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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

aaPanel

10

MCP (Model Context Protocol) Server. Bridges AI with aaPanel web hosting control panel for managing websites, databases, Docker containers, and system resources through Go-based API integration.

PaperBanana

10

Generate academic diagrams and statistical plots from text using multi-agent AI.

Codehooks.io MCP Server

10

A comprehensive MCP server for interacting with Codehooks.io, enabling AI agents to manage NoSQL collections, deploy serverless JavaScript functions, and handle cloud file storage.

1 tool

Local Web Search

10

MCP (Model Context Protocol) Server. Integrates with a headless browser to perform Google searches and extract web content, enabling local web search capabilities for up-to-date information retrieval and research tasks.

1 tool

Goose Extensions

10

MCP (Model Context Protocol) Server. Extends Goose AI assistant with five specialized servers for Plex Media Server interaction, Rotten Tomatoes scraping, eBay sales data retrieval, SearxNG web searches, and Taskwarrior task management.

Package Manager

10

A package manager MCP server that enables LLMs to search and retrieve detailed metadata from PyPI, npm, crates.io, Docker Hub, and Terraform Registry.

5 tools

VOICEVOX

10

MCP (Model Context Protocol) Server. Connects AI systems to VOICEVOX text-to-speech engine for Japanese voice synthesis, supporting both default transport and Server-Sent Events with configurable speaker options.

gnomAD

10

A specialized MCP server that interfaces with the Genome Aggregation Database (gnomAD) GraphQL API to provide genomic variant data, population frequencies, and gene constraint metrics. It enables AI assistants to perform clinical genetics research and population genomics analysis across multiple reference genomes.

3 tools

Code Analyzer

10

MCP (Model Context Protocol) Server. Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and refactoring.

Figma

10

MCP (Model Context Protocol) Server. Integrates with the Figma API to enable interaction with design files and projects, facilitating automated design tasks and AI-assisted workflows within the Figma ecosystem.

google-ai-mode-mcp

10

MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.

1 tool

ObsidianMCPServer

10

A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault

63 tools

hass-mcp-server

10

A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server using HTTP transport, allowing AI assistants like Claude to interact with your Home Assistant instance over HTTP

3 tools

Patent Big Data MCP Server

10

A comprehensive patent data service for searching enterprise information, detailed patent records, and generating statistical analytics such as application trends and legal status distributions.

3 tools

mcp-salesforce

10

🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.

11 tools

prometheus-protocol

10

The trust layer for the open agentic web—giving AI agents a passport, a bank account, and a trusted marketplace to securely interact with the world.

FFmpeg MCP

10

A comprehensive multimedia processing MCP server that provides tools for video/audio conversion, compression, editing, and metadata extraction using FFmpeg.

8 tools

skill-to-mcp

10

Convert AI Skills (Claude Skills format) to MCP server resources - Part of BioContextAI

3 tools

MCP FreeScout

Needs Setup
10

A comprehensive MCP server for managing FreeScout helpdesk tickets featuring AI-powered analysis, automated draft generation with Markdown support, and advanced search filtering.

8 tools

bigquery-mcp

10

A Google BigQuery MCP server that enables AI agents to perform schema exploration and execute SQL queries on BigQuery datasets using natural language.

3 tools

french-tax-mcp

10

MCP server for French tax calculations and information - enables AI assistants to provide accurate French tax guidance

2 tools

mcp-claude-hackernews

10

A specialized MCP server that integrates Hacker News functionality into Claude Desktop, allowing users to browse stories, view rankings, and read comments with optimized formatting.

5 tools

mcp-space

10

MCP Space is a no-code platform for building and deploying AI tools using the Model Context Protocol (MCP). Create powerful AI agents through an intuitive chat interface without writing code, then deploy with one click to Cloudflare Workers. Combines a Next.js frontend with Google ADK backend for a seamless AI development experience.

mcp-reporter

10

mcp-reporter is a streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to easily understand available functionality across their MCP servers ecosystem for both documentation and integration into other tools.

RAG-MCP

10

Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action

21 tools

@aashari/mcp-server-aws-sso

Needs Setup
10

A Node.js/TypeScript MCP server that connects AI assistants to AWS IAM Identity Center (SSO), enabling secure execution of AWS CLI commands and remote management of EC2 instances.

5 tools

sage-mcp

10

A universal development assistant that intelligently selects the best AI model across multiple providers to handle coding tasks like debugging, refactoring, and planning with built-in conversation continuity.

1 tool

CodeRAG

10

A code intelligence platform that parses TypeScript, JavaScript, Java, and Python into a Neo4J graph database for advanced architectural analysis and metrics-driven quality assessment.

qdrant-mcp-server

10

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

13 tools

Nova-LLM-mCP-memory-system

10

MCP Persistent memory systems for LLMs - CASCADE 6-layer memory + Faiss GPU search (<2ms). Give any AI persistent memory across conversations. Open source, MIT license.