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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Gemini

48

A Model Context Protocol server that integrates with Google's Gemini API to provide intelligent web searching with citations and direct access to Gemini 2.5 models for complex reasoning.

2 tools

Finance Tools

48

A specialized MCP server that integrates financial data sources like yfinance and FRED with technical analysis libraries to provide real-time market data and economic insights.

1xn-vmcp

48

A management platform and proxy server that allows users to compose, customize, and extend multiple MCP servers into a single unified virtual MCP endpoint with no-code configuration.

mcpc

48

A meta-MCP server and SDK that allows users to compose, fine-tune, and orchestrate multiple MCP tools into sophisticated agentic workflows and multi-agent systems.

6 tools

rag-app-on-aws

48

A remote MCP server providing real-time web search capabilities via SerpAPI, designed to augment RAG applications with live external data when document-based retrieval is insufficient.

mcp-mermaid-validator

48

A Model Context Protocol server that validates and renders Mermaid diagrams.

1 tool

MediaWiki

Needs Setup
48

A Model Context Protocol (MCP) Server that interacts with any MediaWiki wiki

16 tools

Last9

48

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.

21 tools

Paperless-NGX

48

A comprehensive MCP server that enables AI assistants to manage Paperless-NGX document collections, supporting full-text search, document uploads, bulk editing, and metadata organization.

18 tools

OneCite

47

A comprehensive citation management toolkit that converts DOIs, arXiv IDs, and paper titles into formatted BibTeX, APA, or MLA references across multiple academic databases.

Shell Command

47

A secure Model Context Protocol server that executes system shell commands within a controlled environment using an explicit allowlist system.

1 tool

Claude Memory

47

MCP (Model Context Protocol) Server. Provides persistent memory capabilities through sentence transformers and vector similarity search, enabling storage and retrieval of conversations, facts, documents, and code snippets across sessions

3 tools

DeepSRT

47

MCP (Model Context Protocol) Server. Integrates with DeepSRT's API to generate multi-language video summaries in narrative or bullet-point formats, leveraging content caching and CDN edge delivery for efficient retrieval.

2 tools

Bitbucket

47

MCP (Model Context Protocol) Server. Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management.

14 tools

mcp-gearbox

47

A cross-platform desktop GUI application designed to discover, install, and manage Model Context Protocol (MCP) servers across various AI agents like Claude, Cursor, and GitHub Copilot.

Kroger

47

A comprehensive MCP server for Kroger grocery services, enabling AI assistants to search products, manage store locations, and handle shopping carts with local order history tracking.

27 tools

WolframAlpha LLM

47

MCP (Model Context Protocol) Server. Integrates with WolframAlpha's LLM API to enable complex mathematical and scientific queries, offering tools for asking questions and getting simplified answers.

3 tools

mcp-kubernetes

47

A robust bridge between AI assistants and Kubernetes clusters, allowing natural language control over resource management, diagnostics, and deployment operations.

10 tools

mcp-server-synology

47

A comprehensive MCP server for Synology NAS management that allows AI assistants to perform file operations, manage Download Station tasks, and monitor system status through secure API integration.

19 tools

gotoHuman

47

Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox.

3 tools

Tripadvisor

47

An MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces

5 tools

Mowen Notes MCP Server

47

A comprehensive MCP server for interacting with Mowen Notes, enabling rich text note creation, advanced editing, privacy management, and local/URL-based file uploads.

4 tools

PubMed Search

47

MCP (Model Context Protocol) Server. Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making.

1 tool

ntfy-me-mcp

Needs Setup
47

- An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

2 tools

mcp-atlassian-server

47

A comprehensive MCP server connecting AI assistants to Jira and Confluence, enabling task management, documentation editing, and agile workflow automation through both read-only resources and action-oriented tools.

1 tool

ollama-mcp-bridge

47

A bridge that adds Model Context Protocol (MCP) tool support to Ollama, allowing any Ollama-compatible client to access local and remote tools through the /api/chat endpoint.

4 tools

nowledge-mem

47

A local-first, graph-augmented personal context manager that captures and persists conversation threads and insights across multiple AI platforms like Claude, Cursor, and ChatGPT.

Vibe-Eyes

47

Enables LLMs to visualize and debug browser-based applications by converting canvas frames into compact SVG representations and collecting real-time console logs and error stack traces.

1 tool

WordPress Manager

47

MCP (Model Context Protocol) Server. Enables AI to manage WordPress sites by providing tools for creating and updating posts, managing users, and retrieving content through authenticated API interactions

12 tools

mcp-ssh

47

🔐 SSH MCP Tool - AI-powered SSH management through MCP protocol | 基于MCP协议的SSH工具,为AI提供SSH远程操作能力