Python

Glama

MCP Servers for Python

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

View all MCP Servers

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?
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?
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
2
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
140
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
20
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?
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?
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
124
TypeScript
GPL 3.0
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?
Enables searching through Python-specific AWS Lambda Powertools documentation to find relevant implementation guides, features, and usage examples.
Powertools MCP Search Server
serverless-dna
A
security
A
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
149
21
TypeScript
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
6
Python
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?
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
Python
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?
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
2
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?
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 -
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
60
Python
Apache 2.0
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?
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
176
4
JavaScript
The Unlicense
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?
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 -
94
2
TypeScript
Apache 2.0
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
32
Python
Apache 2.0
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
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?
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
16
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?
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
22
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
9,855
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
2,610
TypeScript
MIT License
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
968
3
JavaScript
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
37
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?
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
-
security
A
license
-
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 -
157
Python
Apache 2.0
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?
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 -
1
MIT License
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 -
36
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 -
262
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?
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 -
23
Python
Apache 2.0
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?
Utilizes Python as the implementation language, requiring Python 3.10+ for server operation.
AgentMail
agentmail-to
A
security
F
license
A
quality
Gives on-the-fly inboxes to AI agents. Agents / LLM's can send, receive, and take action in isolated inboxes. Built for AI unlike Gmail. Check us out at agentmail.to
Last updated -
10
1
Python
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
Python
Why this server?
The implementation language for the server, which handles all API interactions with Whissle
Whissle MCP Server
vmehta14
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
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?
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
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?
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?
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 -
13
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
-
security
A
license
-
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 -
936
Python
MIT License
Why this server?
Provides Python-based functionality for rule creation, data querying, and alert management through PyPI package distribution.
mcp-panther
panther-labs
-
security
A
license
-
quality
mcp-panther
Last updated -
1
Python
Apache 2.0
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?
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 -
Python
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 -
11
Python
Apache 2.0
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 -
129
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?
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 -
146
Rust
Apache 2.0
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?
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 -
42
Go
Apache 2.0
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 -
8
Python
MIT License
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?
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 -
208
Python
Apache 2.0
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 -
21
JavaScript
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?
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 -
131
Python
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?
