Pearl MCP Server through the MCP client session API
Pearlofficial
Pearl-com
-
security
A
license
-
quality
Pearl
Last updated -
2
Python
Apache 2.0
Why this server?
Provides an interface to interact with Illumio PCE (Policy Compute Engine), enabling programmatic management of workloads, labels, and traffic flow analysis in Illumio's zero-trust segmentation platform.
Illumio MCP Server
alexgoller
A
security
F
license
A
quality
A Model Context Protocol server that enables conversational AI interaction with Illumio PCE for security policy management, workload operations, traffic flow analysis, and compliance assessment.
Last updated -
23
1
Python
Why this server?
Provides a framework for developing custom MCP tools in Python, with examples including a simple hello world tool. Supports defining tool schemas, handling requests, and implementing business logic.
SouthAsia MCP Tool
igs-pochenkuo
A
security
F
license
A
quality
A template for building tools based on the Model Control Protocol (MCP) framework, providing a structured way to develop and integrate custom tools with Cursor.
Last updated -
2
Python
Why this server?
Requires Python 3.8+ as the runtime environment for the MCP server
Flyworks MCPofficial
Flyworks-AI
-
security
A
license
-
quality
A Model Context Protocol server that enables fast and free lipsync video creation for a wide range of digital avatars, supporting both audio and text inputs to generate synchronized lip movements.
Last updated -
4
Python
MIT License
Why this server?
Uses Python to create a bridge between the mail services and the MCP protocol, allowing AI to interact with email functionality.
Mail MCP Tool
shuakami
A
security
F
license
A
quality
An MCP-based email tool that enables AI models to access email services through standardized interfaces, allowing AI assistants to perform various email operations like sending emails, reading inboxes, and handling attachments.
Last updated -
17
16
TypeScript
Why this server?
Provides the runtime environment for the MCP server, requiring Python 3.12 or higher
Qiniu MCP Serverofficial
qiniu
-
security
A
license
-
quality
The Model Context Protocol (MCP) Server built on Qiniu Cloud products supports users in accessing Qiniu Cloud Storage, intelligent multimedia services, and more through this MCP Server within the context of AI large model clients.
Last updated -
11
Python
MIT License
Why this server?
Built on Python, allowing execution of Python-based data analysis and Excel management operations.
Excel MCP Server
yzfly
A
security
F
license
A
quality
An MCP server that provides comprehensive Excel file operations, data analysis, and visualization capabilities for working with various spreadsheet formats like XLSX, CSV, and JSON.
Last updated -
8
36
Python
Why this server?
Uses Python scripts for browser automation to perform various operations like capturing screenshots, retrieving HTML content, executing JavaScript, and getting console logs from webpages
Browser Use Server
ztobs
A
security
F
license
A
quality
Enables browser automation using Python scripts, offering operations like taking webpage screenshots, retrieving HTML content, and executing JavaScript.
Last updated -
4
18
Python
Why this server?
The server is built on Python (version 3.10 or higher) and uses the FastMCP Python SDK to provide a dynamic MCP server implementation.
MCP-YNU FastMCP Serverofficial
ynu
-
security
A
license
-
quality
A dynamic MCP server implementation that automatically loads tools, resources, and prompts from their respective directories, allowing for easy extension and configuration.
Last updated -
Python
MIT License
Why this server?
Allows passing any Python code directly to Claude, enabling execution of custom Python functions through the MCP server
Fused MCP Agentsofficial
fusedio
-
security
A
license
-
quality
A Python-based MCP server that allows Claude and other LLMs to execute arbitrary Python code directly through your desktop Claude app, enabling data scientists to connect LLMs to APIs and executable code.
Last updated -
23
MIT License
Why this server?
The implementation language for the server, which handles all API interactions with Whissle
Whissle MCP Server
WhissleAI
A
security
F
license
A
quality
A Python-based server that provides access to Whissle API endpoints for speech-to-text, diarization, translation, and text summarization.
Last updated -
5
1
Python
Why this server?
Provides call graph analysis tools for Python codebases, allowing for initialization of code graphs, exploration of function call relationships, dependency analysis, and impact assessment of code changes.
Nuanced MCP Server
mattmorgis
A
security
F
license
A
quality
An MCP server that enables LLMs to understand and analyze code structure through function call graphs, allowing AI assistants to explore relationships between functions and analyze dependencies in Python repositories.
Last updated -
6
7
Python
Why this server?
Enables running and managing Python test suites using tox commands. Handles different test execution scenarios with configurable timeouts and provides targeted testing capabilities for Python projects.
Tox Testing MCP Server
that1guy15
A
security
F
license
A
quality
An MCP server that executes tox commands to run Python tests within a project using pytest, allowing users to run all tests or specific test groups, files, cases, or directories.
Last updated -
1
4
JavaScript
Why this server?
