🧩 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 Gmail and Google Calendar APIs to enable email retrieval, search, sending with attachments, and calendar event management including video conference creation.

Integrates with the Gemini API to analyze UI screenshots, providing automated visual QA and insights for application testing and UX evaluation.

Enables macOS volume control via osascript, providing mute and unmute functionality for system audio management.

Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across interactions and building complex information networks.

Integrates with the Sumo Logic API to perform log searches, enabling custom queries and analysis of log data for troubleshooting, monitoring, and generating insights from application logs.

Integrates with Xano's no-code backend platform to enable data querying, manipulation, and CRUD operations for rapid application development and prototyping.

Provides efficient file search and retrieval capabilities within a networked environment using TypeScript and Node.js, offering both standard and HTTP-based execution modes.

Integrates with YouTube to enable subtitle retrieval and analysis for content summarization, translation, or accessibility enhancement.

Integrates with Spring Boot to process CSV and Excel files, enabling data extraction and manipulation for analysis, reporting, or system integration tasks.

Integrates with GitHub's Pull Request system to fetch and analyze PR comments with their associated file paths, line ranges, and replies for seamless code review workflows.

Integrates with Yahoo Finance API to provide real-time stock prices, company information, historical data, and market news through LLaMA 3.2 3B while preserving all regular model capabilities.

Enables management of Harvester HCI clusters through a Go-based server that provides tools for handling both standard Kubernetes and Harvester-specific resources with human-readable output formatting.

Integrates with StateSet's issue operations system, enabling management of returns, orders, warranties, shipments, and manufacturing processes through a robust set of tools for creating and updating business records.

Integrates with statistical and machine learning tools to perform data analysis, calculations, and time-series forecasting on user data from various sources including CSV files and databases.

Integrates with Supabase PostgreSQL databases, exposing table schemas as resources and providing tools for data analysis, including read-only SQL queries, table statistics, and relationship discovery.

Provides a secure interface for executing commands, managing processes, and retrieving outputs in terminal or PowerShell environments, with robust logging and error handling for system administration and development tasks.

Provides a bridge for efficient file uploads within AI-assisted workflows, enabling seamless integration of file handling capabilities into existing systems.

Parses through README documentation/project files on your local filesystem to guide development workflows.

Integrates with Git to provide version control, project management, and code analysis capabilities for TypeScript projects.

Provides web scraping and DuckDuckGo search capabilities for retrieving and processing web content as markdown.

Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from code or text descriptions within conversational interfaces.

Integrates with X using the agent-twitter-client library, enabling tweet retrieval and posting within Docker containers with proxy support for network isolation.

Enables Twitter interaction through getTweet and sendTweet tools, supporting both basic authentication and Twitter API v2 credentials in a Docker-containerized environment.

Integrates with UniProt API to provide cached protein information for bioinformatics applications and protein research.

Integrates with Slack workspaces to provide direct access to users, channels, messages, and search functionality through a TypeScript-based server that handles pagination and API errors automatically.

Automates tweet scheduling and posting by integrating Google Sheets with Twitter using web automation.

Containerizes a Notion integration server for simplified deployment and consistent operation across environments.

Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and health metrics like heart rate through natural language interactions.

Integrates with GitHub Projects to streamline Agile Sprint-based workflows, enabling project creation, task management, and sprint planning within the GitHub ecosystem.

Integrates with Loxo's recruitment platform API to streamline hiring processes through automated candidate tracking, job matching, and task management.

Securely saves text content to local files with user-specified or timestamp-generated filenames through a simple interface with robust validation and error handling.

Integrates with Tecton clusters to enable feature store management, workspace listing, and configuration retrieval for data scientists and engineers.

Integrates with the Alpaca trading API to provide algorithmic trading and portfolio management tools for account information, market data, order placement, and position tracking.

Integrates with IP-API.com to provide IP geolocation services, enabling location-based insights without API keys or complex integrations.

Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations.

Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs.

Integrates with Azure DevOps to manage work items, wikis, and project tasks, enabling AI-driven project management and cross-service automation.

Integrates with Perplexity AI to enable real-time question answering and web search capabilities through customizable tools for direct questions and web queries across multiple Perplexity models.

Integrates with GitHub's issue tracking system to enable listing and creating issues, facilitating automated issue management and workflow integration.

Provides access to IETF RFC documents, enabling efficient listing, searching, and retrieval with pagination and local caching for internet standards and protocol analysis.

Provides Unix command documentation, including help pages, man pages, and usage information, enabling retrieval and exploration of system commands within conversations.

Extracts YouTube video transcripts from various URL formats using a command-line tool, enabling content analysis and subtitle generation.

Enables data analysis and visualization by integrating with pandas, scikit-learn, matplotlib, and seaborn libraries for dataset exploration, statistical analysis, and chart generation

Generates unique UUIDs through a lightweight Deno-based tool interface with comprehensive logging and error handling capabilities

Integrates with Twitch chat using Apache Camel and Quarkus to enable real-time interaction, moderation, and analysis of live stream conversations.

Integrates Vitest and TypeScript for automated test execution and type checking in development workflows.

Enables natural language-driven Docker container management, including operations, log monitoring, and command execution.

Implements an efficient in-memory caching layer, reducing token consumption and optimizing repeated data access patterns in workflows.

Integrates with CGV Cinema's API to provide movie showtimes, cinema locations, and seat availability information for planning cinema outings through conversational interfaces.

Integrates Solana blockchain with natural language commands to enable querying balances, handling transactions, and retrieving blockchain data.

