🧩 MCPs

Model-Context-Protocol (MCP) is an AI architecture pattern that separates intelligence into three key layers: Model: The core AI/ML algorithm that performs learning or inference. Context: The environment or situational data that influences how the model behaves. Protocol: The communication rules or interface that connects models, contexts, or external systems. This structure enables modular, scalable, and context-aware AI systems, ideal for multi-agent AI, robotics, IoT, and real-time decision-making.

Integrates with Google's Vertex AI and Discovery Engine APIs to enable advanced search and retrieval operations on large datasets, supporting semantic search and natural language understanding.

Integrates Verodat's data management platform with AI systems, enabling dataset operations, custom schema creation, and AI-powered queries for enhanced data analysis and validation.

Provides a read-only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes, deployments, services, and events for monitoring and troubleshooting.

Provides a SQLite-based database backend for efficient data storage and retrieval, leveraging Rust and integrating with mcp-core and mcp-server libraries for embedded systems, desktop applications, or small-scale server deployments.

Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making.

Integrates with Reddit's API using PRAW to enable retrieving and posting content, managing subreddits, and analyzing user data for applications like sentiment analysis and trend monitoring.

Provides a unified interface for MySQL and MongoDB operations, enabling seamless interaction with both database systems through TypeScript and Node.js with flexible deployment options.

Integrates with Redmine to enable natural language queries and updates for issue tracking, time logging, and project planning.

Integrates with GitLab's API to automate code review processes, enabling retrieval of merge request details and posting of discussion comments.

Integrates with Google Workspace to enable file management in Drive and data manipulation in Sheets, facilitating document-centric tasks and data analysis within the Google ecosystem.

Integrates with Google Search using Puppeteer to enable web searches and extract structured results for real-time information retrieval and fact-checking.

Integrates with Alphavantage API to provide real-time and historical financial data for stock market analysis and trading strategies.

Integrates with the Garmin Connect API to retrieve and analyze personal fitness data, enabling detailed tracking of health metrics like sleep, steps, activities, and heart rate.

Integrates with the Steam Web API. Allows for querying various stats, such as games in your library and their respective playtime.

Automates backing up Cloudflare configurations to GitHub repositories, enabling version control and disaster recovery for DNS, Workers, and security settings.

Integrates with Huntress endpoint protection services to manage cybersecurity operations, threat analysis, and automated reporting.

Integrates with PayPal's APIs to enable payment processing, order management, and financial operations for e-commerce and billing workflows.

Provides structured memory management for project-based work through markdown file storage, enabling persistent context across chat sessions with efficient Lunr.js indexing for retrieval, updating, and relating memories.

Bridges with Discord channels for automated messaging, user interaction, and response handling.

Enables interaction with PostgreSQL databases for executing SQL queries, exploring table schemas, and performing data analysis with robust error handling and connection pooling.

Integrates with Epsilla databases using pyepsilla to enable efficient creation, manipulation, and querying of vector data.

Integrates data processing libraries and external services to facilitate complex data operations, transformations, and API interactions across multiple formats and sources.

Integrates with ConnectWise Manage API to enable direct access to service tickets, companies, and contacts for MSPs and IT service providers without switching contexts.

Integrates with Warpcast to enable posting, reading, searching, and managing interactions on the Farcaster social network for automated content curation and trend analysis.

Integrates with Canva's API to enable automated generation and scheduling of viral content from spreadsheet data for efficient social media marketing.

Provides a tool for executing local CLI commands asynchronously using FastMCP and asyncio, handling command arguments securely and offering error handling for failed commands.

Integrates with markdown files and Apple Notes to automatically save and format Claude conversation content for easy reference and sharing.

Integrates with Make (formerly Integromat) to enable automated workflows and task execution using AI assistants and Make's extensive app integration library.

Integrates with Etherscan's API to provide Ethereum blockchain data tools for balance checking, transaction tracking, and smart contract interactions.

Enables interaction with Safe smart contract wallets for querying transactions, retrieving multisig details, and decoding data using the Safe Transaction API.