Provides an interactive Python code execution environment that allows running Python 3.12+ code with support for package installation and file generation
Python MCP Sandbox
JohanLi233
-
security
A
license
-
quality
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 -
13
Python
Apache 2.0
Why this server?
Provides a template foundation for building Model Context Protocol (MCP) servers in Python, enabling AI-assisted development of MCP tools
MCP Server Python Template
Cris-0k
-
security
A
license
-
quality
A streamlined foundation for building Model Context Protocol servers in Python, designed to make AI-assisted development of MCP tools easier and more efficient.
Last updated -
14
Python
MIT License
Why this server?
Supports server implementation and dependency management through Python's ecosystem, allowing the MCP server to run with Python 3.x and manage packages via pip.
JLCPCB Parts MCP Server
Adrie-coder
-
security
A
license
-
quality
A server that assists users in finding electronic components compatible with JLCPCB PCBA services through a searchable interface with filtering capabilities.
Last updated -
Python
GPL 3.0
Why this server?
Uses Python as the foundation for building and extending the MCP server functionality
MCP-Mem0
yellnuts
-
security
A
license
-
quality
A robust server for managing long-term agent memory using Mem0, providing efficient storage and retrieval of agent memories with a lightweight Python-based implementation.
Last updated -
Python
MIT License
Why this server?
Provides a sandboxed Python environment for executing code and scripts.
gbox
babelcloud
-
security
A
license
-
quality
Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.
Last updated -
55
Go
Apache 2.0
Why this server?
Offers a comprehensive CLI for direct interaction with biomedical databases through Python, allowing users to search for articles, clinical trials, and variants via command line.
BioMCP
genomoncology
-
security
A
license
-
quality
Provides LLMs with structured access to critical biomedical databases including PubTator3 (PubMed/PMC), ClinicalTrials.gov, and MyVariant.info through the Model Context Protocol.
Last updated -
144
Python
MIT License
Why this server?
Requires Python 3.8+ for the MCP server with support for executing Python scripts on remote servers.
Remote Terminal MCP
maricoxu
-
security
A
license
-
quality
A unified remote terminal management server that simplifies complex SSH connections and server management through MCP protocol, allowing users to control multiple remote servers with natural language commands as easily as local operations.
Last updated -
4,512
1
Python
MIT License
Why this server?
The server is built on Python 3.11+ and requires Python for execution.
MCP Trader Server
wshobson
-
security
A
license
-
quality
The MCP Trader Server conducts comprehensive technical analysis on stocks, offering insights into trends, momentum indicators, volatility metrics, and volume analysis to support stock trading decisions.
Last updated -
137
Python
MIT License
Why this server?
Parses Python code with a custom parser for analysis and visualization
SCAST MCP Server
davidkingzyb
-
security
A
license
-
quality
Converts code into UML diagrams and flowcharts through static analysis, enabling visualization of code structure and explanation of functionality.
Last updated -
23
JavaScript
MIT License
Why this server?
Built on Python 3.10+, leveraging the Python ecosystem for data processing and API integration.
solana-launchpads-mcp
kukapay
-
security
A
license
-
quality
An MCP server that tracks daily activity and graduate metrics across multiple Solana launchpads.
Last updated -
Python
MIT License
Why this server?
Supports native Python installation as an alternative to Docker deployment, with specific requirements for Python 3.13+ and uv.
Hass-MCP
voska
-
security
A
license
-
quality
A Model Context Protocol server that enables AI assistants like Claude to interact directly with Home Assistant, allowing them to query device states, control smart home entities, and perform automation tasks.
Last updated -
104
Python
MIT License
Why this server?
Parses Python projects to extract code structure, relationships, and metrics for analysis
CodeRAG
JonnoC
-
security
A
license
-
quality
An MCP server that transforms codebases into knowledge graphs using Neo4J, enabling AI assistants to understand code structure, relationships, and metrics for more context-aware assistance.
Last updated -
1
TypeScript
MIT License
Why this server?
Leverages Python for the server implementation, with comprehensive support for workspace context management through the Python-based MCP interface.
context-portal
GreatScottyMac
-
security
A
license
-
quality
context-portal
Last updated -
344
Python
Apache 2.0
Why this server?
Provides a tool for searching people using the Pearch.ai API, allowing customizable parameters like search type, result limit, and timeout.
Pearch
rebreakpsa
-
security
A
license
-
quality
This project provides a tool for searching people using the Pearch.ai, implemented as a FastMCP service.
Last updated -
Python
MIT License
Why this server?
Used as the implementation language for the MCP server and required for running it
Hong Kong Creative Goods Trade MCP Server
hkopenai
-
security
A
license
-
quality
Provides access to Hong Kong's recreation, sports, and cultural data through a FastMCP interface, allowing users to retrieve statistics on creative goods trade including domestic exports, re-exports, and imports with optional year filtering.
