🧩 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.

Provides NumPy-based mathematical operations and statistical analysis tools for advanced numerical computations, data analysis, and linear algebra operations in Python environments.

Fetch auctions from ebay.com.

Integrates Spring AI components with AI models to enable natural language processing, machine learning, and data analysis within Spring-based applications.

Integrates with Georgia's 511 service to provide real-time traffic data, including information on cameras, signs, events, and road conditions for various applications and analyses.

Provides specialized document processing and YouTube content extraction tools for template-based document generation and video content analysis without manual intervention.

Integrates with Fillout API to create, manage, and analyze online forms and surveys for data collection.

Integrates with the HackerNews API to fetch top stories, user information, and story details for content analysis and trend identification

Provides a bridge between Jupyter notebooks and AI systems, enabling code execution, markdown creation, and Earth data interaction through specialized tools and kernel manipulation.

Provides deep git file-level forensics capabilities for tracking versions, analyzing diffs, examining commit contexts, and evaluating semantic changes in individual files.

Integrates with the Polygon blockchain network to enable wallet operations, smart contract deployments, L2 bridging, DeFi interactions, and transaction simulations using ethers.js v6 across both Mainnet and Mumbai Testnet environments.

Integrates with Jupiter's swap API on the Solana blockchain, enabling operations like getting quotes, building swap transactions, and sending swap transactions for decentralized exchange functionality.

Bridges campaign tools and data to enable dynamic tool registration, endpoint discovery, and information retrieval for RFK Jr's presidential campaign.

Transforms Deco site loaders into dynamic tools by extracting schemas from metadata, enabling seamless discovery and invocation of website capabilities through Server-Sent Events

Integrates project management tools for viewing, adding, updating, and deleting todo items with priority setting, tagging, and project assignment capabilities, enabling efficient task tracking and AI-assisted prioritization for software development workflows.

Integrates with the Open-Meteo API to provide real-time weather data for specified cities, including temperature, wind speed, and conditions, using asynchronous HTTP requests and Docker containerization for easy deployment.

Integrates with the Hacker News API to provide real-time access to stories, comments, and user data for news aggregation, trend analysis, and custom client development.

Integrates with CockroachDB to expose database schemas, execute SQL queries, and access cluster metadata for database exploration, query optimization, and cluster management tasks.

Provides file search functionality within filesystems, returning detailed metadata for discovered files based on path fragments.

Integrates with the Dojo framework to provide customizable tools and prompts for real-time, interactive development environments using Server-Sent Events.

Extracts and parses Xcode build errors and warnings from DerivedData logs, providing structured diagnostic information with file paths, line numbers, error messages, and fix-it suggestions for Swift projects.

Provides secure filesystem operations within specified directories, enabling safe reading, writing, editing, and searching of files for code analysis, document management, or automated file tasks.

Provides a fun, lighthearted time-telling service that always responds with 'It's Party Time' when queried.

Bridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation generation.

Analyzes text for 19 different emotional states and provides personalized, constructive interpretations to help understand and work with identified emotions.

Provides a secure SSH interface for connecting to remote servers, executing commands, and maintaining persistent sessions throughout conversations for system administration and server management tasks.

Integrates with Git to enable version control operations, repository management, and change tracking for collaborative development environments.

Integrates with Kubernetes clusters to enable direct pod, deployment, and service management operations through specialized FastMCP tools, eliminating the need to switch between AI conversations and command-line interfaces for DevOps workflows.

Exposes Clever Cloud's documentation for querying and accessing content, enabling automated lookup and integration with development workflows.

Integrates with DuckDuckGo to enable web search functionality, returning results as structured data for easy incorporation into AI workflows.

Integrates with Vikunja's API to enable task creation, retrieval, and management for automated to-do list operations and workflow integration.

Integrates with DigitalOcean's API to provide a secure, rate-limited interface for automating cloud resource management and infrastructure operations.

Provides a template for building custom servers using TypeScript and the mcp-framework package, setting up project structure and configuration for developers to create tailored API or service integrations.

