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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

osmmcp

11

OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.

23 tools

docs-mcp

11

A hierarchically-aware RAG system and MCP server for Vaadin documentation, enabling intelligent search and navigation across Flow (Java) and Hilla (React) frameworks.

3 tools

OpenSearch

11

A Model Context Protocol server that facilitates natural language interaction with OpenSearch clusters for index management, document searching, and cluster health monitoring.

6 tools

@kajidog/mcp-tts-voicevox

Needs Setup
11

A VOICEVOX engine integration for MCP that enables AI assistants to perform high-quality Japanese text-to-speech with multi-character support and low-latency streaming.

7 tools

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

Meilisearch Hybrid Search

11

MCP (Model Context Protocol) Server. Bridges Claude with Meilisearch's hybrid search capabilities, enabling adjustable semantic-to-keyword ratio searches with customizable document filtering for precise information retrieval.

1 tool

Linear Regression

11

MCP (Model Context Protocol) Server. Train linear regression models.

5 tools

DARP Engine

11

MCP (Model Context Protocol) Server. Enables discovery and intelligent routing of user requests to the most appropriate MCP servers through metadata-based search capabilities, eliminating the need to know specific server connections.

LinkedIn Job Assistant

11

MCP (Model Context Protocol) Server. Integrates with LinkedIn to automate job searching, profile viewing, resume generation, and job applications with tailored resume and cover letter creation features.

16 tools

md2confluence-mcp

11

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

Dify AI

11

MCP (Model Context Protocol) Server. Integrates with Dify AI's chat completion API to enable natural language interactions, offering tools for restaurant recommendations and supporting conversation context and streaming responses.

1 tool

MeterSphere API Testing

11

MCP (Model Context Protocol) Server. Bridges AI systems with MeterSphere's testing platform, enabling natural language control of API testing, debugging, and documentation generation without leaving conversation context.

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

Stock Market Analysis Tools

11

MCP (Model Context Protocol) Server. Provides specialized tools for stock market analysis including sector analysis, financial indicators, F10 information, market emotion tracking, and limit-up stock monitoring with Tavily search integration.

6 tools

Prompts Library

11

MCP (Model Context Protocol) Server. Manages prompt templates as markdown files with YAML frontmatter, providing structured organization, real-time file watching, and CRUD operations for systematic prompt library management and team collaboration.

5 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

Linear (Go)

11

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

10 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.

French Business Search

11

MCP (Model Context Protocol) Server. Connects to the French government's API Recherche Entreprises to retrieve detailed business information including names, addresses, directors, and sector data based on search queries.

1 tool

DeployHQ

Needs Setup
11

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

7 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.

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.

kill-process-mcp

11

List and terminate OS processes via natural language queries

2 tools

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

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

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

Saga MCP

11

A Jira-like project tracker MCP server for AI agents. SQLite-backed, per-project scoped, with full hierarchy and activity logging — so LLMs never lose track. No more scattered markdown files. saga-mcp gives your AI assistant a structured database to track projects, epics, tasks, subtasks, notes, and decisions across sessions.

UPS MCP Server

11

A specialized MCP server that integrates UPS shipping and logistics capabilities, allowing AI agents to track packages and validate U.S./Puerto Rico addresses via OAuth-authenticated APIs.

2 tools