Last updated -
1
Python
MIT License
Why this server?
Provides Python API for interacting with the TTS engine, supporting various speech synthesis operations and batch processing
Advanced TTS MCP Server
samihalawa
-
security
A
license
-
quality
Provides high-quality text-to-speech synthesis with 10 natural voices, emotion control, and dynamic pacing for professional applications requiring expressive speech output.
Last updated -
JavaScript
MIT License
Why this server?
Built with Python 3.10+, utilizing Python's capabilities for data processing and API integration with the MLB Stats API.
mlb-api-mcp
guillochon
-
security
A
license
-
quality
Python MCP server that provides comprehensive access to MLB statistics and baseball data through a FastAPI-based interface. Acts as a bridge between AI applications and MLB data sources, enabling seamless integration of baseball statistics, game information, player data, and more.
Last updated -
Python
MIT License
Why this server?
Core programming language required to run the server (3.10+)
MCP Video Parser
michaelbaker-dev
-
security
A
license
-
quality
A video analysis system that uses AI vision models to process, analyze, and query video content through natural language, enabling users to search videos by time, location, and content.
Last updated -
Python
MIT License
Why this server?
Offers deep integration with Python for server implementation, configuration management, and execution environment.
Quarkdown MCP Server
Lillard01
-
security
A
license
-
quality
Provides comprehensive Quarkdown document processing capabilities, enabling AI assistants to compile, validate, preview, and batch process Quarkdown documents through a standardized interface.
Last updated -
Python
MIT License
Why this server?
Powers the server-side components of the MCP, processing commands and managing communication between the web UI and After Effects.
After Effects Motion Control Panel
PankajBagariya
-
security
A
license
-
quality
A robust system that connects web UI to After Effects, enabling real-time command processing and monitoring with comprehensive error handling.
Last updated -
1
Python
MIT License
Why this server?
The MCP server requires Python 3.12+ and provides Python-based tools for Windows automation and integration.
Windows MCP
CursorTouch
-
security
A
license
-
quality
A lightweight open-source server that enables AI agents to interact with the Windows operating system, allowing for file navigation, application control, UI interaction, and QA testing without requiring computer vision.
Last updated -
29
Python
MIT License
Why this server?
Supports development in Python with dedicated structure for implementing MCP servers.
Azure AI Agent Service MCP Server
azure-ai-foundry
-
security
A
license
-
quality
Enables connections to Azure AI Agents within any MCP client, allowing users to leverage Azure AI Foundry's models and knowledge tools like Azure AI Search and Bing Web Grounding through a conversational interface.
Last updated -
140
Python
MIT License
Why this server?
Required as the runtime environment for the ZMCP application
ZMCP
mexyusef
-
security
A
license
-
quality
A high-performance desktop application that implements the Model Context Protocol (MCP), providing both server and client capabilities for tool discovery, usage, and management through a modern PyQt6 interface.
Last updated -
Python
MIT License
Why this server?
Built on the MCP Python SDK to implement calculation capabilities, leveraging Python's numerical processing abilities for accurate arithmetic operations.
Calculator MCP Server
functicons
-
security
A
license
-
quality
A backend service that provides accurate arithmetic calculation capabilities to AI models via the Model Context Protocol, allowing LLMs to offload mathematical computations for numerical queries.
Last updated -
Python
MIT License
Why this server?
Provides an interactive Python code execution environment with tools for running code, installing packages, and managing files.
MCP Sandbox
JohanLi233
-
security
A
license
-
quality
An interactive Python code execution tool that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.
Last updated -
13
Python
Apache 2.0
Why this server?
Provides an alternative MCP server implementation in Python for developers working in that language.
Remote MCP Server
Azure-Samples
-
security
A
license
-
quality
A cloud-based custom MCP server using Azure Functions that enables saving and retrieving code snippets with secure communication through keys, HTTPS, OAuth, and network isolation options.
Last updated -
32
MIT License
Why this server?
Provides runtime environment for the MCP server with specific integration for different Python environments (Windows vs Dev Container contexts)
Policy MCP Server
TangoIndiaPapa
-
security
A
license
-
quality
A Model Context Protocol server that enforces policies on user inputs by checking against defined rules and rude words, helping ensure AI interactions remain appropriate and compliant.
Last updated -
Python
MIT License
Why this server?
Analyzes Python projects for security vulnerabilities, hardcoded secrets, and code quality issues.
Cycode
cycodehq
-
security
A
license
-
quality
Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning
Last updated -
88
Python
MIT License
Why this server?
