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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

TreeBeam MCP Server

Enables AI assistants to interact with the TreeBeam financial management and accounting platform. Users can list organizations and projects using secure OAuth 2.0 authentication integrated directly into their AI conversation.

BOM-MCP

Provides access to an Electric Submersible Pump (ESP) parts and Bill of Materials database via an MCP server. It enables AI assistants to manage pump models, retrieve assembly components, and analyze BOM summaries including part weights and criticality.

PostgreSQL MCP Server

Enables Claude to interact with PostgreSQL databases by executing SQL queries, exploring schemas, and monitoring database health. It provides tools for data manipulation and schema management via a secure SSE connection.

YouTube Transcript MCP Server

Enables users to extract, search, and analyze YouTube video transcripts directly within MCP-compatible clients. It supports advanced features like time-chunked summaries, keyword searching with surrounding context, and batch processing for multiple videos.

Jenius MCP Smart Device

A server that enables control of smart home devices through the Jenius AI agent system, connecting to Home Assistant to manage devices like Xiaomi air purifiers and smart speakers.

Fusebase MCP Server

Enables AI assistants to manage Fusebase workspaces by providing 46 tools for handling pages, tasks, folders, and organizational administration. It features a two-tier tool system and secure session management using reverse-engineered internal endpoints.

domain-mcp

Enables domain name availability checking through DNS and WHOIS lookups with confidence scoring. It supports searching across alternative TLDs and generating domain name variations for branding purposes.

@thecodesaiyan/tcs-n8n-mcp

MCP server for n8n workflow automation. Manage workflows, executions, tags, variables, credentials and users via the Model Context Protocol.

evc-team-relay-mcp

Read, search, and write Obsidian vault notes via Team Relay collaborative server. Supports shared folders, real-time sync, and AI agent access.

BolideAI MCP

A comprehensive ModelContextProtocol server that provides AI-powered tools for marketing automation, content generation, research, and project management, integrating with various AI services to streamline workflows for developers and marketers.

@pulspeed/mcp-server

MCP server for Pulspeed — website performance monitoring via PageSpeed Insights and AI analysis. Works with Claude, Cursor, Windsurf, and any MCP-compatible AI agent.

nia-web-eval-agent-mcp

NIA AI Web Evaluation Agent MCP Server - Autonomous browser testing and debugging

Spreadsheet MCP Server

Enables AI assistants to read, write, and format Google Spreadsheets through the Model Context Protocol. It supports comprehensive operations including data retrieval, sheet creation, and cell formatting using natural language commands.

AMap MCP Server

Non-official Model Context Protocol server that enables interaction with AMap's location services through clients like Cursor, Claude Desktop, Cline, and Windsurf.

Obsidian Todos MCP Server

A Model Context Protocol server that enables AI assistants to manage tasks within an Obsidian vault by listing, adding, and updating todos through the Local REST API and Dataview.

4 tools

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.

Obsidian Tools MCP Server

A comprehensive MCP server for Obsidian vault management that enables full CRUD operations, template-based note creation, and advanced search and discovery of links, tags, and content.

16 tools

ice-puzzle-mcp

An MCP server for building, validating, and publishing Ice Puzzle levels with AI assistants, featuring integrated solver feedback and quality checks. It provides over 60 tools for level design, difficulty analysis, and benchmarking AI performance on design tasks.

Video Caption MCP Server

An MCP server that automatically transcribes video content and burns stylized captions directly into the video file. It leverages the Groq Whisper API for fast transcription and supports multiple visual styles tailored for social media and professional content.

Chicken Business Management MCP Server

Enables real-time voice-to-text order processing and chicken business management through WebSocket connections and REST APIs. Supports inventory tracking, sales parsing, stock forecasting, and note collection with AI-powered transcript correction and structured data extraction.

Gaffer MCP Server

Connects AI coding assistants to Gaffer test history and coverage data to analyze project health, debug failures, and identify untested code areas. It enables tools to track test stability, cluster failures by root cause, and monitor code coverage trends across projects.

github-codemunch-mcp

A token-efficient MCP server for exploring GitHub repositories using tree-sitter AST parsing to extract symbol signatures and summaries. It enables users to search and retrieve specific code components while significantly reducing token consumption compared to raw file dumps.

mcp_reviewer

A development workflow MCP server that provides AI-powered tools for specification generation, code and spec reviews, and automated testing/linting using OpenAI or local Ollama models.

5 tools

ROI Prediction MCP Server

AI-powered ROI prediction server featuring Monte Carlo simulations, mandatory Dutch market validation, and natural language processing for financial forecasting and multi-project comparison.

4 tools

mcp-vitacore

A session memory consolidation and architectural oversight system that uses Gemini and SQLite to manage agent context and detect technical contradictions. It enables automated session summarization, long-term context evolution, and background refactor planning for AI agents.

Google MCP Server

A locally-hosted MCP server that integrates Gmail, Google Calendar, and Google Drive to provide AI-powered management of emails, events, and files. It enables tool-based interactions like sending emails, creating calendar events, and searching Drive files through clients like Cursor and Claude Desktop.

ticket-discovery

Search and compare concert ticket prices across platforms

MailChimp MCP Server by CData

MailChimp MCP Server by CData

mcp

Connect AI assistants to Warpmetrics — query runs, calls, costs, and outcomes.

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.