Provides real-time cryptocurrency technical analysis through FastMCP, calculating 12 and 26-period EMAs for Binance trading pairs using MongoDB-stored OHLCV data and Server-Sent Events.

Provides a Python REPL server for executing code and shell commands, enabling complex data analysis and system administration tasks.

Integrates with YApi for API management, enabling seamless access to API documentation for tasks like code generation, testing, and integration planning.

Integrates with the Ntropy API to enrich banking data, enabling detailed financial transaction analysis and categorization.

Integrates with web search APIs and crawling tools to enable internet-wide information retrieval, content extraction, and data mining capabilities for research and analysis tasks.

Integrates with Ayd to enable service monitoring, status checks, and log retrieval for enhanced operational visibility and incident response.

Integrates with Linear to enable AI-driven task automation and project tracking, offering functionality for creating and managing issues within project management workflows.

Provides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries through a specialized search tool that leverages the Brave Search API to find, fetch, and extract relevant content.

Reimagined server for filesystem access with privacy-preserving path aliases and an optimized LLM-friendly API.

Provides a flexible, type-safe Rust foundation for building applications with tool management, authentication handling, and custom middleware support, offering both stdio and SSE transports.

Integrates with the Steam Web API to access user data, game information, and Steam-related functionalities for analyzing gaming habits, providing recommendations, or incorporating Steam profiles into applications.

Integrates with National Weather Service APIs to provide current weather alerts by state code and detailed forecasts by location coordinates for planning activities and monitoring severe weather conditions.

Integrates with Microsoft Word documents to enable reading, writing, and editing of text, tables, and images for automated document processing and content generation.

Integrates with Vercel's platform to enable management of Vercel projects.

Integrates with Bloom Growth's GraphQL API to enable interaction with growth management and analytics tools for AI-assisted workflows.

Integrates with the Hex API to enable retrieval of project details, management of project runs, and execution of Hex workflows for automated data analysis and report generation.

Processes and categorizes financial transaction data into predefined expense and income categories, outputting organized CSV files for personal finance management and expense tracking.

Integrates privateGPT with MCP-compatible applications, providing chat management, knowledge source organization, and group-based permissions for diverse AI-driven projects.

Integrates Cosense to enable access and interaction with project data for enhanced project management and collaboration workflows.

Integrates with PyMOL molecular visualization software to enable interactive protein structure analysis, manipulation, and high-quality image rendering through natural language instructions

Integrates with Google Drive to enable file listing, reading, and searching across various document formats, with OAuth authentication for secure access to user content.

Integrates Discord webhooks to enable sending customized messages and notifications to Discord channels.

Integrates with SwitchBot devices to enable smart home automation, device control, and status monitoring using the SwitchBot API.

Integrates with Git repositories to enable version control operations and automation, supporting both shell-based commands and the go-git library for flexible implementation.

Provides coding style guidelines and best practices for Java, Python, and React in Markdown format to enhance development workflows and maintain consistent code quality.

Integrates with DuckDuckGo's public interface to provide web search functionality, offering advanced features like detailed result exploration, related searches, pagination, and content extraction for research and information gathering tasks.

Integrates with Dub.co link shortener API to create, update, and manage shortened URLs with custom slugs and automatic domain selection.

Integrates with Audius music platform API, enabling user searches, track streaming, and playlist management for music discovery and artist analytics.

Integrates with the Hive blockchain to enable querying data, posting content, and managing accounts for content creation, social media automation, and blockchain analysis tasks.

Provides a filesystem interface to perform file operations like creation, deletion, and manipulation without direct system access.

Enables voice interaction with Claude through audio recording and playback capabilities, supporting customizable device selection and temporary file management for accessible spoken communication.

Enables computer vision capabilities using YOLO models for object detection, segmentation, classification, and pose estimation on images and camera feeds

Integrates with Google Sheets to enable spreadsheet creation, editing, and formatting capabilities through specialized Python tools built with FastMCP framework, requiring Google Cloud OAuth authentication.