Integrates with ClickUp's project management API to enable task creation, management, and automation within ClickUp environments.

Integrates with Valyu's knowledge retrieval and feedback APIs, enabling information search across proprietary and web sources and submission of user feedback for enhanced information retrieval and interaction scenarios.

Provides standardized development rules and real-time guidance for Business Central projects, offering rule validation, architectural suggestions, and component structure optimization for consistent coding standards and best practices.

Enables direct SQL query execution against MSSQL databases through a FastMCP-powered server with Docker containerization for seamless data analysis and manipulation.

Integrates with OpenAI's APIs to provide tools for API testing, text generation, image creation, and HTTP request handling within applications.

Combines a standard server with WebSocket functionality to enable real-time data updates and efficient asynchronous operations for applications requiring both traditional interactions and data streaming capabilities.

Integrates with the Canvas Learning Management System API to enable course management, assignment tracking, and student engagement analysis in educational settings.

Integrates with Waldur's cloud management platform API to enable natural language-driven provisioning, monitoring, and billing of multi-provider cloud resources.

Integrates with the National Weather Service API to retrieve weather alerts by state and forecasts by coordinates for basic weather information access.

Integrates with OpenWeatherMap API to provide real-time weather conditions, forecasts, air quality information, historical data, location search, and weather alerts for seamless access to accurate weather information during conversations.

Integrates diverse utility services including weather data, email, task management, currency conversion, and calendar functions through a RESTful API for seamless incorporation into applications.

Integrates with OneSignal to manage push notifications, emails, and SMS across multiple applications with support for device management, segmentation, and template operations.

Integrates accessibility testing capabilities using Puppeteer to perform automated WCAG compliance checks and generate remediation suggestions for web applications.

Provides direct access to OpenStreetMap geospatial data through SQL queries, enabling location-based analysis and extraction of structured information about geographic features from the complete OSM dataset.

Provides integration with the DingTalk API, enabling easy deployment and scaling of services like chatbots and data processing pipelines.

Provides integration with the DingTalk API, enabling easy deployment and scaling of services like chatbots and data processing pipelines.

Integrates with MySQL databases using Python and Docker to enable structured data storage, querying, and manipulation.

Integrates with Textwell on macOS to enable writing text in replace, insert, or append modes via a simple, focused interface.

Exposes Go documentation and package listing capabilities through 'go doc' and 'go list' commands, enabling efficient querying of official Go documentation and codebase understanding.

Bridges HTTP clients with tool servers, enabling tool discovery and execution via REST endpoints, featuring automatic HTTPS exposure and OpenAPI 3.1.0 specification for seamless integration with custom GPTs and AI-assisted applications.

Integrates with gRPC services using grpcurl, enabling method invocation, service listing, and description with custom header support for versatile API interactions.

Integrates with MySQL databases to enable SQL query execution, connection management, and data retrieval for applications requiring relational database interactions.

Connects AI systems to MySQL databases for executing SQL queries and performing complex data operations without direct database access.

Integrates with Tavily to provide fine-grained news search capabilities for up-to-date information retrieval and analysis.

Integrates with OpenAI's API and Puppeteer to provide screenshot capture, code architecture analysis, and code review capabilities for software development tasks.

Integrates with Tavily API to provide web search capabilities, returning AI-generated responses with source information in a containerized, cross-platform solution.

Provides arithmetic operations for basic calculations, enabling efficient mathematical computations in workflows and applications.

Integrates with Scrapbox to retrieve page content, enabling incorporation of collaborative note-taking and knowledge management data into workflows

Manages and switches between memory paths for clients, enabling organized context management across multiple AI projects.

Integrates with Gmail API to enable email listing, reading, and filtering of emails.

Integrates with MySQL databases to enable SQL query execution, schema analysis, and automated business insight generation through data reading, writing, and continuous memo updates.

Provides persistent memory storage, retrieval, and search capabilities for maintaining conversation context across sessions through JSON-RPC endpoints with tagging support.

Provides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language with robust error handling and resource management.

Integrates with Ethereum blockchain to enable wallet management, transaction execution, and smart contract interactions via Infura, providing secure local access for blockchain operations.

Integrates with ZoomEye API to enable network asset reconnaissance through specialized search tools, supporting dork queries, IP filtering, and field selection with built-in caching and error handling for cybersecurity workflows.

Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development tasks.

Integrates with Azure Data Explorer to enable read-only querying, table listing, and schema retrieval for large-scale telemetry data analysis.

Bridges MinIO object storage servers to enable bucket/object management, file operations, and server monitoring for cloud-native applications.

Integrates with Notion to enable database and page operations, content management, and collaborative workflows.

Transforms compressed log files into a queryable SQLite database with tables for logs, stack traces, and errors, enabling efficient analysis and troubleshooting of application issues by timestamp, log level, and module.

A MCP server that provides AI-powered image generation capabilities through Google's Gemini 2.5 Flash Image model.

Query and analyze SQLite databases directly.

Get chat completions with citations from Perplexity API.

Integrates with Vercel's serverless infrastructure to provide a lightweight endpoint for AI model interactions and tasks like chatbots, content generation, and data analysis.

Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Upstash Developer API's.

This is an MCP server for PostgREST. It allows LLMs perform database queries and operations on Postgres databases via PostgREST.

Server that manages Claude's configuration for other MCP servers.

Access and modify notes in Obsidian vaults via REST API.

Perform efficient line-oriented operations on text files.

Integrates ClickUp task management with AI systems to enable automated task creation, updates, and retrieval for enhanced project workflow efficiency.

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