🧩 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.

Enables text-to-image generation using Replicate's flux-schnell model, offering configurable parameters for on-demand image creation in various applications.

Integrates with Tiingo API to perform technical analysis on stocks, providing key indicators for trading decisions.

Content and product marketing tools, including a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.

Fetch and analyze git repository structures and contents.

Enables querqying and analyzing web content using LSD SQL, a DSL for extracting structured data from websites in real-time.

Integrates with Solana's blockchain to enable querying account data, managing tokens, and analyzing transactions using a Rust-based abstraction layer over the RPC API.

Transforms file-based memory banks into a centralized, remotely accessible service for multi-project management with consistent structure and validation.

Accepts text descriptions, generates corresponding images, and offers image download and save functions.

Integrates with MySQL databases to enable secure query execution, schema management, and CRUD operations for structured data access and manipulation

Integrates with the Figma REST API to manage design system elements, enabling variable handling, file operations, and collaborative workflows.

Make calls to OpenAI's chat completions.

Manage AWS S3 and DynamoDB resources.

Integrates with Reddit to fetch and analyze posts, comments, and trends across subreddits for content curation and social media insights.

Integrates with Xcode to streamline iOS development workflows, automate build processes, and facilitate code generation for efficient app creation.

Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database engines.

Integrates with Exa API to enable web search capabilities with filtering options for domains, text requirements, and date ranges, returning markdown-formatted results with titles, URLs, publication dates, and content summaries for real-time internet information access.

Integrates with Deepseek R1 model for text generation and analysis tasks, enabling content creation and AI-assisted decision-making in various applications.

Integrates natural language querying with PostgreSQL databases to enable AI-interpreted data analysis without manual SQL writing.

Retrieves information related to Clojure dependency management.

Integrates with Babashka to enable dynamic Clojure code execution and interaction for scripting, data processing, and system automation tasks.

Integrates drand and tlock-js to enable secure, time-locked encryption for managing scheduled events with cryptographic guarantees.

Integrates with Obsidian to provide a locally-hosted task management system with intelligent prioritization, task decomposition, and a full API for creating, updating, and querying tasks in a SQLite-backed database.

Provides advanced file system access and code analysis capabilities, enabling efficient reading, searching, and analysis of large codebases for automated quality assessment and intelligent navigation.

Enables AI-assisted Node.js and TypeScript development optimized for popular frameworks, offering code generation, debugging, and project management capabilities.

Extracts and processes web content using TypeScript, Cheerio, and Turndown for tasks like scraping, summarization, and data transformation.

Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource management.

Integrates with Unipile to provide unified access to messages across LinkedIn, WhatsApp, Instagram, Messenger, and Telegram, enabling efficient multi-platform communication management.

Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced analysis and retrieval of email data in Windows environments.

Provides a RESTful API for remote execution of Python code snippets.

Analyzes statistical variations in conversation structures and logs unusual events to a SQLite database for monitoring AI behavior and detecting anomalies.

Integrates with AKShare to provide real-time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures, forex, and macroeconomic data queries for investment decision support.

Integrates with Puppeteer to provide browser automation capabilities for web navigation, interaction, and data extraction.

Integrates the Coq proof assistant with natural language inputs to enable automated dependent type checking, inductive type definition, and property proving for formal verification and theorem proving tasks.

Integrates with Replicate to provide access to AI models for image generation, with features like parameter customization and output resizing.

Integrates with Microsoft Graph API to enforce CISA Directive 25-01 security controls for Microsoft 365, enabling automated policy management and compliance monitoring.

Integrates with Netlify's API to enable automated web deployment, serverless function management, and continuous deployment workflows for AI applications.

Provides real-time cryptocurrency market data from OKX exchange through API endpoints for historical candlestick patterns and current price information

Processes images and PDFs through Mistral AI's OCR API to extract text from visual documents, supporting both local files and URLs with Docker containerization for easy deployment.

Integrates with Intercom to provide filtered access to conversations and chats, enabling detailed analysis of customer interactions and support trends.

Integrates with DICOM systems to provide connectivity testing and diagnostics for medical imaging workflows, enabling node listing, C-ECHO operations, and configuration management.

Interface with Datafocus data tables via natural language.

Integrates with Perplexity AI to enable context-aware conversations, research, and code analysis through natural language processing capabilities.

Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.

Provides tools for managing and generating long-form content through conversation-based drafting and revision workflows, enabling efficient development of novels, reports, and other extensive documents.

Lightweight, file-based memory storage for maintaining persistent context across conversations using simple text operations.

Integrates with WordPress to enable automated content management, post creation, and site administration tasks without direct dashboard access.

Exposes data from the ThemeParks.wiki API as tools.

Enhances Supabase integration with improved error handling, SQL processing, and response formatting for natural language database interactions and real-time query validation in the Windsurf ecosystem.

Provides semantic text analysis and compression tools for advanced content processing, enabling summarization, search optimization, and efficient storage while preserving core meaning.

Integrates with SQL Server to enable database schema exploration, query execution, and stored procedure management via JSON-RPC communication for relational data analysis and natural language querying.

Interfaces with Cube.dev's REST API to enable querying and describing data from Cube deployments, simplifying access to complex data structures for automated analysis and natural language exploration of business metrics.