Serves as the foundation for building tools that interact with Tushare's financial data APIs, providing comprehensive stock market data query capabilities.
Tushare_MCP
buuzzy
-
security
A
license
-
quality
A Model Context Protocol server that provides intelligent stock data assistance through Tushare's financial data API, enabling users to query comprehensive stock information, financial data, and market indices through natural language.
Last updated -
6
Python
MIT License
Why this server?
Runtime environment required for the MCP server, with version 3.10+ needed to execute the enterprise data service.
HANDAAS Enterprise Big Data Service MCPofficial
handaas
-
security
F
license
-
quality
A server that provides enterprise data services including company information, profiles, business details, shareholders, investments, branches, and key personnel through keyword search and specific queries.
Last updated -
2
Python
Why this server?
Leverages Python for tool creation, enabling users to write Python files with an invoke() function that are automatically exposed as tools to MCP-compatible AI clients.
MCP Dynamic Tools
xcud
-
security
A
license
-
quality
A dynamic MCP server that automatically discovers Python files in a directory and exposes them as tools to any MCP-compatible AI client, allowing users to easily create and deploy custom AI tools.
Last updated -
Python
MIT License
Why this server?
Serves as the implementation language for the MCP server, with the server communicating via JSON-RPC over stdin/stdout to provide energy grid information tools.
New England Power Grid MCP Server
jasonkholden
-
security
A
license
-
quality
Provides AI models with real-time data about New England's power grid through a Model Context Protocol interface, enabling questions about current power generation, fuel mix, and marginal fuels.
Last updated -
Python
MIT License
Why this server?
Implements a Python-based MCP server for interacting with Aseprite, requiring Python 3.13+ to operate and offering Lua script generation for Aseprite operations.
Aseprite MCP Tools
ext-sakamoro
-
security
A
license
-
quality
A Python MCP server enabling programmatic interaction with Aseprite for pixel art creation and manipulation with features like drawing operations, palette management, and batch processing.
Last updated -
Python
MIT License
Why this server?
Provides a secure Python execution environment in isolated microVMs, with support for NumPy, Pandas, and other data analysis libraries
microsandbox
microsandbox
-
security
A
license
-
quality
microsandbox
Last updated -
2,480
Rust
Apache 2.0
Why this server?
Offers Python client implementations for all server functionalities, enabling integration of privateGPT capabilities into Python applications.
privateGPT MCP Server
Fujitsu-AI
-
security
A
license
-
quality
A server implementation that allows secure communication between MCP clients and privateGPT, enabling users to chat with privateGPT using knowledge bases and manage sources, groups, and users through a standardized Model Context Protocol.
Last updated -
4
JavaScript
MIT License
Why this server?
Built using Python for implementation of the MCP server and client interactions
MCP Orchestrator
gramanoid
-
security
A
license
-
quality
A sophisticated server that coordinates multiple LLMs (Claude, Gemini, etc.) using the Model Context Protocol to enhance reasoning capabilities through strategies like progressive deep dive and consensus-based approaches.
Last updated -
Python
MIT License
Why this server?
Provides the foundation for defining MCP tools, resources, and prompts using Pythonic decorators and classes, allowing for easy extension of server capabilities.
mcp-plexus
Super-I-Tech
-
security
A
license
-
quality
mcp-plexus
Last updated -
2
Python
Apache 2.0
Why this server?
Built on Python with specific version requirements (3.12+) for running the MCP server.
fal
derekalia
-
security
A
license
-
quality
MCP server for interacting with fal.ai models and services. Uses the latest streaming MCP support.
Last updated -
1
Python
MIT License
Why this server?
Built using the OpenFGA Python SDK and MCP Python SDK, requiring Python 3.10+ for operation
OpenFGA MCP
evansims
-
security
A
license
-
quality
An experimental Model Context Protocol server that enables Large Language Models to read, search, and manipulate OpenFGA authorization stores, unlocking fine-grained access control for agentic AI and natural language interactions.
Last updated -
9
Python
Apache 2.0
Why this server?
Built for Python projects with specific version requirements (3.10+), providing static taint analysis for Python code.
Lanalyzer MCP Server
bayuncao
-
security
A
license
-
quality
Provides Python code security analysis through the Model Context Protocol, enabling AI tools to detect potential vulnerabilities like SQL injection and XSS by identifying tainted data flows from untrusted sources to sensitive operations.
Last updated -
31
Python
AGPL 3.0
Why this server?
Built with Python and requires Python 3.10 or higher to enable Excel workbook creation, analysis and conversion
Spire.XLS MCP Server
eiceblue
-
security
A
license
-
quality
A robust solution that enables AI agents to create, read, modify, and convert Excel files through the Model Context Protocol without requiring Microsoft Office installation.
Last updated -
2
Python
MIT License
Why this server?
Built on Python 3.9+ as the implementation language for the ServiceNow MCP server.
