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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Julia Documentation

13

MCP (Model Context Protocol) Server. Integrates Julia documentation and source code retrieval for quick reference and exploration within AI workflows.

2 tools

M-Pesa Daraja

13

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.

6 tools

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

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

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

Spec-Driven Development

13

A toolset for enforcing structured Spec-Driven Development (SDD) workflows, guiding developers from project initialization through requirements and design to test-driven implementation.

11 tools

Hooks

13

An MCP server that converts localized shell commands and prompt templates defined in YAML into secure, discoverable tools for AI coding assistants.

8 tools

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

OpenBudget

13

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

3 tools

Folo RSS Reader

13

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

13

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

13

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.

3 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.

mcp-server

Needs Setup
13

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.

72 tools

Agent Construct

13

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

13

A Node.js MCP server that provides search and summarization capabilities using Kagi.com session tokens, bypassing the need for a separate API key.

2 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

django-mcp

13

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.

4 tools

Google Maps

13

A location-aware MCP server integrating Google Maps Platform to provide place discovery, detailed business information, and multi-modal route computation for AI agents.

3 tools

PCILeech

13

A specialized MCP server providing direct memory access (DMA) capabilities via PCILeech hardware for advanced debugging, reverse engineering, and security research.

19 tools

Twitter Search

13

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.

1 tool

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

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

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.

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

mongo-mcp

13

MCP server that provide tools to LLMs such as claude in cursor to interact with MongoDB

8 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

AgentKit (Chargebee)

13

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

13

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.

7 tools

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