🧩 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 WolframAlpha to enable computational knowledge queries, scientific calculations, and data analysis across diverse disciplines.

Query and analyze large datasets using Tinybird analytics.

Research topics using Google search and web scraping.

Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs.

Integrates with Replicate API to provide seamless access to diverse machine learning models for inference and result retrieval across various domains.

Integrates with Figma's API to enable direct access to design files and prototypes for generating code and answering UI implementation queries.

Interact with Google Docs, Sheets, and other Workspace products.

Extract and analyze video subtitle data for content understanding.

Integrates with Apple Music on macOS using Python and AppleScript to enable music playback control, library searching, playlist creation, and metadata retrieval.

Interact with Notion workspaces by searching, reading, creating, and updating pages.

Integrates with the AACT clinical trials database, enabling querying and analysis of large-scale trial data for research and healthcare applications.

Access and search local Apple Notes databases.

Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for UI/UX design, file management, and service interactions.

Execute shell commands with strict security policies.

Search and access Google Drive files and folders via read-only API.

Access Shodan API and CVEDB to query IoT device data and vulnerability information.

Execute SQL queries and analyze data in DuckDB databases.

Explore schemas and execute read-only SQL queries on MySQL databases.

Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem.

Integrates with ComfyUI to enable text-to-image generation using customizable Stable Diffusion workflows.

Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis.

Integrates with Obsidian to enable natural language-based note creation, editing, and management within vaults.

Provides a knowledge graph management system for storing, retrieving, and querying information to build and maintain long-term memory across conversations.

Provides a shell command execution interface for secure and controlled access to local system operations, enabling automation tasks and system management.

Integrates with Tuya smart home devices using tinytuya, enabling control and monitoring for home automation scenarios like voice commands and energy optimization.

Integrates with the Everything SDK to enable rapid file searches and metadata retrieval on Windows.

Interact with multiple LLM chat APIs through a unified interface.

Integrates with Hacker News to fetch stories, comments, and user data, enabling tech news aggregation, trend analysis, and community engagement tracking.

Integrates with Google Custom Search Engine API to enable web searches for fact-checking, research, and content generation with current data.

Enables direct execution of shell commands in the active iTerm tab, streamlining terminal-based workflows and automation tasks.

Integrates with email providers to enable sending and receiving emails, automating workflows and managing communications via IMAP and SMTP functionality.

Aggregates real-time trending topics from major Chinese social platforms and news sites.

Access accurate local and UTC time information.

Integrates with YouTube using yt-dlp to enable downloading of videos and subtitles for content analysis and processing tasks.

Integrates web browsing capabilities for real-time data retrieval, content extraction, and task automation using popular Python libraries.

Interact with Figma design files through the Figma REST API for design analysis, feedback, and collaboration.

Connects to Supabase projects using PostgREST, or standalone PostgREST servers, enabling natural language querying and management of PostgreSQL data.

Integrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows.

Integrates with Port.io's API to enable AI-assisted task management and workflow orchestration through authentication, prompt triggering, and response handling.

Provides Git operations for local repositories, enabling repository management, tag handling, and repository refreshing without direct shell access.

Integrates with LinkedIn to enable profile retrieval, job searching, feed post access, and resume analysis for automated platform engagement.

Integrates with Explorium's data services API, enabling access to data capabilities for AI workflows through a Python-based server that requires API key authentication.

Extract and analyze video captions and subtitles in multiple languages.

Enables automated restarts of Claude Desktop on macOS by leveraging psutil to safely terminate and relaunch the application process.

Integrates with Reddit's API to fetch and retrieve diverse content including posts, comments, and subreddit information for data analysis and content curation.

Integrates with Monday.com to enable creating items, retrieving board groups, adding comments, listing boards, and managing sub-items for project management and team collaboration workflows.

Inspect schemas and execute SQL queries on Google BigQuery.

Store and search data using VikingDB vector database.

Integrates with Timeplus to enable SQL query execution and database information retrieval for real-time analytics and data exploration.

MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual configuration.

Integrates with Xcode to enable iOS project building, testing, and error handling for efficient development workflows in AI-assisted coding environments.

Convert OpenAPI specs into usable MCP endpoints.

Control repositories, merge requests, and issues via GitLab API.

Control Windows command-line interfaces securely.

Integrates with Apache Doris analytical database system through MySQL protocol, enabling data querying and interaction for business intelligence and data analysis workflows.

Integrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code explanations, and educational dialogues.

Enables interaction with macOS system preferences via the 'defaults' command for querying and modifying configurations.

Centralizes management of multiple AI services, providing secure API key handling and unified access for streamlined interactions across diverse platforms.

Provides access to current date and time information across timezones through a custom datetime:// URI scheme and local system time tool.

Integrates Obsidian vaults to enable searching and retrieving notes, leveraging personal knowledge for various applications.

Integrates with Redash data visualization platform to enable natural language querying, dashboard creation, and data source management for analyzing and visualizing data through conversational interfaces.

Integrates with Nile Database services to enable database operations through TypeScript-based server implementation supporting both stdio and HTTP communication modes for seamless database functionality in AI workflows.

Consume MCP resources or expose Genkit tools as server.

Provides a streamlined interface to the Sketchfab API for searching and downloading 3D models with filtering options for animated or rigged content.

Integrates web scraping and image processing capabilities to fetch, extract, and optimize web content.

Integrates with Chronulus AI's forecasting API to enable time series analysis, prediction generation, and visualization of forecasting data through natural language commands.

Execute system commands and scripts on the host machine.

Integrates PubMed data for searching and fetching biomedical literature, enabling dynamic querying and analysis of scientific information.

Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and read-only SQL queries with built-in safety checks

Enables querying and analysis of digital signal data from Value Change Dump (VCD) waveforms for applications in digital design, hardware verification, and signal analysis.

Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural language interactions.

Provides time and timezone conversion capabilities, enabling current time retrieval and timezone conversions using IANA names for accurate and localized time-based functionalities.

Integrates with Box cloud storage to enable searching, reading, and processing of PDF and Word documents for applications like automated document analysis and content extraction.

Integrates with OpenMetadata to enable querying and manipulating metadata across data assets for governance, cataloging, and lineage tracking.

Integrates with DuckDuckGo to provide web, image, news, and video search capabilities with configurable parameters for region, safesearch, and time limits.

Perform privacy-preserving web searches via the SearXNG metasearch engine.

Integrates with Asana to enable task automation, project tracking, and team collaboration through the Asana API.

Integrates with the local shell environment to enable execution of system commands, file operations, and retrieval of system information for task automation and system management.

Extract and document code from your local filesystem, enabling automated documentation and codebase analysis.

Create and manage tasks in Todoist through natural language.

Integrates with Slack workspaces to enable channel management, messaging, thread interactions, reaction handling, and user information retrieval for team communication platforms.

Execute web searches, news queries, and content extraction.

Integrates with Spotify Web API to enable music search, playback control, and playlist management for applications needing music data and content access.

Analyze family tree data from GEDCOM genealogy files.

Enables secure execution of shell commands on host systems for tasks like system diagnostics, file manipulation, and automation.

Dynamically generates tools from OpenAPI specifications, enabling seamless interaction with a wide range of RESTful APIs for flexible service integration and rapid prototyping.

Create flashcards and study/remember anything you care about with spaced repetition reviews on Rember.

Integrates with the Terraform Registry API to enable provider lookup, resource usage examples, module recommendations, and schema details retrieval for infrastructure-as-code development.

Integrates with the Jira API to enable querying, creating, and modifying issues and projects, simplifying project tracking and management tasks.

Integrates with Python's difflib to generate unified diffs for efficient text comparison and version control tasks.

Integrates with Gmail to enable email search, retrieval, and interaction for natural language-driven email management and analysis tasks.

Bridges with physical hardware devices (e.g. Raspberry Pi) via serial communication, enabling real-world control and interaction for IoT and robotics applications.

Integrates with Minecraft to enable AI control and interaction within game environments for research, education, and automation.

Query and analyze MongoDB databases.

Provides an AI-powered interview roleplay system for dynamic simulation of customizable interview scenarios, enabling practice and skill improvement for job seekers.

Provides an interactive Python REPL environment for executing code within conversations, maintaining separate state for each session and supporting both expressions and statements.

Enhances AI model responses with real-time search results from various engines through Higress ai-search, supporting internet, academic, and internal knowledge searches.

Integrates with GitLab's API to enable repository management, issue tracking, merge request handling, and file operations for automated development workflows.

Automates web browser actions with Selenium WebDriver.

Proxy server for CLI commands that captures terminal output in a circular buffer, enabling remote execution, log retrieval, and process management for command-line applications like Expo development tools.

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