ServiceNow MCP Server
LokiMCPUniverse
-
security
A
license
-
quality
A Model Context Protocol server that enables AI assistants and development tools to interact with ServiceNow instances, providing comprehensive API coverage for incident management, change management, CMDB, and other ServiceNow modules.
Last updated -
1
Python
MIT License
Why this server?
Leverages the psutil Python library to collect and provide system CPU and memory statistics through the MCP server
PsUtil MCP Server
BenedatLLC
-
security
A
license
-
quality
Provides tools for obtaining system CPU and memory statistics through FastAPI endpoints exposed via MCP.
Last updated -
2
Python
Apache 2.0
Why this server?
Provides Python-based implementation of the MCP server with support for context management and messaging
MCP Server
stelang
-
security
A
license
-
quality
An implementation of the Model Context Protocol (MCP) server that enables multiple clients to connect simultaneously and handles basic context management and messaging with an extendable architecture.
Last updated -
Python
MIT License
Why this server?
Provides a Python module interface for the Binary Ninja MCP Server, allowing it to be run as a Python script.
Binary Ninja MCP Server
rsprudencio
-
security
A
license
-
quality
A Model Context Protocol server that enables Large Language Models to interact with Binary Ninja for reverse engineering tasks like viewing assembly code, decompiled code, renaming functions, and adding comments.
Last updated -
2
Python
MIT License
Why this server?
Built on Python with specific requirements for version 3.12 or higher, using Python's ecosystem for the controller emulation server.
Xbox Controller MCP Server
bcperry
-
security
A
license
-
quality
An MCP server that provides Xbox controller emulation capabilities, allowing users to programmatically control buttons, analog sticks, and triggers through an API interface.
Last updated -
Python
MIT License
Why this server?
Provides sandboxed Python code execution with security controls including memory limits, execution timeouts, and library restrictions.
Container-MCP
54rt1n
-
security
A
license
-
quality
A secure, container-based implementation of the Model Context Protocol (MCP) that provides sandboxed environments for AI systems to safely execute code, run commands, access files, and perform web operations.
Last updated -
9
Python
Apache 2.0
Why this server?
Supports listing installed Python packages and likely executing Python scripts through the bash interface.
Linux Bash MCP Server
gunjanjp
-
security
A
license
-
quality
A Model Context Protocol server that enables Claude Desktop to execute bash commands and scripts in WSL2 Linux distributions on Windows.
Last updated -
JavaScript
MIT License
Why this server?
Provides access to Wind API financial data services through Python, enabling retrieval of real-time market quotes, historical series data, and cross-sectional data via tools like wind_wsq, wind_wsd, and wind_wss.
Wind API MCP Direct Server
abuttoncc
-
security
A
license
-
quality
A server that provides direct connection to Wind API through MCP interface, allowing HTTP or SSE-based access to financial data functions like wsd, wss, and wsq without requiring additional socket servers.
Last updated -
Python
MIT License
Why this server?
Integrates with WindPy, a Python-based financial data interface, allowing AI models to query real-time financial data, execute complex date calculations, and access Wind API functionality for financial analysis.
Wind MCP Server
abuttoncc
-
security
A
license
-
quality
A tool server that enables large language models to directly access and utilize WindPy financial data API capabilities, allowing AI to query real-time financial data like a professional analyst.
Last updated -
Python
MIT License
Why this server?
Generates Python scripts using pywin32 to automate SolidWorks operations, including creating parts and drawings.
SolidWorks MCP
arhamgarg
-
security
A
license
-
quality
An MCP server that generates Python scripts for automating SolidWorks tasks by translating natural language requests into executable pywin32 code for creating parts and drawings.
Last updated -
1
Python
AGPL 3.0
Why this server?
Powers the MSSQL MCP server implementation, allowing for database operations and business intelligence capabilities
MSSQL MCP Server
daobataotie
-
security
A
license
-
quality
Provides database interaction and business intelligence capabilities, enabling users to run SQL queries, analyze business data, and automatically generate business insight memos for Microsoft SQL Server databases.
Last updated -
31
Python
MIT License
Why this server?
Allows implementation of MCP servers using Python, mentioned as one of the languages used in the sample.
Secure Remote MCP Server
Azure-Samples
-
security
A
license
-
quality
Acts as an AI Gateway for MCP servers using Azure API Management, implementing the latest MCP Authorization specification.
Last updated -
57
MIT License
Why this server?
Requires Python 3.12+ as the runtime environment, with specific installation instructions for setting up the server with Python dependencies.
FS-MCP Server
boleyn
-
security
A
license
-
quality
A Model Context Protocol server that provides intelligent file reading and semantic search capabilities across multiple document formats with security-first access controls.
Last updated -
3
Python
MIT License
Why this server?
