Provides web search capabilities via the SearXNG API, exposing them through an MCP server for seamless integration with AI agents and tools.

Query and manage Azure and Microsoft 365 tenants using natural language through Microsoft Graph and Azure Resource Management APIs.

Provides access to Milvus vector database functionality through the Model Context Protocol, enabling LLM applications to perform vector search, hybrid search, collection management, and data operations via stdio or Server‑Sent Events.

Interact with the macOS Calendar through natural‑language commands, enabling creation, querying, and updating of events in a conversational way.

Enables comprehensive, well‑cited research reports by elaborating questions, generating sub‑questions, performing web searches, analyzing content, and formatting findings into structured artifacts.

Provides a collection of Model Context Protocol servers built with Quarkus, enabling rapid deployment of database access, JVM inspection, filesystem serving, JavaFX canvas, Kubernetes interaction, container management, and Wolfram Alpha search via simple JBang commands.

Enable AI assistants to query and control Home Assistant entities, retrieve summaries, manage automations, and conduct guided conversations using lean JSON responses.

Provides a Model Context Protocol server that connects to Snowflake, enabling execution of SQL queries, schema exploration, and dynamic insight aggregation through a set of tools and memo resources.

Provides a local MCP server that interfaces with a running Anki instance to retrieve, create, and update flashcards through standard MCP calls.

Securely interfaces with the macOS Messages database via MCP, enabling LLMs to query, analyze, filter, and send iMessage or SMS communications with built‑in phone number validation, attachment handling, and group chat support.

Provides Claude with direct access to SQLite, SQL Server, PostgreSQL, and MySQL databases through an MCP server.

Provides access to Siri Shortcuts via Model Context Protocol, enabling LLMs to list, open, and run shortcuts on macOS.

Control Android devices through ADB commands, enabling calls, messaging, UI interaction, media handling, app management, and screen analysis for AI agents.

Enables AI models to retrieve DSL data from MasterGo design files via a standalone service that runs with npx and only requires a Node.js environment.

Provides SEO data retrieval via Ahrefs, exposing MCP tools for backlink analysis, keyword generation, traffic estimation, and keyword difficulty, with automated CAPTCHA solving and response caching.

Provides local image processing capabilities for AI assistants, enabling cropping, resizing, background removal, OCR, object detection, drawing, and more without sending images to external servers.

Read and write records in a Pinecone vector index via Model Context Protocol, enabling semantic search and document management for Claude Desktop.

Enables Claude Desktop and other MCP clients to access any OpenAI‑compatible chat completion service as a tool, forwarding queries to the configured provider.

Implements a Model Context Protocol server that lets clients such as Cursor or Windsurf manage 1Panel resources—including dashboards, system info, websites, certificates, applications, and databases—through stdio or SSE transports.

Generate chart images via QuickChart.io using MCP tools, supporting a wide range of chart types and customizable configurations.

Provides search, installation, and proxy functionalities for MCP servers, combining Nacos service discovery with optional Compass API support and offering both router and proxy operating modes.

Enables LLMs to interact with Salesforce data through SOQL queries, SOSL searches, and direct REST API calls, supporting record management and metadata retrieval.

Conversational Coding with Voice Mode MCP

Provides metacognitive sanity checks for autonomous AI agents, interrupting pattern inertia and preventing reasoning lock‑in through adaptive Critical Path Interrupts.

Provides natural‑language access to Google Analytics 4 data via MCP, exposing over 200 dimensions and metrics for Claude, Cursor and other compatible clients.