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MCP Attributes

Browse 102 attributes to filter MCP servers and hosted connectors.

Categories

Developer Tools

Tools and integrations that enhance the development workflow and environment management.15,698 servers · 1,157 connectors

Access and query data from various sources using natural language. Enables AI models to search for information and answer questions.9,084 servers · 1,886 connectors

Tools for automating application workflows and processes. Enables integration with productivity apps, task automation, and cross-platform connectivity.4,937 servers · 598 connectors

Financial data analysis and integration. Enables access to transactions, market data, budgeting tools, and more for financial management use cases.3,621 servers · 1,434 connectors

AI & Machine Learning

Integration with AI and machine learning services, model management platforms, and MLOps tools. Enables access to inference APIs, model training, embeddings generation, image generation, and other AI/ML capabilities.3,763 servers · 840 connectors

Autonomous Agents

Tools that enable AI to operate with increased autonomy in performing complex tasks without constant human guidance. Includes frameworks for autonomous decision-making, self-directed task completion, and independent workflow orchestration.3,819 servers · 576 connectors

Research & Data

Tools and integrations for collecting, analyzing, and managing research-focused data. Includes features to process structured and unstructured datasets.3,210 servers · 1,054 connectors

Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.3,726 servers · 432 connectors

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.3,849 servers · 166 connectors

Tools and platforms for Retrieval-Augmented Generation (RAG), integrating external data sources with language models. Enables context retrieval, relevant document fetching, hybrid search, and dynamic knowledge injection into AI/LLM workflows.3,546 servers · 189 connectors

Agent Orchestration

Platforms and tools specifically designed to support AI agents with web browsing capabilities, cloud infrastructure, and performance optimization for AI operations.2,643 servers · 461 connectors

Identity and security management tools. Enables authentication, data protection, and system monitoring.2,442 servers · 567 connectors

Specialized tools for extracting data from websites in a structured format. Enables automated collection of web content through headless browsers and parsing techniques.2,607 servers · 346 connectors

Tools for accessing and analyzing publicly available datasets from various sources. Enables working with standardized open data formats, APIs, and public information repositories.1,732 servers · 1,209 connectors

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.2,491 servers · 333 connectors

Government Data

Access to government datasets, public records, and official information portals. Enables querying and analysis of government transparency data, budgets, and public sector information.1,679 servers · 1,103 connectors

Project Management

Integration with project management tools and platforms. Enables AI assistants to track, update, and manage tasks, issues, and projects across various project management systems.2,480 servers · 245 connectors

Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.2,451 servers · 232 connectors

Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.2,446 servers · 197 connectors

Tools for static analysis, code intelligence, and code understanding. Provides capabilities for parsing, analyzing, and gaining insights into codebases across different programming languages.2,357 servers · 122 connectors

Documentation Access

Provides structured access to documentation resources across various platforms and formats. Enables AI models to retrieve, search, and utilize technical documentation for reference and generation tasks.2,173 servers · 237 connectors

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.2,014 servers · 298 connectors

Workplace & Productivity

Integration with workplace productivity suites and collaboration tools. Enables document creation, spreadsheet management, presentation editing, and team collaboration workflows.1,945 servers · 260 connectors

Integration with blockchain networks, cryptocurrencies, and decentralized applications. Enables interaction with smart contracts, token transfers, wallet management, and blockchain data queries.1,597 servers · 578 connectors

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.1,467 servers · 645 connectors

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.1,938 servers · 64 connectors

Image & Video Processing

Tools for image or video recognition, editing, and processing. Enables deep analysis and AI-driven visual content generation.1,755 servers · 220 connectors

E-commerce & Retail

E-commerce and retail platform integration. Enables searching for products, tracking orders, and price recommendations.1,237 servers · 644 connectors

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.1,788 servers · 49 connectors

Tools for cryptocurrency management, token transfers, and digital asset interactions. Enables tracking, trading, and analyzing cryptocurrency markets and transactions.1,277 servers · 474 connectors

Content Management Systems

Integration with content management platforms for creating, editing, and publishing digital content. Enables AI models to interact with website backends and manage content workflows.1,510 servers · 208 connectors

