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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Google Search

4

A Playwright-powered search engine integration that bypasses anti-bot mechanisms to provide clean, structured Google Search results locally without API fees.

Grokipedia

4

A Grokipedia integration for searching, retrieving, and extracting structured wiki content, including section-specific text, citations, and related pages for advanced research workflows.

7 tools

systemprompt-template

4

Production AI agent mesh in 3 commands. MCP servers, playbooks, and multi-agent orchestration built on systemprompt-core.

mcp-ecosystem

4

MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS

eToro Portfolio

4

MCP (Model Context Protocol) Server. Integrates with eToro's API to fetch financial portfolios, instrument details, and search capabilities for investment analysis and portfolio tracking without CORS restrictions.

3 tools

NotebookLM MCP Server

4

Enables interaction with Google's NotebookLM through natural language to create and manage notebooks, add sources from URLs/YouTube/Drive, perform AI-powered research and analysis, and generate audio overviews, videos, infographics, and slide decks from research content.

Figma Copilot

4

Figma Copilot is a comprehensive Model Context Protocol server that allows AI assistants to programmatically control Figma, offering advanced text formatting preservation, batch operations for massive performance gains, and complex design automation like auto-layout management and component manipulation.

58 tools

mcp-crossword-tools

4

A specialized MCP server for solving Japanese crossword puzzles by managing grid structures, clue definitions, and candidate word validation. It provides automated tools for checking word consistency and rendering the final completed board.

6 tools

SensorMCP Server

4

SensorMCP enables automated computer vision workflows by using foundation models like GroundedSAM to auto-label images and train custom YOLOv8 object detection models through natural language.

8 tools

Rasdaman MCP Server

4

Enables natural language interaction with rasdaman multidimensional databases by translating tool calls into WCS/WCPS queries. It allows users to list coverages, retrieve metadata, and execute complex queries on datacubes through an LLM.

decoupler-MCP

4

decoupler-mcp provides a natural language interface for single-cell RNA-Seq analysis, allowing users to perform pathway inference, clustering, and visualization using the decoupleR framework.

ScholarScope (OpenAlex)

4

A scholarly research MCP server that integrates with the OpenAlex API and Jina to search academic literature, analyze citation networks, and retrieve full-text paper content.

Xcode-mcp-server

4

An MCP server that enables AI assistants to control and interact with Xcode on macOS to build apps, run tests, and debug projects.

Node.js Code Sandbox

4

A secure Node.js execution environment designed for AI agents to run JavaScript code and manage NPM packages within isolated Docker containers.

GCP

4

A comprehensive MCP server for managing Google Cloud Platform resources including Compute Engine, Cloud Run, BigQuery, and Storage through a standardized interface.

Symphony of One MCP

4

A sophisticated multi-agent orchestration MCP server that enables multiple Claude instances to collaborate via a central hub with shared workspace synchronization, task management, and persistent memory.

14 tools

MCP LaTeX Server

4

A comprehensive MCP server designed for programmatic LaTeX document management, offering tools for creating, editing, validating, and analyzing academic papers and reports.

6 tools

Dune Analytics

4

Integrates with the Dune API to provide comprehensive blockchain data analysis for EVM and Solana networks, including wallet balances, transaction history, and token distribution metadata.

8 tools

PubChem MCP Server

4

A specialized MCP server that connects AI assistants to the PubChem database, enabling programmatic search and retrieval of molecular structures, chemical properties, and compound identifiers.

4 tools

TinyPNG

4

MCP (Model Context Protocol) Server. Integrates with TinyPNG API to compress and resize both local and remote images with detailed optimization statistics for efficient image processing workflows.

2 tools

Claude-Slack

4

A distributed knowledge preservation and communication platform for multi-agent systems, providing Slack-like channels, semantic search, and persistent memory via SQLite and Qdrant.

18 tools

vLLM Benchmark

4

MCP (Model Context Protocol) Server. Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration

mcp-rag-server

4

Lightweight RAG server for the Model Context Protocol: ingest source code, docs, build a vector index, and expose search/citations to LLMs via MCP tools.

Gemini CLI (Windows Fixed)

4

A Windows-optimized MCP server for Google's Gemini CLI that provides robust PowerShell integration, Unicode support, and tools for large-context file analysis and sandboxed code execution.

8 tools

Sui

4

MCP (Model Context Protocol) Server. Integrates with the Sui blockchain network to enable test token requests, wallet management, and smart contract interactions using the official Sui SDK

3 tools

Coco (Pair Programming Master)

4

Coco is a pair programming assistant that transforms code into structured frameworks for critical inquiry, helping developers improve code quality through guided technical discussions.

1 tool

4o-image

4

A bridge between AI systems and the 4o-image API that allows for high-quality text-to-image generation and image editing with real-time progress updates.

1 tool

Wait

4

A utility MCP server that provides a wait function to pause execution for a specified duration, supporting progress reporting in 10% increments for process synchronization.

1 tool

seedream_mcp

4

An MCP server enabling Claude to generate, download, and manage images using ByteDance's Doubao Seedream 4.0 model through the Volcengine Ark API.

1 tool

Tendem MCP

4

An MCP server for Tendem that enables users to complete tasks using a hybrid of AI and human agents. It allows for seamless task delegation and management within MCP-compatible clients.