🧩 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 Notmuch email management with sendmail functionality to enable email composition, searching, and sending capabilities.

Integrates with Azure DevOps services to manage work items, code repositories, boards, sprints, and projects using TypeScript and the Model Context Protocol SDK.

Integrates with Atlassian's Confluence and JIRA APIs to enable content creation, issue tracking, and project management within Atlassian ecosystems.

Provides random number generation capabilities for generating integers and floats within specified ranges, suitable for simulations, games, or statistical sampling.

Integrates with Apple's iMessage platform to enable sending and receiving messages.

Integrates Playwright browser automation with AI models to enable intelligent web interactions, testing, and data extraction.

Manages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development workflows and code reviews.

Bridges YouTube API to download closed captions, enabling video transcript analysis and content processing.

Integrates with the Beeminder API to enable retrieval and analysis of personal productivity goals and progress data.

Integrates with Typesense search engine instances to enable efficient searching and listing of collections as resources, supporting both local and remote connections.

Integrates with Luma AI's API to enable AI-driven video generation based on textual descriptions or parameters.

Integrates with Zotero to enable searching papers, managing notes, and interacting with local libraries for enhanced research workflows and library management tasks.

Integrates with Microsoft Outlook for macOS using AppleScript to enable email, calendar, and contact management operations for automated workflows and scheduling assistance.

Integrates Semgrep for static code analysis, enabling AI-driven security scanning, vulnerability detection, and code quality improvement across multiple programming languages.

Integrates with Kubernetes to enable natural language-based cluster management and command execution for streamlined DevOps workflows.

Integrates with Google Calendar to enable natural language-based event management, scheduling, and productivity insights.

Converts web content to high-quality Markdown using Mozilla's Readability and TurndownService, enabling clean extraction of meaningful content from URLs or HTML files for analysis and document conversion.

Integrates with the Strava API to retrieve and analyze athlete activities data, enabling fitness tracking and performance monitoring over time.

Integrates with ClickSend's API to enable sending SMS messages and initiating Text-to-Speech calls for automated communication workflows.

Integrates with Jina's AI services to provide efficient handling of language and multimodal AI requests for applications requiring natural language processing and image analysis.

Integrates with Florence-2 to enable advanced image analysis and manipulation tasks like visual question answering, image captioning, and content-based image retrieval.

Enables querying and analyzing MongoDB databases with read-only access, providing operations for exploration, schema inference, querying, aggregation, text search, and geospatial analysis.

Integrates with Laravel projects to provide log analysis, error tracking, and Artisan command execution for streamlined development workflows.

Integrates Google Apps Script to enable advanced data analysis, content generation, and workflow automation within Google Workspace applications.

Integrates with Apache Kafka message brokers to enable topic management, message publishing, and stream monitoring for event streaming architectures

Enables breaking down complex tasks into manageable steps with queue-based planning and execution, maintaining context across conversations through structured task tracking and visual progress monitoring.

Integrates with MySQL databases, enabling SELECT queries, table listings, and schema retrieval for data analysis and dynamic database interactions.

Integrates with Kibela API to enable searching, retrieving, and accessing collaborative documentation for knowledge management and AI-assisted workflows.

Integrates with YNAB API to enable personal finance management, including viewing account balances, creating transactions, and accessing budget data for financial planning and analysis.

Integrates with Square's API to enable payment processing, business management, and e-commerce operations for AI applications.

Manages configurations for multiple MCP clients across platforms, providing tools to retrieve, list, add, and remove server configurations from client configuration files.

Integrates with Telegram chats via the Bot API to enable secure, whitelisted messaging and AI-powered interactions for automated workflows and communication channels.

Integrates with Wazuh security platform to provide real-time security alerts and event data from Elasticsearch indices for security operations and threat analysis workflows.

Integrates with the Unstructured API to enable document processing operations including managing connectors and workflows for extracting structured information from documents without switching tools.

Provides read-only access to PostgreSQL databases for schema inspection and data exploration without modifying content.

Integrates with Jira's API to enable issue retrieval and project management tasks.

Integrates with Scrapbox to enable reading and writing pages for knowledge management, collaborative note-taking, and chatbot applications.

Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external tools

Integrates with MySQL databases to enable secure, scalable database operations and management through TypeScript and Node.js.

Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing.

Integrates with NeoDB to fetch user data, search books, and retrieve book details, enabling book recommendations, reading list management, and literary analysis.

Integrates Pyodide to enable Python execution in JavaScript environments.

Integrates with the Docling library to provide document processing capabilities, including conversion to markdown, table extraction, and image handling with OCR support, enabling efficient analysis of structured and unstructured data from various document formats.

Integrates with Together AI's API to enable text-to-image generation, offering tools for creating visual content based on text prompts.

Converts Markdown to PDF using Puppeteer, offering syntax highlighting, custom styling, and watermarking capabilities for document generation.

Integrates with local Ethereum nodes to simplify ENS DAO operations like domain management and governance participation.

Provides a knowledge graph-based memory system for creating, managing, and querying structured information with features like custom file paths, timestamping, and advanced search capabilities.

Provides a unified gateway for LLMs to access GitHub, GitLab, Google Maps, Memory storage, and Puppeteer web automation tools through a Flask-based server deployable on Red Hat environments.

Provides secure filesystem operations for reading, writing, and manipulating files and directories within specified access boundaries.

Bridges Metaplex documentation and repositories, enabling searches and retrievals for Solana NFT development workflows.

Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and search capabilities.

Integrates with the National Park Service API to provide structured park information for trip planning, exploration, and research applications.

Integrates terminal monitoring capabilities, enabling real-time analysis of multiple terminal outputs for debugging, log review, and system monitoring.

Integrates Puppeteer-based browser automation for web scraping, testing, and AI model interaction with live web content.

Integrates with Tavily search API to enable natural language web queries for retrieving up-to-date, contextual information from across the internet.

Enables downloading tracks, playlists, and user content from SoundCloud with granular control over output location, download modes, track limits, and metadata handling

Integrates with Spotify to enable music playback control, playlist management, and user data retrieval for personalized music experiences

Integrates Axiom's context-aware AI capabilities with Zed workflows through a customizable command interface for enhanced flexibility and seamless deployment.

Integrates with Cloudflare Workers to provide code explanation services, including architecture diagram generation, core functionality identification, and component breakdown across multiple programming languages.

Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives.

Provides a RESTful API for complete VMware ESXi/vCenter environment management including VM lifecycle operations and real-time performance monitoring through pyVmomi integration

Integrates with Mistral's code-related APIs to enable code completion, bug fixing, and test generation across multiple programming languages.

Integrates with NHL data sources to provide real-time game updates, player stats, and league standings for sports analysis and fantasy hockey applications.

Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and environment-specific troubleshooting.

Enables secure execution of macOS terminal commands through a ZSH shell with a whitelist system that categorizes operations as safe, requiring approval, or forbidden.

Integrates with the Chromia blockchain to enable cryptocurrency transactions and wallet operations for automated financial workflows.

Integrates with the Flux Schnell model on Replicate to generate images from text prompts, enabling visual content creation and creative workflows.

Cleanup stale apps and services on a Cloud Foundry foundation.

Registry and aggregator for Cloud Foundry. Queries for and aggregates cf-butler instances' data

Integrates with Linear's project management platform, enabling AI-assisted workflows for team, issue, project, and cycle management through API operations.

Integrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through spider management, file operations, and resource access tools.

Provides documentation assistance capabilities for developers looking to incorporate up-to-date docs in their workflows.

Integrates with the Scryfall Magic: The Gathering API to enable card searches, retrieval of card details, rulings, and pricing information for deck building and game analysis.

Integrates with the Strava API to enable access to fitness tracking data and activity information for analyzing workout patterns and athletic performance.

Integrates with Elasticsearch to enable index management, document indexing, and powerful search capabilities across large datasets.

Integrates with DecentSampler to generate drum kit configurations by analyzing WAV samples and creating XML-based presets with velocity layers and muting groups.

Provides deep git repository analysis tools for branch overview, time period examination, and merge recommendations to optimize development workflows.

Enhances Claude's capabilities with context management across sessions, knowledge organization through hierarchical project contexts, and continuous conversation threads stored in a well-structured directory.

Integrates with OpenAI's Whisper model to provide voice recording and transcription capabilities for applications requiring speech-to-text functionality.

Integrates with Docker, Git, and development tools to enable software project management, code analysis, and automated workflows across languages and frameworks.

Provides a React-based dashboard for real-time monitoring and visualization of memory usage in MCP implementations, enabling developers to optimize performance and identify potential memory leaks.

Integrates with Mixpanel's API to enable querying of events data, retention, and funnels for on-demand analytics and custom report generation.

Integrates with the endoflife.date API to provide software end-of-life status checks for dependency management, security auditing, and upgrade planning.

Provides stateful, TUI-compatible terminal sessions for executing commands and running interactive applications, enabling persistent interaction with command-line interfaces and programs.

Integrates with Google PageSpeed Insights to analyze webpage performance and provide optimization recommendations for improved loading speed and user experience

Provides basic mathematical and statistical functions for accurate numerical computations within AI-assisted applications.

Integrates personal health data tracking with natural language querying and visualization for privacy-focused local analysis and trend insights.

Integrates with the Things 3 task management app to enable creating tasks, managing projects, and analyzing productivity patterns through natural language commands

Integrates with Linear project management tool to search for issues with detailed filtering by team, status, assignee, labels, project, priority, and more.

Integrates with the Zoom API to retrieve, process, and analyze cloud recording transcripts, enabling meeting summarization and key information extraction.

Integrates with major US news sources to analyze headline sentiment, providing normalized scores and source distribution for media trend insights.

Integrates with Syften's API to enable real-time social listening, content categorization, and trend analysis for enhanced social media strategies.

Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management.

Integrates Google's Gemini Pro model for text generation, enabling content creation, translation, and conversational capabilities.

Integrates ElevenLabs' text-to-speech capabilities for high-quality, customizable voice output in interactions, featuring voice selection and model choice.

Integrates with Linear's issue tracking system, enabling creation, updating, and searching of issues, as well as managing comments and user assignments for project management tasks.

Integrates Python development tools for file operations, code analysis, project management, and safe code execution, enabling advanced programming workflows and automated testing.

Integrates with the Kokoro TTS engine to provide customizable text-to-speech capabilities, supporting cross-platform audio playback and file output for applications requiring high-quality speech synthesis.

Enables secure terminal command execution, directory navigation, and file system operations across Windows and UNIX-based systems, with built-in security measures to prevent dangerous operations.

Integrates with Google Custom Search API to perform web searches and retrieve formatted results with titles, links, and snippets for research tasks and fact-checking.

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