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Enables interaction with Google Ads through the Google Ads API using GCloud authentication. Supports GAQL query execution, performance data retrieval, account management, and resource discovery with pagination and multiple output formats.

A local, offline facial recognition search system that integrates with LM Studio via MCP, allowing users to find photos of people in their library using natural language queries.

Official Python SDK for MemoraEU — zero-knowledge persistent memory layer for AI agents

Enables Bob to ask questions to IBM AskSales, search playbooks and competitive intel, generate client roadmaps, and check Watson + AskSales connectivity status.

Enables hospital search and detail lookup to discover medical institutions and verify campuses, departments, contacts, introductions, and operating entities.

Unsplash MCP Server provides tools for searching and retrieving photos from Unsplash's library through a standardized interface. Built in Swift, it offers three main capabilities: searching photos with filters like color and orientation, retrieving detailed information about specific photos, and fetching random photos with customizable parameters. The server connects to the Unsplash API using an access key stored in environment variables, making it ideal for AI assistants that need to incorporate high-quality imagery into their workflows without leaving the conversation context.

Enables AI-driven game development by providing MCP tools to interact with the Godot editor, including scene editing, node manipulation, script attachment, and scene execution.

reginfo MCP — the Unified Agenda of Federal Regulatory and Deregulatory

Provides direct access to JEB decompiler functionality for Android APK analysis through a Python-Jython bridge architecture. Exposes tools for decompiling methods and classes, listing and renaming code elements, analyzing cross-references, retrieving manifest and resource files with grep filtering, and performing batch operations on DEX bytecode structures. Built with a socket-based server running inside JEB and a bridge client for Claude Desktop integration, it enables reverse engineering workflows including malware analysis, vulnerability research, and Android application security assessment by allowing natural language queries against decompiled code, resource extraction, and automated refactoring operations.

Workato MCP Server provides a bridge between Claude and the Workato automation platform API, enabling AI assistants to manage integration recipes, connections, and workflows. Built with TypeScript, it implements over 20 tools for operations like listing and creating recipes, managing connections, organizing folders, monitoring jobs, and working with tags. The server authenticates with Workato using an API token and transforms all responses into a consistent format, making it ideal for automating integration workflows, monitoring recipe execution, and managing integration assets directly from AI conversations without switching contexts.

Enables comprehensive calendar management with capabilities to create, list, update, and delete events through a Model Context Protocol server integrated with Google Calendar.

MCP server for Instagram using the Instagram Platform API with Instagram Login (no Facebook Page required, no private API scraping). 27 tools for profile, media, publishing, comments, insights, and DMs.

MCP server for validating JSON against JSON Schema and repairing malformed/invalid JSON.

AI agents can inspect, fill, merge PDFs, and generate invoices deterministically using local file paths, without PDF bytes passing through the model context.

MCP server offering web scraping, news headlines, weather, and daily quote tools, integrated with a LangGraph agent and Chainlit chat UI.

MCP server for storing and retrieving database schema information for LLMs. Enables auto-loading Databricks Unity Catalog schemas and vector-based semantic search via configurable embedding service.

NIH Supplements

MCP server for programmable bench power supply control, enabling autonomous bootloader-entry probing via precise power cycling and telemetry.

An MCP server that exposes the Agent Skill creation guide (9 phases) as MCP resources, enabling AI agents to build SKILL.md files on demand.

Exposes internal company services as LLM-callable MCP tools, enabling AI agents to perform business operations like customer management, order processing, and support ticketing through natural language.