Uses Python to run the MCP server, enabling access to Alpaca's trading functionality through Python scripts and applications.
Alpaca MCP Server
jwaresolutions
-
security
A
license
-
quality
Provides tools for interacting with the Alpaca Trading API, enabling trading operations like getting account information, placing/canceling orders, listing positions, and accessing market data.
Last updated -
JavaScript
MIT License
Why this server?
Exposes Python Rope refactoring library capabilities to users, enabling symbol renaming, method extraction, code analysis, and object information retrieval for Python codebases.
Rope MCP
brukhabtu
-
security
A
license
-
quality
A Model Context Protocol server that exposes Python Rope refactoring capabilities to Claude Code, enabling safe symbol renaming, method extraction, code analysis, and more.
Last updated -
Python
MIT License
Why this server?
Uses Python as the implementation language, with dependencies installed via pip or uv
Processing MCP Server
twelve2five
-
security
A
license
-
quality
An MCP server that enables AI assistants to create and run Processing sketches directly through natural language commands.
Last updated -
2
Python
MIT License
Why this server?
Integrates with Python language server (pyright) to provide code intelligence, including definitions, references, diagnostics, and code lens for Python codebases
MCP Language Server
isaacphi
-
security
A
license
-
quality
Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
Last updated -
401
Go
BSD 3-Clause
Why this server?
Built on Python with requirements for Python 3.10+ runtime environment.
MCP Databricks Server
RafaelCartenet
-
security
A
license
-
quality
This is a Model Context Protocol (MCP) server for executing SQL queries against Databricks using the Statement Execution API. It enables AI assistants to directly query Databricks data warehouses, analyze database schemas, and retrieve query results in a structured format
Last updated -
9
Python
MIT License
Why this server?
Used as the foundation for implementing the MCP server, with the README specifying Python 3.8+ as a prerequisite for running the server.
calcom-mcp
Danielpeter-99
-
security
A
license
-
quality
calcom-mcp
Last updated -
1
Python
MIT License
Why this server?
Enables building MCP agent applications as Python scripts, providing a programmatic interface for agent creation and management.
MCP Search Server
Nghiauet
-
security
A
license
-
quality
Provides web search functionality for the Gemini Terminal Agent, handling concurrent requests and content extraction to deliver real-time information from the web.
Last updated -
Python
Apache 2.0
Why this server?
Built on Python with version 3.8+ support for data analytics operations
MCP Data Analytics Server
Edwin1719
-
security
A
license
-
quality
A FastMCP-based server that provides data analysis tools for processing, analyzing, and visualizing data with an intuitive Streamlit web interface.
Last updated -
Python
MIT License
Why this server?
Used as the implementation language for the MCP server and custom tools
MCP Unified Server
getfounded
-
security
A
license
-
quality
A modular server implementation for Claude AI assistants with integrated tools, enabling Claude to perform actions and access external resources like file systems, web searches, browser automation, financial data, and document generation.
Last updated -
66
Python
MIT License
Why this server?
Enables interaction with Unreal Engine through Python scripts, allowing for programmatic control of engine features including spawning actors, creating Blueprints, setting up game elements, and automating editor operations.
Unreal Engine MCP Bridge
gingerol
-
security
A
license
-
quality
A server that enables control of Unreal Engine 5.5+ using natural language commands, allowing users to create Blueprints, manipulate actors, work with nodes, manage project settings, and create UMG widgets through the Model Context Protocol.
Last updated -
Python
MIT License
Why this server?
Specifies Python 3.10+ as a requirement for the MCP server functionality
hyperliquid-info-mcp
kukapay
-
security
A
license
-
quality
hyperliquid-info-mcp
Last updated -
Python
MIT License
Why this server?
Connects to ProAlpha MSSQL databases, automatically captures database schemas, and provides read-only SQL query capabilities through a Python-based MCP server
ProAlpha MCP Server
NinjaEde
-
security
A
license
-
quality
A Model-Context-Protocol server that provides a read-only interface to ProAlpha MSSQL databases, automatically capturing database schemas and enabling data analysis through SQL queries.
Last updated -
Python
MIT License
Why this server?
Built on Python 3.8+ with full async support for 3D model processing
Tripo3D MCP
lxy2109
-
security
A
license
-
quality
A tool integration that wraps Tripo3D API capabilities for 3D model generation, texturing, animation, and format conversion, supporting text/image-to-3D workflows via natural language commands.
Last updated -
Python
MIT License
Why this server?
Required as a dependency for the MCP server, but not directly integrated as a service
Stata MCP Server
hanlulong
-
security
A
license
-
quality
Provides a bridge between Stata statistical software and code editors like VS Code and Cursor, enabling users to run Stata commands directly from the editor, view output in real-time, and get AI-powered assistance with Stata coding.
Last updated -
33
JavaScript
MIT License
