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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

SportIntel MCP Server

A specialized MCP server for sports analytics and Daily Fantasy Sports (DFS), providing explainable AI projections, lineup optimization, and real-time betting odds aggregation.

4 tools

Gmail MCP Server

Enables natural language interaction with Gmail, providing email search, categorized daily summaries, and Home Assistant integration through REST API with read-only access to your inbox.

ChromaDB Local MCP Server

A robust local vector storage server that provides AI assistants with persistent memory, automated batch file ingestion for 70+ formats, and advanced features like EXIF extraction and duplicate detection.

20 tools

MCP Media Player

Connects Home Assistant media players to Cursor, enabling automated playback control based on agent activity to manage work-break cycles.

2 tools

Dataproc MCP Server

Enables AI assistants to manage Google Cloud Dataproc clusters and jobs through a standardized interface. Supports cluster creation/deletion, job submission (Spark, PySpark, Hive, etc.), and serverless batch operations.

Bazi MCP

Provides accurate Chinese Bazi (八字) fortune-telling calculations including birth chart analysis, destiny forecasting, and Chinese calendar information. Addresses inaccuracies in existing AI fortune-telling tools by delivering precise Bazi data for personality analysis and metaphysical insights.

Next.js MCP Server

Enables AI assistants to automate Next.js development including project scaffolding, React component generation, API route creation, and full-stack application workflows with TypeScript and Tailwind CSS support.

Firebase DAM MCP Server

A robust MCP server providing secure, read-only access to Firebase Firestore and Cloud Storage, optimized for Digital Asset Management workflows with built-in support for assets, versions, and comments.

4 tools

Reckon MCP Server by CData

This read-only MCP Server allows you to connect to Reckon data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Ollama MCP Server

A bridge that integrates Ollama's local LLM capabilities into MCP-powered applications, enabling users to run, manage, and interact with AI models locally with full control and privacy.

Luzia MCP Server

Provides real-time cryptocurrency pricing data and market information from major exchanges like Binance, Coinbase, and Kraken via the Luzia API. It enables AI assistants to fetch ticker prices, compare exchange rates, and analyze market trends through specialized tools and prompts.

HubSpot MCP Server

Enables AI assistants to interact with HubSpot CRM for managing contacts, companies, deals, and sending emails through natural language commands.

Engagio MCP

Engagio MCP connects Claude to Twitter for intelligence-driven engagement, enabling users to monitor high-value accounts, score tweets by engagement velocity, and manage a strategic reply queue with built-in analytics.

27 tools

MCP Multi-Context Hook Generator

Automatically generates typed React hooks for Next.js projects by crawling API routes, GraphQL queries, and components. Analyzes pages to suggest optimal render modes (SSR/CSR/ISR) and produces comprehensive documentation with AI-powered guidance.

MCP MQTT Server

Enables LLM agents to interact with MQTT brokers through publish, subscribe, and query operations. Provides fine-grained topic permissions with wildcard support for secure IoT device communication and sensor data access.

HubSpot MCP Server

Provides comprehensive access to HubSpot CRM API for managing contacts, companies, deals, engagements, and associations. Supports batch operations, advanced search, and complete CRUD functionality across all standard CRM objects.

MCP SysOperator

A robust Infrastructure as Code MCP server that enables AI assistants to manage cloud environments via Ansible playbooks, Terraform plans, and AWS integrations with LocalStack support for local testing.

6 tools

KCC MCP Server

A specialized MCP server designed to assist developers in contributing to Google Cloud's Kubernetes Config Connector by automating resource migration, field addition, and commit enforcement.

12 tools

imessage-max

An AI-optimized MCP server for macOS iMessage providing intent-aligned tools to search, read, and send messages with full contact name resolution and session grouping.

10 tools

MCP Prompt Enhancer

Intelligently analyzes codebases to enhance LLM prompts with relevant context, featuring adaptive context management and task detection to produce higher quality AI responses.

FastPostgresMCP

A blazing fast MCP server that enables AI agents to interact with multiple PostgreSQL databases, providing functionality to list tables, inspect schemas, execute queries, and run transactions.

Armor Crypto MCP

Enables AI agents to interact with cryptocurrency ecosystems through wallet management, trading operations (swaps, DCA, limit orders), staking, and multi-chain support starting with Solana.

crawl-mcp-server

A powerful MCP server for web crawling and search that converts HTML into LLM-optimized Markdown using Mozilla's Readability, featuring SearXNG integration and concurrent processing.

11 tools

Agile Team MCP Server

A specialized MCP server for agile development that orchestrates a team of AI agent personas (BA, PM, Spec Writer) across various LLM providers for collaborative decision-making and document generation.

9 tools

Home Assistant MCP Server

A robust MCP server that bridges AI assistants with Home Assistant, allowing for real-time device control, state monitoring, and comprehensive automation management using natural language.

13 tools

System Info MCP Server

Enables comprehensive system monitoring and diagnostics through 18 tools that provide detailed information about CPU, memory, disk usage, network interfaces, running processes, battery status, hardware details, and temperature monitoring. Allows users to query system information and performance metrics through natural language interactions.

obsidian-emergent-mcp

Provides Claude Code with deep access to an Obsidian vault through 28 tools for structural analysis, semantic retrieval, and git-backed timeseries tracking. It transforms your vault into a live knowledge base that Claude can search, navigate, and reason about using its knowledge graph.

GCP MCP Server

A comprehensive MCP server for managing Google Cloud Platform resources including BigQuery, Cloud Run, and Storage through a standardized interface.

VulneraMCP

AI-powered bug bounty hunting platform that integrates security tools (OWASP ZAP, Caido, Burp Suite) for automated reconnaissance, vulnerability testing, JavaScript analysis, and finding management with PostgreSQL storage.

boring-gemini

Boring-Gemini is an autonomous AI agent loop and MCP server designed for natural language-driven coding, featuring a universal router, hybrid RAG for code search, and built-in security shadow mode.

12 tools