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 -
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?
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?
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?
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
-
security
A
license
-
quality
Provides Excel file manipulation capabilities. This server enables workbook creation, data manipulation, formatting, and advanced Excel features.
Last updated -
845
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
Why this server?
Provides mutation testing capabilities specifically for Python modules and packages.
Mutmut MCP
wdm0006
-
security
A
license
-
quality
A Model Context Protocol server that provides programmatic APIs for running mutation tests with mutmut, analyzing results, and improving test coverage in Python projects.
Last updated -
Python
MIT License
Why this server?
Built using Python and requires Python 3.9 or higher for server operation.
ISE MCP Server
automateyournetwork
-
security
A
license
-
quality
A Model Context Protocol server that enables programmatic interaction with Cisco Identity Services Engine APIs through standardized, discoverable tools.
Last updated -
4
Python
Apache 2.0
Why this server?
Executes Manim Python scripts to generate mathematical animations, allowing for dynamic creation and rendering of visual content.
manim-mcp-server
abhiemj
-
security
A
license
-
quality
Generate animation like 3blue1brown using a single prompt.
Last updated -
370
Python
MIT License
Why this server?
Built with Python 3.10+ as the required runtime environment for the MCP server.
TON Blockchain MCP
devonmojito
-
security
A
license
-
quality
A Model Context Protocol server that enables natural language interaction with the TON blockchain, allowing users to perform queries for balances, analyze trading patterns, detect hot trends, and conduct forensic investigations on blockchain data.
Last updated -
12
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?
Leverages Python runtime for the MCP server implementation, with specific requirement for Python 3.10+ to run the web testing agent.
VibeCheck
GroundNG
-
security
A
license
-
quality
AI-powered agent that integrates with coding assistants via MCP to automate web testing workflows, allowing developers to record tests, execute regression testing, and discover test flows using natural language prompts.
Last updated -
46
Python
Apache 2.0
Why this server?
Leverages Python for web testing automation, with support for Playwright browser control and LLM integration for test recording, execution, and discovery
Web-QA
GroundNG
-
security
A
license
-
quality
AI-powered agent that streamlines web testing workflows by allowing developers to record, execute, and discover tests using natural language prompts in their AI coding assistants.
Last updated -
46
Python
Apache 2.0
Why this server?
Supports running Python-based MCP servers and tools, including through direct process management and UVX integration
Moonshot MCP Server Gateway
MarshallEriksen-shaomingyang
-
security
A
license
-
quality
A lightweight gateway server that provides a unified connection entry point for accessing multiple MCP servers, supporting various protocols including Network and Local Transports.
Last updated -
Python
Apache 2.0
Why this server?
Built as a Python-based server, allowing users to leverage Python's ecosystem for EPICS control system integration and automation.
EPICS MCP Server
Jacky1-Jiang
-
security
A
license
-
quality
A Python-based server that interacts with EPICS process variables, allowing users to retrieve PV values, set PV values, and fetch detailed information about PVs through a standardized interface.
Last updated -
2
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 -
4
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 -
28
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 -
11
Python
Apache 2.0
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 -
299
Go
BSD 3-Clause
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 on Python 3.7+, providing the runtime environment for the LinkedIn Profile Analyzer MCP server and its tools.
LinkedIn Profile Analyzer MCP
Hama-amir
-
security
A
license
-
quality
Enables users to fetch, analyze, and manage LinkedIn posts data through tools that retrieve profiles, search posts by keywords, filter by date, and identify top-performing content based on engagement metrics.
Last updated -
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 -
2
Python
MIT License
Why this server?
Utilizes Python for implementing social media marketing automation tasks
Twitter Marketing MCP
rugvedp
-
security
A
license
-
quality
Twitter Marketing MCP
Last updated -
Python
MIT License
Why this server?
Offers a sandbox to run Python code with pre-installed libraries in an isolated environment
Sandbox MCP
pottekkat
-
security
A
license
-
quality
Sandbox MCP
Last updated -
48
Go
MIT License
Why this server?
Utilizes Python as the implementation language, with support for Python-based environment setup, dependency management, and execution of the MCP server.
ms-sentinel-mcp-server
dstreefkerk
-
security
A
license
-