Why this server?
Offers Python-based integration for accessing the PPT generation service programmatically, allowing developers to implement the MCP protocol in Python applications.
讯飞智文PPT生成服务MCP Server
Alex-Smith-1234
-
security
A
license
-
quality
An MCP-compatible server that uses iFlytek's large language model to generate PowerPoint presentations, offering template selection, outline creation, and PPT generation with features like automatic image insertion.
Last updated -
Python
MIT License
Why this server?
Leverages the kroger-api Python library to interact with Kroger's API for finding stores, searching products, managing shopping carts, and accessing grocery data
Kroger MCP Server
CupOfOwls
-
security
A
license
-
quality
A FastMCP server that provides AI assistants like Claude with seamless access to Kroger's grocery shopping functionality through the Model Context Protocol, enabling store finding, product searching, and cart management.
Last updated -
5
Python
MIT License
Why this server?
Supports running the CS2 RCON MCP server using Python 3.8+ for those who prefer direct installation rather than Docker
CS2 RCON MCP Server
v9rt3x
-
security
A
license
-
quality
A Model Context Protocol server that allows management of Counter-Strike 2 game servers via RCON commands using natural language.
Last updated -
2
Python
MIT License
Why this server?
Leverages Python for implementing the MCP server, with support for Python 3.9+ environments and package management.
MCP Server Legifrance
pylegifrance
-
security
A
license
-
quality
A server implementing the Model Context Protocol to allow direct access to French legal resources (laws, codes, case law) from compatible Large Language Models like Claude, enabling interactive legal research through the Legifrance API.
Last updated -
10
Python
MIT License
Why this server?
Required as the runtime environment for the MCP server, with version 3.7 or higher needed to run the OneSignal integration.
OneSignal MCP Server
WeirdBrains
-
security
A
license
-
quality
A Model Context Protocol server that wraps the OneSignal REST API, enabling management of push notifications, emails, SMS, user devices, and segments across multiple OneSignal applications.
Last updated -
2
Python
MIT License
Why this server?
Uses the Python MCP SDK to build the server, requiring Python 3.12+ for operation.
Raindrop MCP Server
ddltn
-
security
A
license
-
quality
An MCP server that allows Claude Desktop to access and manage Raindrop.io bookmarks through natural language commands, supporting operations for collections, raindrops, and tags.
Last updated -
2
Python
MIT License
Why this server?
Provides the runtime environment for the MCP server implementation.
MCP-Audio Plugin
AIO-2030
-
security
A
license
-
quality
A voice-to-text transcription service that converts audio files to transcripts using SiliconFlow, supporting both multipart/form-data and base64 formats.
Last updated -
1
Python
Apache 2.0
Why this server?
Enables using the RevenueBase MCP server with Python applications through the MCP Python SDK, allowing developers to verify emails and manage batch processing programmatically.
revenuebase-mcp-server
avivshafir
-
security
A
license
-
quality
revenuebase-mcp-server
Last updated -
Python
MIT License
Why this server?
Serves as the runtime environment for the MCP server, allowing execution of the server script for email verification and finding functionality.
trykittai-mcp-server
avivshafir
-
security
A
license
-
quality
trykittai-mcp-server
Last updated -
Python
MIT License
Why this server?
Provides the implementation environment for the LinkedIn profile analyzer MCP server.
Linkedin-Profile-Analyzer
rugvedp
-
security
A
license
-
quality
A powerful LinkedIn Profile Analyzer that seamlessly integrates with Claude AI to fetch and analyze public LinkedIn profiles, enabling users to extract, search, and analyze posts data through RapidAPI's LinkedIn Data API.
Last updated -
10
Python
MIT License
Why this server?
Interfaces with CODESYS's internal Python 2.7 scripting engine to enable automation tasks and code manipulation.
CODESYS MCP Toolkit
johannesPettersson80
-
security
A
license
-
quality
A Model Context Protocol server that enables seamless interaction between MCP clients (like Claude Desktop) and CODESYS V3 programming environments, allowing automation of project management, POU creation, code editing, and compilation tasks.
Last updated -
73
2
TypeScript
MIT License
Why this server?
Used within TouchDesigner for scripting and controlling nodes, allowing AI agents to execute Python code to manipulate TouchDesigner projects.
TouchDesigner MCP
8beeeaaat
-
security
A
license
-
quality
A Model Context Protocol server that enables AI agents to control and operate TouchDesigner projects through creation, modification, and querying of nodes and project structures.
Last updated -
215
26
Python
MIT License
Why this server?
Provides comprehensive vulnerability checking for Python packages, including version-specific vulnerability detection and security reporting.
MCP Vulnerability Checker Server
firetix
-
security
A
license
-
quality
A Model Context Protocol server providing security vulnerability intelligence tools including CVE lookup, EPSS scoring, CVSS calculation, exploit detection, and Python package vulnerability checking.
Last updated -
2
Python
MIT License
Why this server?
