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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Bangumi TV

11

MCP (Model Context Protocol) Server. Integrates with Bangumi TV API to retrieve anime information, user data, and media details for tracking and discovering anime and manga collections

16 tools

forge-orchestrator

11

Universal coordination engine for AI-powered development — orchestrates Claude Code, Codex CLI, Gemini CLI as a coordinated team

open-targets-platform-mcp

11

A specialized MCP server for interacting with the Open Targets Platform GraphQL API, enabling AI assistants to perform drug discovery research and find target-disease associations.

4 tools

Dokploy

11

MCP (Model Context Protocol) Server. Middleware layer for managing containerized applications and infrastructure through Dokploy API with advanced connection management and simplified tool organization for project, application, database, and Docker container operations.

12 tools

TikTok Ads

11

An MCP server for interacting with TikTok advertising platforms for campaign management, performance analytics, audience targeting, creative management, and custom reporting.

9 tools

Sakura Cloud

11

MCP (Model Context Protocol) Server. Enables management of Sakura Cloud infrastructure resources including servers, disks, networks, and containerized applications through natural language commands.

46 tools

Cartesia

11

A platform integration for Cartesia's voice API, enabling text-to-speech, voice cloning, localization, and audio infilling capabilities.

Simple PostgreSQL

11

MCP (Model Context Protocol) Server. Provides direct SQL query execution against PostgreSQL databases with configurable read-only and write operation modes, connection pooling, and built-in query validation for database analysis and administrative tasks.

Claude Command Runner

11

A robust MCP server that bridges Claude with macOS terminal applications, offering automated command execution, real-time output streaming, and persistent command templates.

10 tools

YNAB

11

A Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data.

13 tools

Yango Tech B2B API

11

MCP (Model Context Protocol) Server. Integrates with Yango Tech's B2B API for retail operations, enabling access to order details, product information, and stock data for automated inventory management and order tracking.

6 tools

MCPQL (SQL Server)

11

A robust SQL Server connector for MCP that enables comprehensive database analysis, schema inspection, stored procedure execution, and data exploration with built-in security controls.

11 tools

Replicate Flux

11

MCP (Model Context Protocol) Server. Connects to Replicate's image generation models, enabling text-to-image creation with automatic cloud storage of results for seamless visual content integration.

1 tool

Linear (Go)

11

Allows LLM to interact with Linear's API via a single static binary.

10 tools

Codebase Insight

11

An MCP server that provides deep codebase analysis through semantic search, pattern detection, and a Qdrant-powered knowledge base for repository understanding.

IETF RFC Documents

11

MCP (Model Context Protocol) Server. Provides access to IETF RFC documents, enabling efficient listing, searching, and retrieval with pagination and local caching for internet standards and protocol analysis.

3 tools

DeployHQ

Needs Setup
11

MCP server for DeployHQ API integration, enabling AI assistants to manage deployments, list projects, and monitor deployment status.

7 tools

kill-process-mcp

11

List and terminate OS processes via natural language queries

2 tools

Gmail

11

MCP (Model Context Protocol) Server. Integrates with Gmail to enable natural language-based email management, including searching, reading, deleting, and sending emails with attachment support and conversation threading.

Aiven

11

MCP (Model Context Protocol) Server. Provides direct access to Aiven's cloud database and messaging services, enabling management of PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch infrastructure through the Aiven API.

3 tools

Painter (Canvas Drawing)

11

MCP (Model Context Protocol) Server. Provides a drawing interface for creating and manipulating canvas elements with basic shape rendering and PNG export capabilities

4 tools

IBM watsonx.data intelligence

11

A specialized MCP server for integrating with IBM Watsonx Data Intelligence services, providing governance, cataloging, and lineage capabilities for enterprise data.

Chain of Thought

11

MCP (Model Context Protocol) Server. Exposes raw reasoning tokens from language models through Groq's API, allowing users to see the step-by-step thinking process within <think> tags before receiving final answers.

1 tool

Hide (Headless IDE)

11

MCP (Model Context Protocol) Server. Integrates Hide's capabilities to enable agentic work on code in a headless environment.

2 tools

OCI Registry

11

MCP (Model Context Protocol) Server. Integrates with OCI registries to retrieve container image metadata, list repository tags, access manifests and configurations, and perform security analysis with support for multiple authentication methods.

4 tools

md2confluence-mcp

11

MCP server to upload Markdown to Confluence. Auto-converts Mermaid diagrams, code blocks, images, and tables.

LibreSprite

11

A bridge between AI models and the LibreSprite pixel art editor, allowing LLMs to control the software via a JSON-RPC proxy and JavaScript scripting environment.

mcp-windows-automation

11

🚀 AI-Powered Windows Automation Server using Model Context Protocol (MCP) | Control Windows apps, automate tasks, and manage systems through natural language commands with Claude, ChatGPT & other AI assistants | 80+ automation tools

GoldRush MCP Server

11

A comprehensive blockchain data provider leveraging Covalent's GoldRush APIs to expose multi-chain token balances, NFT data, transaction histories, and real-time gas prices to LLMs.

26 tools

Studio MCP

11

A utility server that transforms any CLI command into a custom MCP tool by automatically generating JSON schemas from simple template syntax.