Testing & QA Tools

Testing and quality assurance capabilities. Enables automated testing, bug tracking, performance monitoring, and test case management.1,461 servers · 149 connectors

Digital note-taking and knowledge organization tools. Enables AI to interact with personal or organizational note repositories.1,440 servers · 93 connectors

Location Services

Geographic and location-based services integration. Enables access to mapping data, directions, and place information.1,052 servers · 479 connectors

Run commands, capture output and otherwise interact with shells and command line tools.1,411 servers · 16 connectors

Entertainment & Media

Integration with media playback and streaming platforms. Enables recommendations and management of media libraries.1,122 servers · 261 connectors

Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.1,123 servers · 259 connectors

Multimedia Processing

Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on.1,211 servers · 164 connectors

Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.1,254 servers · 62 connectors

Legal & Compliance

Legal document management and compliance tools. Enables contract analysis and regulatory adherence.783 servers · 446 connectors

Tools and platforms for comprehensive system observability including logs, metrics, and traces. Enables monitoring, troubleshooting, and performance analysis of applications and infrastructure.979 servers · 141 connectors

Data Platforms for data integration, transformation and pipeline orchestration.944 servers · 141 connectors

Web3 & Decentralized Tech

Access to Web3 ecosystems including blockchains, decentralized storage, and identity systems. Enables interaction with decentralized applications, crypto wallets, and autonomous organizations.807 servers · 232 connectors

Provides controlled access to system shells (bash, PowerShell, etc.) with appropriate security measures to enable LLMs to execute commands while maintaining system security.1,023 servers · 9 connectors

Integration with design and creative tools. Enables interaction with design platforms like Figma, Canva, and Adobe for creating, editing, and managing visual assets, UI components, and design systems.895 servers · 134 connectors

Education & Learning Tools

Tools and integrations for personalized learning and access to educational resources. Enables tutoring and interactive learning use cases.868 servers · 148 connectors

Integration with Customer Relationship Management platforms. Enables managing contacts, deals, pipelines, sales activities, and customer interactions across CRM systems like Salesforce, HubSpot, and Pipedrive.762 servers · 250 connectors

Payments & Billing

Integration with payment processing and billing platforms. Enables managing transactions, subscriptions, invoices, and payouts through services like Stripe, PayPal, and Square.617 servers · 390 connectors

Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.647 servers · 316 connectors

Games & Gamification

Gamification tools and interactions with gaming platforms. Enables gaming-related analytics, management, and user engagement features.837 servers · 119 connectors

Weather Services

Access to weather data, forecasts, alerts, and climate information. Enables querying current conditions, historical weather patterns, and weather alerts for specific locations.772 servers · 116 connectors

Operating system-level automation capabilities. Provides control over system resources, task scheduling, and process management.863 servers · 23 connectors

Email management and automation. Enables sending, receiving, searching, and organizing emails across providers like Gmail, Outlook, and SMTP services.752 servers · 132 connectors

Continuous Integration and Continuous Deployment tools and workflows. Enables automation of software delivery pipelines, build processes, testing, and deployment operations.800 servers · 70 connectors

Biology & Medicine

Medical and biological tools for clinical applications, diagnostics, and life sciences research. Enables interaction with medical imaging systems, clinical databases, laboratory equipment, drug discovery platforms, and healthcare workflows.667 servers · 184 connectors

Health & Wellness

Access to health and fitness tools. Enables interaction with health data, wellness platforms, and tracking physical activity.636 servers · 203 connectors

Tools for testing, validating, and documenting APIs. Enables creation and execution of API requests, validation of responses, and management of API collections.685 servers · 68 connectors

Calendar Management

Integration with calendar and scheduling tools. Enables managing events, setting reminders, and checking availability.641 servers · 91 connectors

Vector Databases

Specialized database systems designed for storing, indexing, and querying high-dimensional vector embeddings. Enables similarity search, semantic retrieval, and powering features like AI context retrieval, nearest neighbor search, and RAG workflows for LLMs.706 servers · 19 connectors

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.669 servers · 48 connectors

Networking & Infrastructure

Network infrastructure management and monitoring. Enables configuring and monitoring DNS, firewalls, load balancers, routers, and other network components.586 servers · 91 connectors