quality
ms-sentinel-mcp-server
Last updated -
2
Python
MIT License
Why this server?
Built for Python 3.13+ compatibility, enabling Python-based automation of GNURadio workflows
GnuRadio
yoelbassin
-
security
A
license
-
quality
GnuRadio
Last updated -
2
Python
GPL 3.0
Why this server?
Built on Python 3.10+ and integrates with Python libraries for speech recognition and text-to-speech functionality
Speech MCP
Kvadratni
-
security
A
license
-
quality
A Goose MCP extension providing voice interaction with modern audio visualization, allowing users to communicate with Goose through speech rather than text.
Last updated -
36
Python
MIT License
Why this server?
Built with the official MCP Python SDK, requiring Python 3.8 or later for installation and operation.
Frida MCP
dnakov
-
security
A
license
-
quality
An MCP-compliant server that enables AI systems to interact with mobile and desktop applications through Frida's dynamic instrumentation capabilities, allowing for process management, device control, JavaScript execution, and script injection.
Last updated -
62
Python
MIT License
Why this server?
Provides a Python-based MCP server implementation for accessing A-share market data, offering historical stock data, financial reports, market overview, and economic indicators for Chinese stock markets.
A-Share MCP Server
24mlight
-
security
A
license
-
quality
A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
Last updated -
178
Python
MIT License
Why this server?
Provides Python-based integration with example code for agents to fetch NFL transaction data programmatically.
NFL Transactions MCP
einreke
-
security
A
license
-
quality
A Modular Command-line Program for fetching and filtering NFL transaction data, including player movements, injuries, disciplinary actions, and more from ProSportsTransactions.com.
Last updated -
Python
MIT License
Why this server?
Used for implementing several backend MCP server tools, allowing execution of Python-based server processes.
MCP-Gateway
trtyr
-
security
A
license
-
quality
MCP-Gateway
Last updated -
17
Python
GPL 3.0
Why this server?
Enables generating Python code based on queries and executing Python code within the MCP environment.
Rini MCP Server
mori-mmmm
-
security
A
license
-
quality
A collection of custom MCP servers providing various AI-powered capabilities including web search, YouTube video analysis, GitHub repository analysis, reasoning, code generation/execution, and web crawling.
Last updated -
2
Python
MIT License
Why this server?
Primary programming language used to build the MCP server application and its components.
AI Customer Support Bot - MCP Server
ChiragPatankar
-
security
A
license
-
quality
A Model Context Protocol (MCP) server that provides AI-powered customer support using Cursor AI and Glama.ai integration.
Last updated -
1
Python
MIT License
Why this server?
Runtime environment for the MCP server with support for batch processing, priority queuing, and rate limiting.
AI Customer Support Bot - MCP Server
ChiragPatankar
-
security
A
license
-
quality
A Model Context Protocol (MCP) server that provides AI-powered customer support using Cursor AI and Glama.ai integration.
Last updated -
1
Python
MIT License
Why this server?
Supports native Python execution as an alternative to Docker deployment, with detailed instructions for environment setup and dependency management.
MCP SearXNG Enhanced
OvertliDS
-
security
A
license
-
quality
A Model Context Protocol server that enables web search with category support, website content scraping with citation metadata, and timezone-aware date/time tools.
Last updated -
Python
MIT License
Why this server?
Leverages Python for the implementation of the MCP server that connects to Photoshop, enabling programmatic control of PSD editing and creative workflows.
PsMCP - MCP Server for Photoshop
Chandrahas455
-
security
A
license
-
quality
A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.
Last updated -
2
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?
Used as the runtime environment for the MCP server implementation.
MCP-CEP
wendellbigato
-
security
A
license
-
quality
A server for querying Brazilian postal codes (CEPs) using the ViaCEP public API, compatible with Goose as a command-line extension.
Last updated -
2
Python
MIT License
Why this server?
Functions as a Python package for querying stock information tables from financial websites
query_table
wukan1986
-
security
A
license
-
quality
A web scraper for financial table data that implements the Model Context Protocol, allowing users to query stock data from multiple Chinese financial websites including THS, TDX, and EastMoney.
Last updated -
16
Python
MIT License
Why this server?
Serves as the runtime environment for the MCP server, requiring Python 3.10+ for operation.
pancakeswap-poolspy-mcp
kukapay
-
security
A
license
-
quality
An MCP server that tracks newly created liquidity pools on Pancake Swap.
Last updated -
2
Python
MIT License
Why this server?
Provides the runtime environment for the AbletonMCP server, allowing it to connect Ableton Live to AI assistants through the Model Context Protocol.
AbletonMCP Enhanced
