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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

cursor-admin-mcp

3

Model Context Protocol server for Cursor Admin API - instant team analytics power-up for AI assistants

3 tools

EPICS Process Variable Bridge

3

MCP (Model Context Protocol) Server. Provides a bridge between AI and EPICS process variables, enabling real-time monitoring and control of industrial systems through tools for getting, setting, and retrieving detailed information about hardware systems.

3 tools

Coresignal

3

Provides access to massive B2B datasets including over 74M company records, 823M employee profiles, and 399M job postings for enrichment and research.

3 tools

kubeview

Needs Setup
3

KubeView is a read-only MCP server designed for safe, code-driven AI analysis and debugging of Kubernetes clusters, Helm releases, and Argo CD/Workflows.

13 tools

MusicMCP.AI

3

A specialized MCP server for generating AI music, offering both prompt-based inspiration and detailed custom composition modes with automated polling for track completion.

4 tools

Resend MCP Server

3

A robust MCP server for managing Resend email operations, allowing AI agents to handle bulk contact management, audience segmentation, and campaign broadcasting using human-friendly identifiers.

8 tools

mmaudio-mcp

3

A Model Context Protocol server that integrates MMAudio technology to provide AI-powered text-to-audio and video-to-audio generation tools.

3 tools

Containerized Strands Agents

3

An MCP server that manages isolated, persistent AI agents within Docker containers, featuring Git integration, AWS Bedrock support, and the ability to connect agents to external MCP servers.

4 tools

Domain Checker MCP Server

3

A specialized MCP server for checking domain name availability through a dual-verification process involving WHOIS lookups and DNS resolution.

KeyVault Pro

3

A secure Model Context Protocol server that allows AI agents to safely access and use encrypted API keys from a local vault using AES-256-GCM encryption.

1 tool

ml-mcp

3

A production-ready Knowledge Graph RAG system that converts natural language queries into Cypher for Neo4j retrieval, specifically focused on university-related information.

1 tool

Godot GDScript Diagnostics

3

A lightweight MCP server that bridges Godot's native Language Server Protocol (LSP) to provide real-time GDScript syntax validation and diagnostics to AI clients.

2 tools

ccxt-mcp

3

CCXT MCP Server bridges the gap between AI models and cryptocurrency trading by providing a standardized interface through the Model Context Protocol. Created to empower automated trading strategies, this tool allows AI assistants like Claude and GPT to directly interact with over 100 cryptocurrency exchanges without requiring users to write comple

ai-notebook-lab

3

Repository containing practical exercises and notebooks focused on AI application development and experimentation.

gmail-mcp-server

3

A comprehensive Gmail MCP server that allows AI assistants to search, read, organize, and draft emails with multi-account support and secure OAuth integration.

26 tools

open-apia

3

APAI is an open protocol for describing, documenting, and validating artificial intelligence systems.

phantom-neural-cortex

3

Professional multi-AI development environment with intelligent cost optimization (<5/month)

kubernetes-ai-ops-agent

3

AI-powered assistant that enables natural language interactions with Kubernetes clusters. Simplifies DevOps workflows using Model Context Protocol (MCP) servers for executing K8s operations through conversational interfaces.

mcp-safe-run

3

Tired of hardcoding secrets like API keys in your MCP client configuration (e.g., mcp.json, claude_desktop_config.json)? mcp-secure-launcher lets you run your existing MCP servers securely without modifying them.

jenkins-mcp-server

3

MCP server for Jenkins CI/CD - Intelligent automation server integration for GenAI

15 tools

ember-cli-mcp

3

🔥 MCP (Model Context Protocol) server for Ember.js CLI - AI-powered assistance for Ember development with Claude, ChatGPT, and other LLMs

11 tools

mcp-tidy

3

CLI tool to visualize and manage MCP server configurations in Claude Code. List servers, analyze usage statistics, and clean up unused servers.

pentest-mcp-server

3

⚙️ Enable AI agents to conduct autonomous penetration testing on any Linux distribution with a persistent and robust Model Context Protocol server.

MCP Easy Copy

3

A utility MCP server that automatically reads Claude Desktop configuration files and lists all available MCP services for quick reference and troubleshooting.

1 tool

slash-command-manager

3

Python CLI tool and MCP server for generating slash commands in AI coding assistants (Cursor, Claude Code, Windsurf, VS Code)

Cangje Docs

3

A specialized documentation indexing and retrieval server for the Cangjie programming language, providing smart document splitting, token-efficient search, and hierarchical navigation.

2 tools

DuckDuckGo Search

3

An MCP server that provides comprehensive web search capabilities using DuckDuckGo via SerpAPI, featuring region-specific results and safe search filtering.

1 tool

uspto_enriched_citation_mcp

3

High-performance MCP server for USPTO Enriched Citation API v3 with AI-powered data extraction, token-saving context reduction, progressive disclosure workflows, and seamless cross-MCP integration

7 tools

mcp-debugpy

3

MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol

6 tools

Hermes Search (Azure Cognitive Search)

3

A bridge for Azure Cognitive Search that enables full-text and semantic search, document indexing, and index management through the Model Context Protocol.