Enables creation and management of Excalidraw drawings with tools for creating, updating, exporting, and storing visual content directly within conversational workflows.

Integrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications.

Bridges New Relic's log querying capabilities with a Python-based server, enabling execution of NRQL queries for performance monitoring and log analysis.

Integrates with Cursor IDE to provide real-time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement suggestions.

Exposes a simple website fetching tool for retrieving web content, supporting local development and cloud deployment with real-time communication via Server-Sent Events.

Integrates with Cloudflare's AI image generation capabilities, leveraging Workers for serverless deployment to enable on-demand image creation for content generation and visual design tasks.

Integrates with the Draw Things API to convert text prompts or JSON inputs into JSON-RPC requests, enabling AI image generation capabilities with automatic saving and error handling.

Guides users through systematic worldbuilding with structured prompts and Google Imagen integration for generating visual representations of fictional universe elements

Integrates with WildFly application servers to enable monitoring, configuration, and management of server resources and performance.

Integrates with the Dart task management system to enable AI-driven project organization, document handling, and workflow automation through secure API interactions and Dartboard feature integration.

Integrates ComfyUI's stable diffusion interface to enable programmatic image generation through customizable node-based workflows.

Enables targeted text file modifications through operations like adding, replacing, and deleting content at specific locations.

Integrates with FRED API to provide economic data retrieval, search, and metadata access for economic analysis and forecasting applications.

Integrates with Jira's API to enable issue tracking, project management, and workflow automation tasks.

Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications.

Integrates with the Webflow API to enable retrieving site information, managing custom domains, and automating Webflow site management tasks.

Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and refactoring.

Integrates with CryptoPanic to provide real-time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis and investment decision support.

Monitors real-time cryptocurrency whale transactions across blockchains, providing detailed transaction information and configurable filtering for traders and analysts tracking significant market movements.

Integrates Java code analysis, manipulation, and testing tools for efficient software development workflows and automated code operations.

Integrates with Rust documentation from docs.rs, enabling search for crates, retrieval of documentation, type information, feature flags, versions, and source code for Rust projects.

Integrates with Splunk Enterprise/Cloud to enable natural language-driven searches, index management, user handling, and KV store operations through a Python-based interface supporting both command-line and web server integration.

Integrates with Rayon Design CAD interface using browser automation to enable shape creation and drawing method searches for AI-assisted design workflows.

Integrates ArangoDB databases into workflows, enabling dynamic querying and analysis of document-oriented and graph data via AQL and document retrieval.

Integrates with DigitalOcean's API to enable automated server management, scaling, and infrastructure operations through natural language commands.

Provides real-time stock market data and trading capabilities using yfinance, offering tools for quotes, company information, historical prices, symbol search, analyst recommendations, and insider transactions.

Integrates with Govee smart lighting devices to enable natural language control of brightness, color, and power settings for home automation and ambient lighting scenarios.

Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives

Integrates the Tavily search API to enable web searches and information retrieval for fact-checking and research tasks.

Enables natural language interaction with MySQL databases through Python and SQLAlchemy, providing secure query execution, connection pooling, and structured results for data analysis and database management without writing raw SQL.

Enables downloading and parsing of Substack posts, facilitating content analysis and research workflows.

Integrates with AWS Service Reference API to provide real-time access to AWS service capabilities and API actions for developers and cloud architects.

Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows.

Enables YouTube Music playback via Google Chrome, allowing voice-activated song selection and mood-based playlists without direct user interaction.

Integrates with the Figma API to extract and analyze design file structures, enabling exploration of node hierarchies and supporting design system management workflows.

Enables querying Tailscale status by parsing CLI output on macOS, providing structured data about connected devices and network information.

Integrates with the Firecrawl API to enable web scraping and intelligent content searching for extracting structured data and performing customizable searches.

Integrates with the Google Tasks API to provide structured task management capabilities for creating, listing, updating, and toggling tasks in default lists.

Integrates with the MacOS clipboard to enable reading and writing of system clipboard content for text processing and data transfer tasks.

Integrates with LibSQL databases to enable schema retrieval and table querying for real-time data access and analysis.

Integrates with GitHub's OAuth system to enable secure access and management of repositories, issues, and code for automated development workflows and analysis.

Integrates with Trivy to provide vulnerability scanning and automated remediation for projects across multiple programming languages and package managers.

Integrates with the Zipic app for macOS to provide image compression and optimization capabilities through quickCompress and advancedCompress tools, enabling efficient image processing with customizable settings.

Enables browser automation on Linux systems for web interactions, screenshots, and JavaScript execution using Puppeteer

Integrates with Kintone's low-code platform API, enabling data retrieval, record creation, and workflow automation in Kintone applications.

Integrates with YouTube API to manage Watch Later playlists, enabling content curation, video recommendations, and automated playlist management.

Integrates with Databricks to execute SQL queries, list schemas, and describe table structures using the Statement Execution API for data exploration and analysis tasks

Integrates with CouchDB to enable database management, document operations, and Mango queries for applications requiring document-based storage and retrieval.

Provides system-level operations for file handling, information retrieval, HTTP requests, and command execution, enabling versatile system management and task automation.

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