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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

openapi

120

OpenAPI definitions, converters and LLM function calling schema composer.

Package Version Checker

119

A comprehensive dependency management tool that allows LLMs to query the latest stable versions of packages across multiple ecosystems including npm, PyPI, Maven, Go, Swift, Docker, and AWS Bedrock.

11 tools

Terraform Registry

119

A comprehensive MCP server for Terraform enthusiasts that integrates both common Registry searches and private Terraform Cloud workspace management tools.

24 tools

mcp-apache-spark-history-server

119

A robust bridge connecting AI agents to Apache Spark History Server, enabling automated performance analysis, job comparison, and intelligent bottleneck identification through specialized tools.

18 tools

n8n

119

A bridge between n8n and LLMs through the Model Context Protocol, allowing Claude and other assistants to manage workflows, executions, and credentials directly within their interface.

mcp-streamable-http

119

A demonstration of the Model Context Protocol (MCP) Streamable HTTP transport specification, providing reference implementations for weather-related queries in both Python and TypeScript.

Claude IPC

118

A TCP-based message brokering server that enables different AI agents to communicate and coordinate through persistent messaging, session management, and cross-platform capability.

aicode-toolkit

118

A suite of MCP servers designed to enforce team conventions and design patterns through automated code scaffolding, architectural guidance, and design system discovery.

16 tools

Code Executor

118

A tool orchestrator that executes sandboxed TypeScript and Python code, allowing LLMs to access unlimited MCP tools through a single interface while saving up to 98% in context tokens.

5 tools

Notion

116

- Notion MCP integration. Search, Read, Update, and Create pages through Claude chat.

2 tools

PAIML MCP Agent Toolkit

116

A professional project scaffolding and code analysis toolkit that provides technical debt grading, mutation testing, and AI-optimized context generation across 17+ languages.

mcp-sap-docs

Failed
115

A unified documentation search server for SAP technologies, offering high-performance BM25 full-text search across SAPUI5, CAP, ABAP, and real-time community/help portal integration.

5 tools

Kodit

115

Kodit is an MCP server that indexes local and remote codebases using tree-sitter parsing and semantic embeddings to enable hybrid search for AI coding assistants.

concierge

115

A declarative framework and SDK for building agentic workflows that bridges MCP servers with web-based UI widgets and ChatGPT apps, featuring stage-based navigation and state management.

14 tools

mcp-server

Failed
115

A comprehensive MCP server for BrowserStack that enables AI agents to manage test cases, execute manual and automated tests on real devices, perform accessibility scans, and debug test failures using natural language.

20 tools

Codex CLI

114

Bridges your IDE with the OpenAI Codex CLI to enable automated code analysis, structured refactoring, and AI-driven brainstorming with built-in sandbox controls.

6 tools

MakerAi

114

A comprehensive AI framework for Delphi that enables developers to build autonomous agents, manage high-precision RAG systems, and create native MCP servers with support for major LLM providers.

Blender MCP

114

A bridge connecting Blender with LLMs and CSM.ai for AI-assisted 3D modeling, enabling text-to-3D asset retrieval and automated humanoid animation.

Jupyter Notebook

114

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.

11 tools

Docker Hub MCP Server

114

A comprehensive MCP server for interacting with Docker Hub, allowing LLMs to search for images, manage repository metadata, and handle container tags through natural language.

11 tools

Memorizer

113

Memorizer is a persistent memory storage system for AI agents that uses PostgreSQL and pgvector to provide semantic search, version tracking, and knowledge graph relationship mapping.

9 tools

mcp-hubspot

113

An MCP server that enables AI assistants to manage HubSpot CRM data including contacts, companies, and conversations, featuring built-in FAISS vector storage for semantic search.

7 tools

cli

113

A command-line management tool for MCP servers that allows users to add, list, run, and remove servers, as well as discover and call tools across different MCP clients.

NAVER

113

- This MCP server provides tools to interact with various Naver services, such as searching blogs, news, books, and more.

14 tools

XTQuant AI

112

A lightweight Python-based MCP server that integrates the XTQuant quantitative trading platform with AI assistants, enabling automated stock market data retrieval, real-time analysis, and technical charting.

8 tools

AWS Lambda

112

MCP (Model Context Protocol) Server. Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing and external API integration.

2 tools

SmartDB_MCP

112

SmartDB is a universal database gateway for the Model Context Protocol that supports MySQL, PostgreSQL, Oracle, SQL Server, and Dameng with advanced features like SQL optimization, health diagnostics, and OAuth 2.0 security.

8 tools

sudocode

111

A lightweight agent orchestration dev tool that manages repo-level context through a git-native memory system of specs and issues. It allows AI agents to track long-horizon tasks, handle context handoffs, and synchronize development plans directly within a version-controlled environment.

RAT (Retrieval Augmented Thinking)

111

MCP (Model Context Protocol) Server. Combines DeepSeek's analysis with multiple response models to enhance AI conversation quality through structured two-stage reasoning.

Azure API Management Gateway with Entra ID Authentication

111

MCP (Model Context Protocol) Server. Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for organizations leveraging existing Azure identity services.