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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Keitaro MCP

3

A comprehensive MCP server for interacting with Keitaro TDS, allowing users to manage campaigns, streams, offers, and generate performance reports directly from AI agents.

18 tools

Smallest.ai Knowledge Base

3

MCP (Model Context Protocol) Server. Provides direct access to Smallest.ai knowledge base API for listing, creating, and retrieving knowledge bases without leaving the conversation context

3 tools

mcp-for-beginners

3

This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.

AgentMode

3

AgentMode is an all-in-one MCP server that connects coding AI agents to over 20 different database types, including MySQL, PostgreSQL, Snowflake, and BigQuery, for seamless data querying and integration.

CalDAV MCP Server

3

A universal CalDAV integration for MCP that enables managing calendars, events, and attendees across platforms like Google, iCloud, and Nextcloud.

8 tools

Deep Research Gemini

3

A multi-agent deep research server that utilizes CrewAI and Gemini 2.5 Pro to perform complex web searches via the LinkUp API and synthesize findings into detailed reports.

Openfort

3

A plug-and-play MCP server that enables AI assistants to manage wallet infrastructure, automate project configuration, and scaffold applications using Openfort's infrastructure.

Swagger MCP

3

A dynamic gateway that converts any OpenAPI/Swagger specification into an MCP server, allowing AI agents to call REST API endpoints as native tools.

AMiner

3

An MCP server that integrates with the AMiner academic database to provide comprehensive paper searches by keyword, author, venue, and advanced multi-criteria queries with customizable sorting and pagination.

4 tools

PubMed Research

3

A consolidated research engine that aggregates academic papers from PubMed, ArXiv, Google Scholar, and JSTOR, featuring advanced analysis, full-text extraction, and citation management.

5 tools

Sidemail

3

Integrates Sidemail.io features into MCP clients, allowing agents to manage sending domains, contacts, Messenger drafts, and send transactional emails.

17 tools

MCP Fixer

3

A diagnostic and repair tool for Model Context Protocol (MCP) servers that automatically detects, diagnoses, and fixes configuration issues, JSON syntax errors, and dependency problems in Claude Desktop.

7 tools

AE MCP Server

3

A specialized MCP server that provides a file-based communication bridge for AI assistants to control Adobe After Effects, enabling automated project management, layer manipulation, and complex expression handling.

35 tools

FileSystem Server

3

Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

6 tools

PDDL MCP Server

3

A specialized MCP server for PDDL planning that converts natural language to robot task plans, generates problem files, and executes batch tasks using the Fast Downward planner.

Reminders

3

A persistent reminder system that allows AI models to leave notes for themselves across sessions, featuring priority tracking and Obsidian integration for long-term knowledge management.

6 tools

Squads MCP

3

A specialized MCP server for managing Squads multisig accounts on Solana, enabling secure creation, voting, and auditing of proposals through LLMs with local private key safety.

17 tools

Langfuse

3

An MCP server that enables AI assistants to query and analyze LLM performance metrics from Langfuse analytics workspaces.

1 tool

ACMS

3

A Model Context Protocol server providing programmatic access to Apple's container CLI on macOS, enabling automated container management via 50+ operations.

Git Conflict Manager

3

An MCP server designed to streamline Git merge conflict resolution through structured interaction and a built-in visual WebUI. It enables AI agents and developers to detect, read, and resolve conflicts with syntax highlighting and editor integration.

Fast PyAirbyte

3

Generates production-ready Python data pipeline scripts using PyAirbyte for over 600 Airbyte connectors including automated setup and environment management.

1 tool

SmartMemory

3

A neuro-symbolic memory system that combines knowledge graphs with language models to help AI assistants learn and store structured business rules and facts from dialogue.

fullstack-mcp-playground

3

🥷 MCP Playground: Fullstack AI agent template. Claude + microservices = modular superpowers. Enable weather, DB, files tools from UI gallery. Built for hackers who ship to production 🚀🔥

7 tools

mcp-devtools-server

3

AI-powered development tools server for Claude Code and MCP clients. 40+ tools for Go, Node.js, testing, linting, Git workflows. Zero-config setup, intelligent caching, extensible plugins.

60 tools

Serpstat MCP Server

3

A comprehensive SEO analysis MCP server that integrates the Serpstat API to provide tools for domain analysis, keyword research, backlink tracking, rank tracking, and site audits.

65 tools

YouTube MCP

3

A robust MCP server for extracting YouTube transcripts and performing video or channel searches without the need for Google API keys. It supports advanced features like transcript chunking and metadata sorting to facilitate deep video content analysis.

4 tools

CData Sync MCP Server

3

A comprehensive MCP server for CData Sync that exposes tools for managing ETL processes, data synchronization jobs, and connections through both stdio and HTTP transports. It enables AI assistants to monitor real-time job progress and perform workspace configuration.

21 tools

Asgardeo

3

MCP server to interact with your Asgardeo organization through LLM tools.

19 tools

gmail-mcp-server

3

A robust Model Context Protocol server for Gmail integration with intelligent authentication and comprehensive email operations

12 tools

GitLab Review

3

MCP (Model Context Protocol) Server. Integrates with GitLab's API to automate code review processes, enabling retrieval of merge request details and posting of discussion comments.