AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Julia Documentation
MCP (Model Context Protocol) Server. Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows.
M-Pesa Daraja
A specialized MCP server providing AI assistants with comprehensive access to Safaricom's Daraja M-Pesa API documentation, including search, comparison, and retrieval of 22 different payment and business operation APIs.
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.
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.
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.
Spec-Driven Development
A toolset for enforcing structured Spec-Driven Development (SDD) workflows, guiding developers from project initialization through requirements and design to test-driven implementation.
Hooks
An MCP server that converts localized shell commands and prompt templates defined in YAML into secure, discoverable tools for AI coding assistants.
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.
OpenBudget
MCP (Model Context Protocol) Server. Provides access to Israel's OpenBudget API for querying and searching government financial data including budgets, contracts, and support payments
Folo RSS Reader
A Model Context Protocol server for the Folo RSS reader that enables users to manage subscriptions, retrieve entries, and organize feed content through LLM interfaces.
ComfyUI
A pipeline wrapper that integrates ComfyUI into Open WebUI using the Model Context Protocol, enabling workflow-based image generation via natural language prompts.
Social Media Sync
MCP (Model Context Protocol) Server. Enables cross-platform social media content creation by integrating Twitter, Mastodon, and LinkedIn through a unified server that leverages multiple AI models for generating and posting content with robust platform-specific formatting and research capabilities.
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.
mcp-server
A comprehensive MCP server for ConfigCat that allows AI agents to manage feature flags, environments, and segments via the public management API. It provides tools for full CRUD operations on ConfigCat entities and retrieves SDK documentation for code integration.
Agent Construct
MCP (Model Context Protocol) Server. Lightweight server enabling dynamic tool extension with JavaScript web scraping, Gemini search, and flexible configuration management for rapid prototyping of external tool capabilities.
Kagi Ken
A Node.js MCP server that provides search and summarization capabilities using Kagi.com session tokens, bypassing the need for a separate API key.
@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.
django-mcp
Connect Django apps to AI assistants with Model Context Protocol. Simple decorators expose models, admin functions, and custom tools to Claude and other AI assistants.
Google Maps
A location-aware MCP server integrating Google Maps Platform to provide place discovery, detailed business information, and multi-modal route computation for AI agents.
PCILeech
A specialized MCP server providing direct memory access (DMA) capabilities via PCILeech hardware for advanced debugging, reverse engineering, and security research.
Twitter Search
MCP (Model Context Protocol) Server. Enables Claude to search Twitter with natural language queries, filtering by keywords, users, dates, and engagement metrics with formatted markdown results.
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.
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.
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.
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.
mongo-mcp
MCP server that provide tools to LLMs such as claude in cursor to interact with MongoDB
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.
AgentKit (Chargebee)
A deprecated MCP server that integrates Chargebee products and API services into AI agents for subscription and billing management. It was designed to enhance AI applications like Claude and Cursor with billing capabilities.
Smart Prompts
MCP (Model Context Protocol) Server. Fetches prompts directly from GitHub repositories with semantic search, composition tools, and usage analytics for intelligent prompt management and discovery without local storage requirements.
Think Node MCP
Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article. (Works with Node)