itsuzef
-
security
A
license
-
quality
Connects Ableton Live to AI assistants through Model Context Protocol (MCP), enabling natural language control of music production tasks like track creation, MIDI editing, instrument loading, and playback control.
Last updated -
18
Python
MIT License
Why this server?
Provides the runtime environment for the RAGFlow MCP server, requiring Python 3.12 specifically.
RAGFlow MCP
oraichain
-
security
A
license
-
quality
A simple temporary MCP server for RAGFlow that bridges the gap until an official version is released.
Last updated -
1
Python
Apache 2.0
Why this server?
Built on Python 3.9+ and leverages Python's ecosystem for implementing Bayesian reasoning and inference capabilities.
Bayesian MCP
wrenchchatrepo
-
security
A
license
-
quality
A Model Calling Protocol server that enables LLMs to perform rigorous Bayesian analysis and probabilistic reasoning, including inference, model comparison, and predictive modeling with uncertainty quantification.
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 -
23
MIT License
Why this server?
Provides a Python-based toolkit for memory analysis and manipulation through the MCP interface
MCP CheatEngine Toolkit
Lyoneos
-
security
A
license
-
quality
Python-based toolkit that communicates with CheatEngine through MCP interface, allowing memory reading and assembly code analysis.
Last updated -
12
Python
MIT License
Why this server?
Uses Python-based frameworks like Nornir and NAPALM to provide network automation tools that can interact with multi-vendor network devices.
Nornir MCP Server
yhvh-chen
-
security
A
license
-
quality
A FastMCP server that provides network automation tools by exposing Nornir and NAPALM operations as MCP tools, allowing users to manage and interact with network devices through compatible MCP clients.
Last updated -
Python
MIT License
Why this server?
The implementation language for the MCP server, with support for virtual environments and package management for dependencies.
VoIPBin MCP Server
nrjchnd
-
security
A
license
-
quality
A Model Context Protocol server that enables AI models to interact with VoIPBin's VoIP services, supporting features like call management, agent management, campaigns, conferences, and chat functionality.
Last updated -
2
Python
MIT License
Why this server?
Built on Python 3.8+, enabling Python-based setup and execution of the HTTP-4-MCP middleware server.
http-4-mcp
Tght1211
-
security
A
license
-
quality
HTTP-4-MCP configuration tool allows you to easily convert HTTP API into MCP tool, writing the code written. Through simple interface operation, you can quickly configure an mcp-server.
Last updated -
6
JavaScript
Mulan Permissive Software License, Version 2
Why this server?
Implemented in Python with dependencies managed through pip and requirements.txt.
Unsplash API MCP Server
gzpaitch
-
security
A
license
-
quality
An API that exposes Unsplash image search, listing, and random photo capabilities as MCP tools, enabling AI models like Claude to directly interact with Unsplash's services.
Last updated -
Python
MIT License
Why this server?
Built on Python 3.10+, utilizing Python's capabilities to bridge Dune Analytics data to AI agents through MCP tools.
dune-analytics-mcp
kukapay
-
security
A
license
-
quality
A mcp server that bridges Dune Analytics data to AI agents.
Last updated -
16
Python
MIT License
Why this server?
Provides a Python framework for hardware control and automation with MCPHardwareClient
MCP Hardware Access Library
UnitApi
-
security
A
license
-
quality
A Python framework that enables secure hardware control through the Model Context Protocol, allowing AI agents and automation systems to interact with physical devices across multiple platforms.
Last updated -
Python
Apache 2.0
Why this server?
Built with Python 3.9+, leveraging the language's capabilities for implementing the Model Context Protocol server functionality.
Supabase MCP Server
ninad7007
-
security
A
license
-
quality
A Model Context Protocol server that enables AI tools to interact with Supabase databases, providing tools for reading, creating, updating, and deleting records in Supabase tables.
Last updated -
Python
MIT License
Why this server?
Built with Python libraries like PyAutoGUI for computer control functionality, with installation and execution through Python package management.
Computer Control MCP
AB498
-
security
A
license
-
quality
MCP server that provides computer control capabilities including mouse movements, keyboard actions, screenshot capture with OCR, and window management through a unified API.
Last updated -
4
Python
MIT License
Why this server?
Provides a lightweight Python interface for exposing TigerGraph operations, enabling schema introspection, query execution, and vertex/edge manipulation.
TG_MCP
Muzain187
-
security
A
license
-
quality
A lightweight Python interface that exposes TigerGraph database operations as structured tools and URI-based resources for Claude and other MCP agents.
Last updated -
2
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 -
39
MIT License
Why this server?
Serves as the runtime environment for the MCP server, requiring Python 3.10 or higher for execution