Integrates with ActivityWatch to enable LLMs to interact with time tracking data, providing tools for listing buckets, executing AQL queries, and retrieving raw events for enhanced productivity analysis and time management.

Integrates with Targetprocess to enable searching, retrieving, creating, and updating project management entities for enhanced agile workflows and task tracking.

Bridges natural language interactions with Kubernetes clusters by wrapping kubectl commands, enabling conversational management of pods, deployments, contexts, and troubleshooting without requiring exact syntax knowledge.

Provides a robust expense-sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated reimbursement calculations.

Integrates with DataHub's API to enable metadata management, discovery, and governance across diverse data assets in complex ecosystems.

Integrates with an external weather API to provide current conditions and forecasts for locations in Japan.

Integrates with the Adamik API to enable blockchain operations and custom AI functionalities via Starknet, supporting secure API key management and efficient request handling.

Centralizes shared tools and configurations for MCP environments, enabling consistent resource access across teams and projects.

Enables language models to perform web searches through SearXNG, a privacy-focused metasearch engine, with customizable parameters like categories, time ranges, and pagination.

Enables browser automation through Puppeteer with configurable launch options for Chrome and Firefox, supporting web testing, data extraction, form filling, and interactive demonstrations

Integrates with Solana blockchain using Web3.js, enabling automated transactions, smart contract deployments, and blockchain analytics.

Integrates with the Jira API, enabling JQL searches and issue detail retrieval for AI-assisted project management and issue tracking workflows.

Enforces hexagonal architecture principles in Java applications through static code analysis that validates architectural rules including dependency limitations, domain isolation, naming conventions, and proper email handling.

Integrates with geolocation APIs to provide location-based functionality, enabling personalized recommendations and localized content delivery based on user IP addresses.

Integrates with Spring AI to provide time-related services, enabling precise time management and scheduling functionalities in Java applications.

Integrates with Agenda note-taking app on macOS to enable creating notes, managing projects, and opening existing notes using x-callback-urls.

Integrates with Illumio's Policy Compute Engine API to enable workload management, label operations, and traffic analysis for zero trust security environments.

Enables secure interaction with specified directories on a user's system through a command-line interface for file management and system automation tasks.

Automates importing Supernotes exports into Obsidian daily notes, formatting content and adding wikilinks for seamless note migration.

Integrates with the Zoho Creator API to provide forms and reports capabilities.

Integrates with the GNews API to enable news search, headline retrieval, and topic-specific article fetching across multiple languages and countries

Integrates with the Tavily API to extract web page content, enabling efficient web scraping capabilities for projects requiring content extraction.

Integrates the Tavily search API to provide customizable web searches with options for depth, result count, time range, and AI-generated answers, enabling up-to-date information retrieval for research, content creation, and data aggregation tasks.

Integrates with the Tavily API to provide web search capabilities, enabling internet searches and fact-checking for up-to-date information retrieval.

Provides functionality to read and extract content from protected and unprotected PDF files, enabling document analysis, content indexing, and data extraction workflows.

Leverages pandas, numpy, and matplotlib to enable powerful data manipulation, statistical analysis, and visualization for data-driven projects.

Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access

Predicts the national origin of names using the Nationalize.io API, offering both individual and batch processing with probability scores for demographic analysis and cultural research.

Enables direct FTP and FTPS server management through natural language commands for remote file operations including directory listing, file transfers, and folder creation.

Integrates with Amazon Advertising API to provide marketers direct access to advertiser accounts, listings, and performance data through a simple command-line interface requiring only an API key for authentication.

Integrates with the Raindrop.io API to enable bookmark creation, searching, tagging, and collection management for automated bookmark organization and retrieval.

Implements a robust security layer for command processing, utilizing multi-step verification and auditing to enable high-security use cases like critical infrastructure management.

Integrates with Trello API to enable natural language interactions for managing boards, lists, and cards for project tracking and workflow optimization.

Integrates with the BrianKnows knowledge base API to enable searches and information retrieval from specialized domain-specific databases.

Streamlines database updates from CSV and Excel files, supporting multiple database types for efficient data migration and synchronization tasks.