Integration with Enterprise Resource Planning systems. Enables accessing, querying, and managing business data across modules like accounting, inventory, HR, and sales.609 servers · 66 connectors

Audio Processing

Services for manipulating, generating, and working with audio content. Includes audio synthesis, processing, playback control, and format conversion capabilities.600 servers · 69 connectors

Penetration Testing

Tools and frameworks for security testing, vulnerability scanning, and penetration testing. Enables security professionals to identify and exploit security weaknesses in applications and networks.577 servers · 57 connectors

Customer Support

Capabilities for automating customer support operations, managing tickets, and interacting with live chat systems.490 servers · 97 connectors

Virtual machine and container management. Enables the deployment, monitoring, and automation of virtualized environments across supported platforms.505 servers · 33 connectors

Customer Data Platforms

Provides access to customer profiles inside of customer data platforms383 servers · 126 connectors

Cloud storage access and management integration. Enables uploading, downloading, organizing, and sharing files in cloud environments.435 servers · 64 connectors

Home Automation & IoT

Smart home and IoT device integration. Enables control of smart appliances, lighting, security systems, and thermostats.465 servers · 25 connectors

Data Visualization

Tools for creating charts, graphs, plots, dashboards, and visual representations of data. Enables AI models to generate and customize data-driven visualizations for analysis and reporting.426 servers · 54 connectors

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.347 servers · 132 connectors

Text Summarization

Tools and services that provide text summarization capabilities. Enables creating concise summaries of longer text documents, articles, and content for better information digestion.424 servers · 44 connectors

Software Architecture

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.393 servers · 52 connectors

Tools for accessing sports-related data, results, and statistics.313 servers · 95 connectors

Integration with real estate platforms and property management systems. Enables property search, market analysis, listing management, and access to property data including prices, locations, and market trends.216 servers · 170 connectors

Speech Processing

Voice interaction and speech processing capabilities. Enables converting speech to text, audio commands, and voice generation.334 servers · 50 connectors

Fitness Tracking

Integration with fitness tracking apps and devices. Enables access to workout data, activity history, performance metrics, and training analytics.336 servers · 46 connectors

Tools for computational analysis of biological data, including genomics, proteomics, and other molecular biology data. Enables access to bioinformatics pipelines, algorithms, and databases.227 servers · 49 connectors

Language Translation

Language translation and localization tools. Enables interaction across multiple languages for communication and content adaptation.200 servers · 51 connectors

Embedded system

Provides access to documentation and shortcuts for working on embedded devices.233 servers · 11 connectors

Product Management

Tools for product planning, customer feedback analysis, and prioritization.133 servers · 81 connectors

Integration with energy systems, utilities, and grid management platforms. Enables monitoring energy consumption, managing renewable energy sources, accessing utility data, and optimizing energy usage.154 servers · 57 connectors

Tools for converting text-to-speech and vice-versa.191 servers · 14 connectors

Aerospace & Astrodynamics

Tools for aerospace engineering, orbital mechanics, and space mission analysis. Enables trajectory calculations, satellite tracking, launch window optimization, orbital transfers, and space environment modeling for spacecraft and aviation applications.64 servers · 23 connectors

Integration with feature flag systems that enable controlled feature rollouts and experimentation. Allows querying, toggling, and evaluating feature flags to control application behavior.29 servers · 10 connectors

Languages

Capabilities

Server provides tools that can be called by the client.14,170 servers · 5,072 connectors

Server provides resources that can be read by the client.6,711 servers · 2,599 connectors

Server provides prompt templates.6,254 servers · 2,426 connectors

Server can send log messages to the client.1,324 servers · 358 connectors

Server provides interactive UI apps via the MCP Apps extension.98 servers · 158 connectors

Server supports argument autocompletion suggestions.172 servers · 58 connectors

Server supports long-running tasks with progress tracking.188 servers · 40 connectors

Hosting

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.25,322 servers

The server can only run on the client's local machine because it depends on local resources.18,926 servers

The server is able to function both locally and remotely, depending on the configuration or use case.10,547 servers

Environment

MCP server is talking to a remote service, e.g. weather API.33,656 servers

MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.20,471 servers

Author