MCP-Demo
tatocode
-
security
A
license
-
quality
A minimal demonstration of an MCP service and client that integrates with the qwen API interface, showing basic functionality of a Model Control Protocol implementation.
Last updated -
Python
MIT License
Why this server?
Serves as the runtime environment for the MCP-Odoo server implementation.
MCP-Odoo
yourtechtribe
-
security
A
license
-
quality
A bridge that allows AI agents to access and manipulate Odoo ERP data through a standardized Model Context Protocol interface, supporting partner information, accounting data, financial records reconciliation, and invoice queries.
Last updated -
2
Python
MIT License
Why this server?
Uses Python as the interface language for the MCP server that connects R's econometric capabilities to AI assistants.
R Econometrics MCP Server
gojiplus
-
security
A
license
-
quality
Provides econometric modeling capabilities through R, enabling AI assistants to perform sophisticated analyses including linear regression, panel data models, instrumental variables regression, and diagnostic tests.
Last updated -
15
Python
MIT License
Why this server?
Uses the OpenAI Python SDK to implement the image generation capabilities, allowing for programmatic access to OpenAI's image models through Python.
OpenAI Image Generation MCP Server
IncomeStreamSurfer
-
security
A
license
-
quality
Provides tools for generating and editing images using OpenAI's gpt-image-1 model via an MCP interface, enabling AI assistants to create and modify images based on text prompts.
Last updated -
10
Python
Apache 2.0
Why this server?
Provides weather information through the Open-Meteo API, allowing users to get current weather conditions for specified cities.
Weather MCP Server
isdaniel
-
security
A
license
-
quality
A Model Context Protocol server that retrieves current weather information for specified cities using the Open-Meteo API, requiring no API key.
Last updated -
4
Python
Apache 2.0
Why this server?
Provides access to Python documentation, allowing AI assistants to search and retrieve content from Python's technical documentation
mcp-server-docy
oborchers
-
security
A
license
-
quality
mcp-server-docy
Last updated -
2
Python
MIT License
Why this server?
The programming language the MCP server is built with
weather-mcp-server
devilcoder01
-
security
A
license
-
quality
weather-mcp-server
Last updated -
Python
MIT License
Why this server?
Runs as a Python-based server that can be configured to work with various CAD applications, processing natural language commands into CAD operations.
CAD-MCP Server
daobataotie
-
security
A
license
-
quality
Enables controlling CAD software (AutoCAD, GstarCAD, ZWCAD) through natural language instructions, allowing users to create and modify drawings without manually operating the CAD interface.
Last updated -
53
Python
MIT License
Why this server?
Leverages Python 3.7+ to provide a Windows service that can execute commands with robust error handling, logging, and automatic process restart capabilities.
MCP Terminal Server
cwmoore-ai
-
security
A
license
-
quality
A lightweight FastAPI server that allows remote execution of shell commands on Windows, with real-time output streaming and security features like API key authentication and rate limiting.
Last updated -
Python
MIT License
Why this server?
Built on Python 3.13+ with type hints, leveraging Python's ecosystem for developing the search engine with RAG capabilities.
Model Context Protocol Server
arkeodev
-
security
A
license
-
quality
Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.
Last updated -
Python
MIT License
Why this server?
Used as the runtime environment for the MCP server with a minimum version requirement of 3.10+
mcp_3d_relief
Bigchx
-
security
A
license
-
quality
mcp\_3d\_relief
Last updated -
4
Python
MIT License
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 -
29
Python
MIT License
Why this server?
Provides a Python-based implementation with dedicated modules that can be integrated into Python projects, requiring Python 3.12+ for operation.
PAELLADOC
jlcases
-
security
A
license
-
quality
A Model Context Protocol (MCP) server that implements AI-First Development framework principles, allowing LLMs to interact with context-first documentation tools and workflows for preserving knowledge and intent alongside code.
Last updated -
321
Python
AGPL 3.0
Why this server?
Provides integration with ComfyUI, a Python-based stable diffusion interface, enabling AI image generation through tools like text_to_image and download_image capabilities.
ComfyUI MCP Server
Overseer66
-
security
A
license
-
quality
A server that integrates ComfyUI with MCP, allowing users to generate images and download them through natural language interactions.
Last updated -
1
Python
Apache 2.0
Why this server?
Provides a Python-based implementation for interacting with Upbit cryptocurrency exchange, enabling access to market data, account management, order creation/cancellation, and technical analysis tools.
Upbit MCP Server
solangii
-
security
A
license
-
quality
