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AI & ML

Embeddings, Vector DBs, and machine learning tools

5,471 servers in this category

composer-trade-mcp

209

A professional trading MCP server that enables LLMs to create, backtest, and manage automated investment strategies (symphonies) directly through Composer's platform.

29 tools

multimodal-mcp-client

208

A Multi-modal MCP client for voice powered agentic workflows

penpot-mcp

208

A Model Context Protocol server that enables AI assistants to interact with Penpot design files, allowing for automated design analysis, component management, and export workflows.

6 tools

Mindmap

207

- A server that generates mindmaps from input containing markdown code.

2 tools

Sora

205

A comprehensive MCP server for OpenAI's Sora 2 API, enabling seamless video generation, remixing, status tracking, and automated downloading directly within AI clients.

7 tools

Smart Tree

205

A high-performance Rust-based file system analysis tool that provides AI-optimized directory visualization, quantum compression, and persistent memory anchoring for large codebases.

18 tools

Notion Todo

205

MCP (Model Context Protocol) Server. MCP server that enables AI assistants to manage a minimalist Notion todo list through a simple API interface.

4 tools

Remote-MCP

203

A type-safe bridge for the Model Context Protocol that enables remote access and centralized management of MCP servers via tRPC.

1 tool

LangChain Integration

203

A tool adapter that enables LangChain-powered applications to consume tools, resources, and prompts from any Model Context Protocol server. It acts as a bridge, converting MCP server capabilities into LangChain-compatible tool formats.

everart

Failed
202

An MCP server that integrates with EverArt's API to generate high-quality images using various AI models directly from Claude Desktop or VS Code.

1 tool

brave-search

Failed
202

A robust MCP server that integrates Brave Search API to provide powerful web and local search capabilities with features like pagination, flatness control, and business discovery.

2 tools

aws-kb-retrieval

Validated
202

An MCP server that enables Retrieval-Augmented Generation (RAG) by fetching context from AWS Knowledge Bases via the Bedrock Agent Runtime.

1 tool

BaseLayer

201

A React component library server that provides accessible, multi-part UI components built on React Aria and Tailwind CSS for modern development and AI workflows.

TickTick

201

A comprehensive MCP server for TickTick and Dida365 that allows users to manage tasks, projects, and deadlines using natural language via OAuth2 authentication.

21 tools

anki-mcp-server

201

A Model Context Protocol server that allows AI models to manage Anki flashcards, decks, and note types through the AnkiConnect API. It enables automated card creation, note searching, and deck management directly from the LLM interface.

11 tools

SEO MCP

200

A free SEO tool MCP (Model Control Protocol) service based on Ahrefs data. Includes features such as backlinks, keyword ideas, and more. by claudemcp.

4 tools

Snowflake

200

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.

6 tools

zotero-mcp

200

A Zotero plugin and MCP server integration that enables AI assistants to search literature libraries, manage metadata, and analyze PDF full-texts directly from Zotero.

3 tools

Proxmox

199

A Python-based MCP server for managing Proxmox virtualization environments, enabling control over nodes, virtual machines, storage, and cluster resources via the Proxmox API.

6 tools

Deep Research

198

MCP (Model Context Protocol) Server. Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly formatted reports for educational and professional contexts.

MasterGo

198

The server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.

4 tools

Google Search

198

A powerful research automation server that combines Google Custom Search with intelligent source ranking, webpage extraction, and AI-powered synthesis to deliver high-quality research reports.

4 tools

unsplash-mcp-server

198

A Model Context Protocol server that facilitates seamless integration with Unsplash, allowing users to search and retrieve high-quality professional images using keywords and filters.

1 tool

Apify RAG Web Browser

197

A specialized MCP server that integrates with Apify's RAG Web Browser Actor to provide LLMs with real-time web search capabilities and Markdown-formatted page content extraction.

1 tool

Google Docs

196

A comprehensive MCP server enabling AI to read, write, and format Google Docs, manage Google Sheets data, and perform full Google Drive file and folder operations.

40 tools

BifrostMCP

196

A VSCode extension that exposes native IDE language server capabilities like find usages, rename, and symbol search to AI coding assistants via the Model Context Protocol.

19 tools

Comet Opik

Validated
195

Query and analyze your Opik logs, traces, prompts and all other telemetry data from your LLMs in natural language.

13 tools

Code Sandbox

194

A secure code execution environment that provides containerized sandboxes for running Python and JavaScript snippets safely via LLM applications.

2 tools

Google-Scholar

194

Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.

3 tools

Phone MCP

194

📱 A powerful plugin that lets you control your Android phone. Enables AI agents to perform complex tasks like automatically playing music based on weather or making calls and sending texts.

23 tools