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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Coding With Perplexity AI

13

MCP (Model Context Protocol) Server. Integrates Perplexity AI to provide intelligent coding assistance for tasks like code analysis, generation, and problem-solving across various programming languages.

SSH Rails Runner

13

An MCP server that enables secure remote execution of Rails console commands via SSH, featuring a prepare-and-execute workflow for safe read-only and mutation operations on production environments.

3 tools

Multi-LLM Cross-Check

13

MCP (Model Context Protocol) Server. Provides a unified interface for querying multiple LLM providers simultaneously, enabling side-by-side response comparison for fact-checking, gathering diverse perspectives, or evaluating different models' capabilities.

1 tool

Brave Search

13

MCP (Model Context Protocol) Server. Integrates with Brave Search to provide web and local search capabilities with automatic fallback, rate limiting, and SSE transport support for privacy-respecting search operations

2 tools

gNucleus Text-To-CAD

13

Generate CAD parts and assemblies from text using gNucleus AI models.

1 tool

Talk To Figma via Claude

13

TMCP server that provides seamless Figma integration specifically for Claude Desktop, enabling design creation, modification, and real-time collaboration through natural language commands.

15 tools

Threat.Zone

13

The Threat.Zone MCP server provides high-fidelity malware analysis capabilities, allowing LLMs to perform sandbox execution, static analysis, and CDR processing on files and URLs while retrieving detailed threat intelligence and network forensics.

31 tools

workflowy

13

A comprehensive MCP server for Workflowy providing full CRUD operations, regex-powered search and replace, and detailed usage/stale-content reports.

14 tools

Minecraft Remote

13

A comprehensive MCP server that enables AI assistants to remotely control Minecraft players with capabilities ranging from complex navigation and world interaction to inventory management and trading.

27 tools

Sensei (Dojo)

13

MCP (Model Context Protocol) Server. Provides specialized guidance for Starknet ecosystem development with Cairo programming and Entity Component System (ECS) framework expertise through TypeScript-based tools for Dojo developers building onchain games and applications.

6 tools

Kubernetes

13

MCP (Model Context Protocol) Server. Enables direct Kubernetes cluster management through a Kotlin-based server that provides tools for monitoring and controlling pods, deployments, services, storage, networking, and Helm releases using the official Kubernetes Java client.

Unsplash

13

MCP (Model Context Protocol) Server. Connects to Unsplash's API to enable photo searching with customizable filters, detailed image information retrieval, and random photo fetching for seamless imagery integration in conversations.

3 tools

Beyond Social (Farcaster)

13

MCP (Model Context Protocol) Server. Integrates with social platforms like Farcaster to provide standardized access to user profiles, content search, thread analysis, and trending topics through flexible stdio and HTTP/SSE transports.

11 tools

gravity-mcp

13

A robust MCP server for Gravity Forms that provides comprehensive access to the WordPress plugin's API, including form management, entry searching, field operations, and add-on feed configuration.

24 tools

Bear Notes

13

MCP (Model Context Protocol) Server. Provides read-only access to Bear note-taking app's SQLite database for searching and retrieving notes and tags through local Node.js server tools.

4 tools

ComfyUI

13

A pipeline wrapper that integrates ComfyUI into Open WebUI using the Model Context Protocol, enabling workflow-based image generation via natural language prompts.

Chain of Draft

13

MCP (Model Context Protocol) Server. Implements Chain of Draft reasoning to generate concise intermediate steps for efficient, token-optimized problem-solving across various domains, offering tools for both CoD and Chain of Thought methods with adaptive complexity estimation and format enforcement.

7 tools

Zoom

13

MCP (Model Context Protocol) Server. Enables AI to create and manage Zoom meetings with customizable settings through server-to-server OAuth authentication with the Zoom API.

4 tools

GetWeb

13

A comprehensive web search and content extraction server that integrates DuckDuckGo, Google, Felo AI, and Jina Reader to provide LLM-friendly markdown content, metadata, and technical insights.

7 tools

autowpmcp

13

AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site and allows users to ask Claude to write blog posts and automatically publish them to WordPress sites.

51 tools

Advanced Reasoning

13

MCP (Model Context Protocol) Server. Provides advanced reasoning capabilities through simulated algorithms including Monte Carlo Tree Search, Beam Search, and Hybrid Reasoning, delivering structured JSON responses with complete reasoning traces for complex problem-solving in software development.

4 tools

feather_wand_agent

13

Feather Wand Agent is a comprehensive AI-powered toolkit for performance testing and monitoring. It integrates multiple industry-standard performance testing tools (JMeter, k6, Gatling, and Locust) into a single, unified interface, allowing users to execute and analyze performance tests through natural language interactions.

mcp-web-search-tool

13

A MCP server providing real-time web search capabilities to any AI model.

1 tool

Apple Notes

13

Bridges AI systems with the macOS Notes application via AppleScript, allowing users to create, search, and retrieve note content directly through natural language interfaces.

3 tools

Email (IMAP/SMTP)

13

A robust MCP server providing comprehensive IMAP and SMTP email orchestration, allowing AI assistants to search, read, manage, and send emails through secure TLS/SSL connections.

19 tools

Outlook Mail + Calendar + OneDrive

13

A Microsoft Graph API-powered MCP server that enables AI assistants to manage Outlook emails, calendar events, and OneDrive files. It provides secure integration with Azure-registered applications to automate productivity workflows within the Microsoft 365 ecosystem.

Think Node MCP

13

Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article. (Works with Node)

1 tool

tachibot-mcp

Needs Setup
13

A sophisticated multi-model orchestration server providing 31 tools for research, reasoning, and analysis using GPT-5, Gemini, Grok, and Perplexity. It features intelligent routing, multi-model consensus verification, and YAML-based AI workflows.

17 tools

MCP Server for Excel

13

A comprehensive MCP server for Windows that enables AI assistants to automate Microsoft Excel through the native COM API, supporting Power Query, DAX, VBA, and complex spreadsheet operations.

12 tools

@advanced-communities/salesforce-mcp-server

Needs Setup
13

A comprehensive MCP server that bridges AI assistants with Salesforce environments via the Salesforce CLI, supporting data querying, Apex execution, metadata management, and security analysis.

36 tools