Interact with Upbit cryptocurrency exchange services to retrieve market data, manage accounts, and execute trades. Simplify your trading experience with tools for order management, deposits, withdrawals, and technical analysis.
Last updated -
6
Python
MIT License
Why this server?
Provides a Python-based interface to the OpenPyXl library for Excel file manipulation and data extraction.
OpenPyXL MCP Server
jonemo
-
security
A
license
-
quality
A thin wrapper around the OpenPyXl Python library that exposes Excel file operations as a Model Context Protocol (MCP) server, allowing Claude and other MCP clients to fetch and analyze data from Excel files.
Last updated -
9
Python
MIT License
Why this server?
Required as a dependency for running the MCP server, with specific version requirements (3.10 or higher).
OSP Marketing Tools MCP Server
open-strategy-partners
-
security
A
license
-
quality
Enables seamless integration with any LLM client supporting MCP for creating and optimizing technical content and product positioning using Open Strategy Partners' methodologies.
Last updated -
149
Python
CC BY-SA 4.0
Why this server?
Serves as the runtime environment for the MCP server, enabling the creation and management of shared expenses for social events through Python-based implementations.
Gatherings MCP Server
abutbul
-
security
A
license
-
quality
An MCP server that helps AI assistants manage expense-sharing for social events, enabling the creation of gatherings, tracking of expenses, and calculation of fair reimbursements among participants.
Last updated -
Python
Apache 2.0
Why this server?
Leverages Python 3.12+ as the implementation language with support for Python virtual environments and package management.
FastMCP GitHub Automation Server
SiddheshDongare
-
security
A
license
-
quality
Provides a comprehensive API wrapper for GitHub operations through a FastMCP-based server, simplifying repository management, pull requests, issues, and other GitHub interactions with secure authentication.
Last updated -
2
Python
GPL 3.0
Why this server?
Built using Python and integrates with Python SDK for the Model Context Protocol.
Schwab Model Context Protocol Server
jkoelker
-
security
A
license
-
quality
A server that implements the Model Context Protocol for Schwab API, allowing access to account information, positions, stock quotes, and order/transaction history designed for integration with Large Language Models.
Last updated -
2
Python
MIT License
Why this server?
Required as a prerequisite and used for the bridge script that connects MCP clients to the Ghidra server.
ghidraMCP
LaurieWired
-
security
A
license
-
quality
An MCP server that allows LLMs to autonomously reverse engineer applications by exposing Ghidra functionality, enabling decompilation, analysis, and automatic renaming of methods and data.
Last updated -
4,290
Apache 2.0
Why this server?
The MCP-Logic server is built with Python and integrates with Prover9/Mace4 to provide automated reasoning capabilities for AI systems through a clean MCP interface.
MCP-Logic
angrysky56
-
security
A
license
-
quality
MCP-Logic is a server that provides AI systems with automated reasoning capabilities, enabling logical theorem proving and model verification using Prover9/Mace4 through a clean MCP interface.
Last updated -
20
MIT License
Why this server?
Enables interaction with Freqtrade cryptocurrency trading bot through its REST API, providing tools for fetching market data, managing trades, monitoring bot status, controlling bot operations, and adjusting trading configurations.
freqtrade-mcp
kukapay
-
security
A
license
-
quality
An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
Last updated -
16
Python
MIT License
Why this server?
Provides a Python REPL environment for code execution
ForeverVM
jamsocket
-
security
A
license
-
quality
The sessionless code interpreter. Securely run AI-generated code in stateful sandboxes that run forever.
Last updated -
65
176
Rust
MIT License
Why this server?
The programming language used to implement the MCP server.
Karakeep MCP Server
jcrabapple
-
security
A
license
-
quality
Search for and create bookmarks in Karakeep (Hoarder).
Last updated -
Python
MIT License
Why this server?
Enables native Python integration for running the MCP server and implementing client interactions through Python code examples
Task Manager MCP Server
tradesdontlie
-
security
A
license
-
quality
A Model Context Protocol server providing comprehensive task management capabilities with support for project organization, task tracking, and automatic PRD parsing into actionable items.
Last updated -
4
Python
MIT License

Norman Finance MCP Serverofficial

YDB MCPofficial

Doris MCP Serverofficial

Semgrep MCP Serverofficial

StarRocks MCP Serverofficial

Databutton MCP Serverofficial

ScrapeGraph MCP Serverofficial

Unstructured API MCP Serverofficial

AgentModeofficial

mcp-run-pythonofficial

GenAIScriptofficial

Chroma MCP Serverofficial

Flyworks MCPofficial

Tecton MCP Serverofficial

CodeAlive MCPofficial

BaiduMapofficial

Qiniu MCP Serverofficial

ThingsPanel MCPofficial

MCP-YNU FastMCP Serverofficial

Fused MCP Agentsofficial

HANDAAS Enterprise Big Data Service MCPofficial