Fetches Python documentation for quick access to language references and code explanations.

Integrates the Tavily Search API to perform real-time web searches for fact-checking, research, and content generation.

Integrates with Brevo's Multi-Channel Platform API to enable email campaign management, contact list handling, and automated marketing communications.

Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated API calls without leaving your conversational interface.

Integrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks.

Integrates with Singapore's Land Transport Authority DataMall API to provide real-time transportation information for urban mobility applications and analysis.

Integrates with Notion to enable creating, reading, updating, and deleting pages and databases for automated note-taking, task management, and knowledge base maintenance.

Integrates with Magic: The Gathering resources to enable deck management, card drawing, hand manipulation, and Scryfall API searches for comprehensive card information retrieval and game simulation.

Enables Flutter applications to communicate with MCP-compatible models, facilitating AI-driven features in mobile apps.

Integrates with GitLab repositories to enable automated security assessments, code reviews, and DevOps workflows through repository analysis and file retrieval capabilities.

Enables AI assistants to control macOS applications by capturing screenshots, identifying UI elements, and automating mouse and keyboard actions through the macOS accessibility framework.

Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational knowledge access.

Integrates AngelOne India trading platform to provide real-time market data access, order management, and portfolio tracking for automated financial analysis and trading operations.

Provides cross-calendar date parsing, formatting, and manipulation for Gregorian and lunar calendars.

Enables direct execution of shell commands from chat interfaces, creating a bridge between natural language prompts and local system operations for quick developer workflows.

Analyzes Unreal Engine asset files and generic binary structures, enabling metadata extraction and file format inspection for game development and digital forensics.

Integrates with Speckle to enable querying and analyzing 3D design and AEC project data, including listing projects, retrieving details, searching by name or description, and accessing model versions for architecture, engineering, and construction professionals.

Integrates with QTI services and LLMs to generate personalized educational content tailored to students' knowledge levels and interests, streamlining the creation of adaptive learning materials.

Integrates with Adjust API to enable natural language queries for marketing analytics data, including campaign performance metrics and reports without leaving your chat interface.

Integrates the Macrostrat API to enable geological data querying and analysis for earth sciences, resource exploration, and environmental studies.

Integrates with USGS earthquake data to provide real-time access for querying and analyzing seismic events, enabling applications in disaster response, geological research, and risk assessment.

Integrates with JIRA to retrieve issue descriptions and custom field data for use with language models

Provides access to BluestoneApps React Native coding standards and examples via FastAPI, enabling developers to retrieve development guidelines and implementation patterns through HTTP endpoints.

Enables simultaneous control of multiple robots through a unified interface for movement, sound playback, camera access, and status monitoring with precise velocity control and comprehensive error handling.

Integrates with Mailchimp's marketing platform API to enable email campaign management, creation, sending, and automation workflow control through the FastMCP framework.

Generates map images from geographic coordinates using Python libraries for geocoding and visualization tasks.

Integrates with Gmail's API to enable email operations including sending, receiving, and managing emails for automation and workflow integration

Provides tools for creating, modifying, and validating infinite canvas data structures, supporting all node types and edge connections, with a RESTful API for canvas operations and export capabilities.

Enables interaction with the Windows command line interface, allowing for writing commands, reading terminal output, and sending control characters for automation tasks and integrations.

Enables AI assistants to publish blog content to external platforms through a Python-based server with standard and local execution modes for automated content publishing workflows.

Bridges Anthropic's Model Control Protocol with Basilisp's nREPL server, enabling direct execution of Basilisp code, documentation retrieval, namespace exploration, and Python interoperability.

Integrates with GitLab repositories to enable searching, file management, issue creation, merge requests, forking, and branch creation through Node.js with robust Zod schema validation.

Integrates with Meilisearch to enable powerful search operations with filtering and sorting capabilities for structured data retrieval

Provides file system operations for reading, creating, and listing files on the local file system, with performance monitoring through Sentry integration.

Integrates with the Firecrawl API to enable website crawling, content translation, and structured data extraction for enhanced web data processing workflows.

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