Enables creation and manipulation of PowerPoint presentations with customizable layouts, themes, and formatting options, saving files to an accessible user directory without requiring manual PowerPoint interaction.

Bridges SAP HANA Cloud databases with machine learning operations through a three-layer architecture that enables model management, execution contexts, and standardized communication for both inference and training workflows.

Integrates with Jenkins CI/CD pipelines to enable automated job management, build monitoring, and artifact handling for streamlined software delivery workflows.

Integrates with isitdownrightnow.com to check website status, providing real-time availability information and last known downtime for monitoring and troubleshooting purposes.

Integrates with TripAdvisor's API to enable vacation planning, destination exploration, and informed decision-making about accommodations and activities through location searches, nearby discovery, and interactive itinerary creation.

Integrates with arXiv to enable flexible paper search, PDF downloading, and text extraction for literature review, research trend analysis, and automated summarization in scientific domains.

Integrates with Brave Search API to enable secure and privacy-focused web searches for research and content aggregation tasks.

Integrates with Notion to enable AI-powered survey creation, data retrieval, and analysis for research projects.

Integrates with Readwise to provide access to saved articles, books, highlights, and documents, enabling users to reference, analyze, and search across their personal knowledge collection during conversations.

Integrates with Iaptic's customer and transaction data to enable querying, analysis, and insights for e-commerce and customer support tasks.

Integrates with OpenSearch to enable powerful full-text search, data aggregation, and real-time analytics capabilities for applications requiring advanced search and log analysis.

Integrates with Redmine to enable project management tasks like accessing project details and creating issues through a custom API built on the node-redmine library.

Integrates with the SerpApi Google Search API to enable access to structured search results data for SEO tools, market research, or data aggregation services.

Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the ecosystem.

Integrates with the Alchemy SDK to enable blockchain and NFT operations, including retrieving metadata, fetching token balances, and querying blockchain data.

Combines PDFKit and Puppeteer to generate PDFs from HTML content and programmatic layouts, enabling versatile document creation and web page snapshots.

Integrates with the ISOPlanner API to enable retrieval of planning data and management of ISO-related tasks for compliance and process management workflows.

Provides a PyTorch CI/CD analytics API for investigating build failures, analyzing test flakiness, and monitoring performance trends across the PyTorch infrastructure.

Manages JSON schemas and generates instances with custom properties, enabling applications to maintain consistent data structures and create template-based JSON documents

Integrates with GitHub's API to find similar issues using Jaccard similarity, streamlining support workflows and reducing response times in project management.

Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic search and web crawling capabilities.

Integrates Magic: The Gathering data sources to provide unified access for card searches, rules lookup, and set information retrieval.

Enables interaction with PDF and EPUB documents for reading, analyzing content, and extracting information from document files.

Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and relevant text snippets.

Integrates with GitHub repositories to enable repository searching, issue management, and pull request handling through authenticated API endpoints that format data for easy access within conversations.

Integrates with OpenAI's DALL-E API to enable image generation with fine-grained control over parameters including model selection, size, quality, and style through a command-line interface.

Integrates Fireproof JSON document databases with the Model Context Protocol, enabling CRUD operations and querying across multiple decentralized databases for scalable data management.

Configurable web crawler that extracts structured content from websites while respecting robots.txt rules and offering customizable settings for depth, delay, and concurrency.

Integrates with Sanity.io to provide tools for creating, listing, and publishing draft posts, streamlining content management workflows for websites and applications.

Integrates with Overseerr to enable media searching, retrieval, request management, and personalized recommendations for Plex libraries.

Python-based web crawler extracts website content into markdown files, enabling efficient content aggregation and site archiving.

Extracts and transforms webpage content into clean, LLM-optimized Markdown by removing non-essential elements while preserving key metadata.

Integrates with Gmail's API to enable email management tasks like sending, reading, drafting, and organizing messages.

Provides browser automation capabilities through a simple API, enabling execution of web tasks using natural language instructions

Provides control over tmux sessions by leveraging libtmux to execute commands through a simple interface, enabling automated terminal session management and complex workflows.

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