Powers the core functionality of the EPSS MCP server, providing the runtime environment and language support for retrieving and processing vulnerability data.
EPSS MCP Server
jgamblin
-
security
A
license
-
quality
A server that retrieves CVE details from the NVD API and fetches EPSS scores to provide comprehensive vulnerability information, including descriptions, CWEs, CVSS scores, and exploitation likelihood percentiles.
Last updated -
8
Python
MIT License
Why this server?
Provides a FastMCP framework interface for executing Microsoft SQL Server database queries and retrieving table structure information through Python-based client applications.
Jewei MSSQL MCP Server
jeweis
-
security
A
license
-
quality
A FastMCP-based server that enables executing Microsoft SQL Server data queries and table structure queries through a standardized MCP protocol interface.
Last updated -
1
Python
MIT License
Why this server?
Implemented in Python with support for Python 3.8+ environments.
Kafka MCP Server
pavanjava
-
security
A
license
-
quality
Enables AI models to publish and consume messages from Apache Kafka topics through a standardized interface, making it easy to integrate Kafka messaging with LLM and agent applications.
Last updated -
11
Python
Apache 2.0
Why this server?
Requires Python environment (3.8+) for running the MCP server
Doubao TTS MCP
lxy2109
-
security
A
license
-
quality
A Model Context Protocol server that wraps Volcengine's Text-to-Speech API, allowing users to generate speech from text using natural language parameters for customizing voice type, emotion, and speed.
Last updated -
4
Python
MIT License
Why this server?
Built using Python and FastMCP, allowing for development of tools that interact with Zillow's Bridge API to retrieve and process real estate data.
Zillow MCP Server
rohitsingh-iitd
-
security
A
license
-
quality
A Model Context Protocol server that provides real-time access to Zillow real estate data, enabling property search, detailed information retrieval, Zestimates, market trends analysis, and mortgage calculations.
Last updated -
3
Python
MIT License
Why this server?
Serves as the core programming language for the multi-agent architecture, integrating the Brain, Eye, Ear, and Mouth agents
MCP Agent Platform
rolenet
-
security
A
license
-
quality
A multi-agent human-computer interaction system that enables natural interaction through integrated visual recognition, speech recognition, and speech synthesis capabilities.
Last updated -
11
Python
Apache 2.0
Why this server?
Requires Python 3.9 or higher as the runtime environment for the MCP server
SearchAPI MCP Agent
RmMargt
-
security
A
license
-
quality
A bridge between AI assistants and search services that implements A2A protocol and Model Context Protocol, enabling search functionality for web, videos, maps, flights, and hotels.
Last updated -
8
Python
MIT License
Why this server?
Utilizes Python as the foundation for implementing the MCP server, with specific requirements for Python 3.12.
AlphaVantage MCP Server
lifejwang11
-
security
A
license
-
quality
An MCP server that integrates with the AlphaVantage financial data API, providing access to stock market data, technical indicators, and fundamental financial information.
Last updated -
Python
MIT License
Why this server?
Provides an interface for AI agents to interact with KevoDB, a key-value database, enabling operations like basic key-value operations, range/prefix/suffix scans, transactions, batch operations, and database statistics retrieval.
KevoDB MCP Server
KevoDB
-
security
A
license
-
quality
Implements a Multimodal Communication Protocol server for KevoDB, allowing AI agents to interact with the key-value database through a standardized API with support for core operations like get/put, scans, transactions, and batch operations.
Last updated -
1
Python
MIT License
Why this server?
Serves as the implementation language for the voice recognition service, with specific commands for running the service and installing required dependencies.
Voice Recognition MCP Service
yangsenessa
-
security
A
license
-
quality
Provides voice recognition and text extraction capabilities with support for both stdio and MCP modes, processing audio files or base64 encoded data and returning structured results with language, emotion, and speaker information.
Last updated -
Python
MIT License
Why this server?
Leverages Python libraries like python-pptx for programmatically creating and manipulating PowerPoint presentations, enabling slide creation, content insertion, and presentation formatting.
PPTX MCP Server
samos123
-
security
A
license
-
quality
A FastMCP-powered server for programmatically creating, editing, and rendering PowerPoint (PPTX) presentations with features for slide creation, content insertion, and PNG rendering.
Last updated -
11
Python
Apache 2.0

Panther MCP Serverofficial

Semgrep MCP Serverofficial

Doris MCP Serverofficial

Chroma MCP Serverofficial

Norman Finance MCP Serverofficial

StarRocks MCP Serverofficial

YDB MCPofficial

Databutton MCP Serverofficial

ScrapeGraph MCP Serverofficial

Unstructured API MCP Serverofficial

AgentModeofficial

mcp-run-pythonofficial

Tecton MCP Serverofficial

GenAIScriptofficial

Optuna MCP Serverofficial

BaiduMapofficial

alpaca-mcp-serverofficial

ThingsPanel MCPofficial

CodeAlive MCPofficial

Pearlofficial

Flyworks MCPofficial

Qiniu MCP Serverofficial

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