MCP Servers Hub W29

🚀 MCP Server Classification List

This list classifies MCP servers across various domains, including AI, data processing, and cloud services. Each project has its unique features and application scenarios, and choosing the right tools can enhance development efficiency and system performance.

✨ Features

AI and Machine Learning

• OpenAI: Offers multi - language support, including Python and Java, for integrating OpenAI's API services.
• HuggingFace: Supports frameworks like TensorFlow and PyTorch, focusing on model training and inference.
• LangChain: Provides building blocks for conversational AI applications, supporting vector databases and knowledge bases.
• VLLM: A high - performance large language model designed for inference, supporting low - resource consumption.
• Alpaca: Offers 🦙 community - driven AI models, supporting both local and remote services.

Data Processing and Storage

• Pandas - MCP: Supports basic functions such as dataframe operations, data cleaning, and transformation.
• SQL - MCP: Provides functions for database connection, query execution, and result processing.
• CSV - MCP: Focuses on reading, writing, and processing CSV files, supporting multiple data formats.
• JSON - MCP: Handles JSON data, including parsing, serialization, and data manipulation.
• HDF5 - MCP: Supports efficient data storage and retrieval, suitable for large scientific datasets.

Computational Resources and Optimization

• Dask - MCP: Offers distributed task scheduling and computing power, supporting large - scale data processing.
• Ray - MCP: Used for distributed computing and AI model training, providing efficient resource management.
• Kubernetes - MCP: Integrates native Kubernetes functions to orchestrate and schedule containerized tasks.
• Celery - MCP: Provides task queues and distributed task execution, supporting multiple backends and message middleware.

Network Services and Protocols

• HTTP - MCP: Implements RESTful API services, supporting request handling and response generation.
• WebSocket - MCP: Provides real - time two - way communication, suitable for chat applications and real - time data transmission.
• GraphQL - MCP: Supports GraphQL queries and parsing, providing flexible data interfaces.
• GRPC - MCP: A high - performance RPC service based on the gRPC protocol, supporting HTTP/2 and streaming communication.

Message Queues and Event - Driven

• RabbitMQ - MCP: Provides message publishing, subscription, and routing functions, supporting multiple protocols.
• Kafka - MCP: Implements high - throughput message processing and streaming data transmission.
• Redis - MCP: Utilizes Redis's queue and publish/subscribe functions to achieve efficient asynchronous communication.
• ActiveMQ - MCP: Supports the JMS specification, providing reliable message transmission and integration.

Development Frameworks and Language Runtimes

• Spring - MCP: Offers enterprise - level application development features, supporting dependency injection and transaction management.
• Django - MCP: A web service based on the Django framework, providing ORM, views, and templates.
• Flask - MCP: A lightweight web framework, supporting extension plugins and customized development.
• NodeExpress - MCP: A JavaScript web service based on the Express framework, supporting middleware and routing.

Project Management and Collaboration

• GitHub - MCP: Provides code repository management and collaboration features, supporting Pull Requests and Issue tracking.
• GitLab - MCP: Integrates CI/CD pipelines, offering code review and security scanning features.
• Jira - MCP: Implements issue tracking and task management, supporting project planning and team collaboration.
• Trello - MCP: Offers a kanban - style task management and project planning feature.

Monitoring and Logging

• Prometheus - MCP: Provides metric collection, querying, and visualization features, suitable for system monitoring.
• Grafana - MCP: Used for data visualization and building monitoring dashboards, supporting multiple data sources.
• ELK - MCP: Integrates Elasticsearch, Logstash, and Kibana to provide log management and analysis capabilities.
• Splunk - MCP: Offers powerful log search and analysis features, supporting real - time monitoring.

Security and Authentication

• OAuth2 - MCP: Implements the OAuth2 - based open - standard authentication process, supporting multiple authorization modes.
• JWT - MCP: Handles the generation, signing, and verification of JSON Web Tokens, providing a lightweight authentication mechanism.
• Shiro - MCP: Offers enterprise - level security features, including authentication, permission management, and encryption.
• CAS - MCP: Implements the Central Authentication Service, supporting single - sign - on and cross - domain authentication.

Cloud Services and Extensions

• AWS - MCP: Integrates Amazon's cloud computing services, supporting resource management for EC2, S3, etc.
• GCP - MCP: Provides integration with Google Cloud Platform, supporting services like Compute Engine and BigQuery.
• Azure - MCP: Implements the functions of the Microsoft Azure cloud platform, including virtual machine, storage, and database management.
• Kubernetes - MCP: Supports the orchestration and extension of containerized applications, implementing a microservices architecture.

Other Tools

• Swagger - MCP: Provides API documentation generation and interactive testing features, supporting the OpenAPI specification.
• Docker - MCP: Used for container image building, distribution, and runtime management, supporting multi - platform deployment.
• Ansible - MCP: An ansible - based automated operation and maintenance tool, providing the ability to write and execute playbooks.
• Jenkins - MCP: Offers continuous integration and continuous delivery features, supporting multiple plugin extensions.