AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Coding With Perplexity AI
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
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.
Multi-LLM Cross-Check
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.
Brave Search
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
gNucleus Text-To-CAD
Generate CAD parts and assemblies from text using gNucleus AI models.
Talk To Figma via Claude
TMCP server that provides seamless Figma integration specifically for Claude Desktop, enabling design creation, modification, and real-time collaboration through natural language commands.
Threat.Zone
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.
workflowy
A comprehensive MCP server for Workflowy providing full CRUD operations, regex-powered search and replace, and detailed usage/stale-content reports.
Minecraft Remote
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.
Sensei (Dojo)
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.
Kubernetes
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
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.
Beyond Social (Farcaster)
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.
gravity-mcp
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.
Bear Notes
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.
ComfyUI
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
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.
Zoom
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.
GetWeb
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.
autowpmcp
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.
Advanced Reasoning
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.
feather_wand_agent
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
A MCP server providing real-time web search capabilities to any AI model.
Apple Notes
Bridges AI systems with the macOS Notes application via AppleScript, allowing users to create, search, and retrieve note content directly through natural language interfaces.
Email (IMAP/SMTP)
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.
Outlook Mail + Calendar + OneDrive
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
Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article. (Works with Node)
tachibot-mcp
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.
MCP Server for Excel
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.
@advanced-communities/salesforce-mcp-server
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.