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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Windows Command Line MCP Server

7

MCP (Model Context Protocol) Server. This server creates a secure bridge between Claude and your computer's command-line functionality.

9 tools

DataForSEO

7

A comprehensive MCP server providing access to the DataForSEO API suite for SERP analysis, keyword research, backlink tracking, and technical on-page SEO audits.

8 tools

RedNote (Xiaohongshu)

7

MCP (Model Context Protocol) Server. Provides a bridge to Xiaohongshu (Red Note) social media platform for retrieving note details, analyzing trends, and monitoring content without manual browsing.

Sharp Image Processing

7

A high-performance image processing MCP server that provides session-based image manipulation, including background removal, color sampling, cropping, and compression using Sharp and machine learning.

8 tools

Couchbase

7

MCP (Model Context Protocol) Server. Interact directly with Couchbase databases on Capella clusters. Query buckets, perform CRUD operations, execute N1QL queries, and manage data seamlessly through natural language.

16 tools

teamcity

Needs Setup
7

A comprehensive MCP server that bridges AI coding assistants with JetBrains TeamCity, enabling automated build triggering, log analysis, and full CI/CD infrastructure management.

14 tools

Carla Audio Plugin Host

7

A comprehensive MCP server providing complete control over the Carla audio plugin host, enabling AI-driven session management, plugin control, audio routing, and real-time analysis.

45 tools

ChatGPT (OpenAI GPT-4o)

7

MCP (Model Context Protocol) Server. Integrates with OpenAI's GPT-4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios requiring complex processing beyond primary capabilities.

1 tool

Unity-AI Bridge

7

MCP (Model Context Protocol) Server. Bridge between Unity game environments and AI systems for executing C# code, querying game objects, and performing asynchronous operations like automated testing and scene analysis.

4 tools

Pearl

7

Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.

5 tools

Raindrop.io

7

MCP (Model Context Protocol) Server. Integrates with Raindrop.io to enable natural language management of bookmarking collections and tags for streamlined organization workflows.

9 tools

Umami Analytics

7

MCP (Model Context Protocol) Server. Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic search and web crawling capabilities.

10 tools

Outlook Tools

7

A Windows-based MCP server that leverages COM automation to manage Microsoft Outlook calendar appointments and email operations, specifically designed for local integration with Claude Desktop.

3 tools

Code Analysis

7

A high-performance code analysis server that provides semantic search, structural analysis, and Domain-Driven Design (DDD) insights for repositories up to 10M lines of code using TreeSitter and pgvector.

19 tools

Kibela

7

MCP (Model Context Protocol) Server. Integrates with Kibela API to enable searching, retrieving, and accessing collaborative documentation for knowledge management and AI-assisted workflows.

12 tools

Web Research

7

MCP (Model Context Protocol) Server. Enables AI web browsing through Google search, webpage extraction, and screenshot capture tools with session management for in-depth online research and content analysis.

3 tools

Lemonade Stand

7

MCP (Model Context Protocol) Server. Enables playing the classic Lemonade Stand business simulation game directly within Claude Desktop through an interactive interface that manages game state and player decisions.

6 tools

Docs

7

Enable documentation access for the AI agent, supporting llms.txt and other remote or local files.

2 tools

Light Research

7

MCP (Model Context Protocol) Server. Provides web content search and extraction through DuckDuckGo and GitHub Code Search APIs, converting web pages into clean Markdown format using browser automation and content sanitization for research and documentation tasks.

3 tools

Readwise

7

MCP (Model Context Protocol) Server. Integrates with Readwise to access and manipulate reading data, enabling document search, highlight retrieval, and filtering by categories, tags, or date ranges for research and knowledge management workflows.

4 tools

Baidu Search

7

MCP (Model Context Protocol) Server. Integrates with Baidu Search to enable web searches, result retrieval, and information extraction from China's largest search engine, providing access to Chinese language content and resources behind the Great Firewall.

1 tool

codesession-cli

Failed
7

codesession — Track AI agent costs, tokens, files & commits. Session tracker for Claude Code, OpenClaw, Codex, GPT, Cursor, Windsurf, Cline & any AI agent. Budget enforcement, auto-pricing, MCP server, web dashboard. Also known as codesession-cli, code se

ClaudeSmalltalk

7

MCP server for AI interaction with live Smalltalk images

Google Ads API v20 MCP Server

7

A comprehensive MCP server providing full access to Google Ads API v20 for managing accounts, campaigns, assets, and reporting through natural language.

5 tools

Pandas Data Analysis

7

MCP (Model Context Protocol) Server. Leverages pandas, numpy, and matplotlib to enable powerful data manipulation, statistical analysis, and visualization for data-driven projects.

NCBI Literature Search MCP Server

7

A specialized MCP server that provides access to over 35 million PubMed articles, offering advanced biological literature search, MeSH term integration, and research analytics.

8 tools

taskboard

7

Local project management with Kanban UI, CLI, and MCP server for AI assistants. SQLite-backed, single binary, installable via Homebrew.

cotlib

7

cotlib is a secure, high-performance Go library for parsing, validating, and generating Cursor-on-Target (CoT) XML messages. It features a comprehensive, embedded type catalog with metadata and XSD catalogue, robust validation logic, and LLM/AI-friendly search APIs. Designed for reliability, composability, and security.

Bernerspace (Slack)

7

A unified MCP server that provides Slack integration with OAuth 2.0 and JWT authentication, enabling secure messaging and workspace management.

Gmail

7

MCP (Model Context Protocol) Server. Integrates Gmail functionality to enable secure access, search, and analysis of email contents using OAuth2 authentication and the Gmail API.

1 tool