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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

BlenderMCP

10

BlenderMCP enables direct control of Blender via Claude, allowing AI to execute Python code, manage 3D objects, and integrate with Poly Haven and Hyper3D for asset generation and scene creation.

1 tool

md-mermaid-to-pdf-mcp

10

A robust MCP server for converting Markdown files and raw text into professional PDFs featuring Mermaid diagram rendering and customizable page formatting.

2 tools

Enhanced Grok Search MCP Server

10

A robust search server utilizing xAI's Grok API to provide web, news, and social media analysis with advanced features like comprehensive timeline generation and sentiment analysis.

5 tools

Zendesk Support

10

MCP (Model Context Protocol) Server. Integrates with Zendesk to enable ticket retrieval, creation, updating, and searching directly from conversation interfaces for streamlined customer support workflows.

8 tools

Airflow MCP

10

An MCP server for Apache Airflow that enables interacting with orchestration platforms via natural language to query DAG statuses, troubleshoot failures, and trigger pipelines.

Blockchain Signer

10

MCP (Model Context Protocol) Server. Enables secure blockchain interactions with user-controlled private keys and transaction signing, featuring a Node.js backend, PostgreSQL database, Redis caching, and integration with Ethereum and EVM-compatible chains via Infura.

5 tools

camofox-mcp

10

Anti-detection browser automation MCP server. 18 tools wrapping CamoFox REST API with stealth fingerprinting that passes bot detection.

Browser Tools

10

A specialized MCP server that empowers AI coding agents with full browser context, enabling them to inspect network traffic, capture screenshots, search API documentation, and execute authenticated requests directly through a Chrome extension.

8 tools

VS Code Diagnostics

10

An MCP server specialized for the Trae IDE that retrieves real-time workspace diagnostics (errors, warnings, and hints) via the Debug Adapter Protocol to assist AI agents in code debugging.

4 tools

claude-mcp

10

A collection of simple examples and tutorials for integrating Claude with the Model Context Protocol (MCP).

Orchestro

10

A comprehensive project orchestration system that decomposes user stories into technical tasks, tracks dependencies, and uses pattern learning to manage AI-assisted development lifecycles.

60 tools

Claimify

10

A research-based claim extraction server that transforms raw text into verifiable, decontextualized factual claims using a four-stage NLP pipeline. It integrates with MCP clients to facilitate automated claim verification and documentation workflows.

Crawl4AI

10

A robust MCP server integrating Crawl4AI to provide high-performance web crawling, markdown extraction, browser automation, and LLM-powered structured data extraction.

13 tools

Sourced

10

Source code search for every package on PyPI and npm.

treza

Validated
10

Manage secure enclaves (TEEs) with attestation, payments, and signing for AI agents.

16 tools

deterministic-agent-control-protocol

10

Governance gateway for AI agents — bounded, auditable, session-aware control with MCP proxy, shell proxy & HTTP API. Works with Cursor, Claude Code, Codex, and any MCP-compatible agent.

My Apple Remembers

10

A system that enables AI assistants to access and persist memories from a remote macOS system by executing AppleScript commands via SSH to manage Apple Notes, Calendar, and Messages.

2 tools

Multi-Agent Research Sandbox

10

A multi-layered research sandbox that provides an open-source framework for code execution, Google search integration via Serper, and academic research analysis.

Google Cloud Logging MCP Server

10

Enables AI assistants to query, search, and analyze logs across Google Cloud Platform projects with advanced filtering capabilities.

3 tools

@mcp-b/transports

Failed
10

A comprehensive suite of browser-native MCP transport implementations and React hooks supporting postMessage, iframe communication, and Chrome extension messaging.

2 tools

criterion

10

An Islamic knowledge assistant providing semantic search and retrieval across 6,236 Quran verses and 12,416 authentic Hadiths with grade-filtered citations.

3 tools

Nova-LLM-mCP-memory-system

10

MCP Persistent memory systems for LLMs - CASCADE 6-layer memory + Faiss GPU search (<2ms). Give any AI persistent memory across conversations. Open source, MIT license.

RAG-MCP

10

Simple RAG implementation from scratch using MCP, focusing on Perception, Memory, Decision and Action

21 tools

mcp-salesforce

10

🚀 Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object.

11 tools

google-ai-mode-mcp

10

MCP server for free Google AI Mode search with citations. Query optimization, CAPTCHA handling, multi-agent support. Works with Claude Code, Cursor, Cline, Windsurf.

1 tool

ObsidianMCPServer

10

A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obsidian vault

63 tools

@aashari/mcp-server-aws-sso

Needs Setup
10

A Node.js/TypeScript MCP server that connects AI assistants to AWS IAM Identity Center (SSO), enabling secure execution of AWS CLI commands and remote management of EC2 instances.

5 tools

hass-mcp-server

10

A Home Assistant Custom Component that provides an MCP (Model Context Protocol) server using HTTP transport, allowing AI assistants like Claude to interact with your Home Assistant instance over HTTP

3 tools

FFmpeg MCP

10

A comprehensive multimedia processing MCP server that provides tools for video/audio conversion, compression, editing, and metadata extraction using FFmpeg.

8 tools

prometheus-protocol

10

The trust layer for the open agentic web—giving AI agents a passport, a bank account, and a trusted marketplace to securely interact with the world.