AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
SQL Server MCP
Enables AI assistants to interact with Microsoft SQL Server databases through query execution, schema discovery, CRUD operations, stored procedures, and data export with built-in safety controls.
Firecrawl Agent MCP Server
Enables AI-powered web data extraction and research through Firecrawl's Agent API. Autonomously searches, navigates, and scrapes websites to gather structured data without requiring specific URLs.
Atlassian MCP Server
Enables AI assistants to interact with Jira by executing commands through the Atlassian CLI. It supports searching issues with JQL, managing comments, updating statuses, and handling issue assignments through natural language.
MCP Voice Notification
Provides voice notifications using Grok's text-to-speech API to alert users when Claude Code completes tasks, with support for both local and remote server configurations.
Memory Server MCP
A persistent memory storage server that allows AI agents to store, tag, and search content while building complex knowledge graphs through directed links and relationship types.
NanoBanana MCP
Generates AI images using Google Imagen directly in Claude Desktop, with automatic saving and support for multiple images and custom aspect ratios.
Remote MCP Server (Authless)
A template for deploying an MCP server without authentication on Cloudflare Workers. Allows connection from Claude Desktop and AI Playground to use custom tools remotely.
Bi-Temporal Knowledge Graph MCP Server
Gives AI agents persistent memory with bi-temporal tracking, automatically extracting entities from natural language and enabling time-travel queries to understand facts as they existed at any point in history.
MCP Notion Server (@suncreation)
An MCP server that enables LLMs to interact with Notion workspaces via the Notion API, supporting page creation, database management, and content retrieval. It features markdown conversion to optimize token usage and enhanced error handling for more reliable workspace interactions.
SAP MCP Server
Enables AI clients to query live data from SAP HANA and SQL databases through read-only SELECT queries with CSV-formatted results.
MCP Demo Application
A comprehensive demonstration server that provides tools for calculations, weather, and note management alongside an interactive web interface. It showcases how AI assistants can seamlessly interact with external data sources and functions using the Model Context Protocol.
Pocketsmith MCP Server
Enables AI assistants to interact with the Pocketsmith personal finance API to manage accounts, budgets, and transactions through natural language. It supports comprehensive financial tasks including spending analysis, category management, and tracking recurring bills.
REMnux MCP Server
Enables AI assistants to execute malware analysis tools on a REMnux system via Docker, SSH, or local connections. It provides automated file-type analysis, structured tool discovery, and security guardrails for streamlined malware investigation.
Beszel MCP Server
Enables interaction with Beszel system monitoring tool to query system and container statistics, manage alerts, and monitor infrastructure through its PocketBase backend.
FireScrape MCP Server
Enables AI models to search the web using DuckDuckGo, scrape webpage content in markdown format, and browse/read local files for code analysis and debugging.
GNews MCP Server
Enables searching news articles and retrieving top headlines from the GNews API with support for filtering by topic, language, and country.
Think MCP
Enables structured step-by-step reasoning with branching, revisions, and self-critique to help break down complex problems into manageable steps with confidence tracking and thought history search.
Weather MCP
Provides weather query capabilities including current weather, daily/hourly forecasts, air quality data, and weather alerts through QWeather API integration with JWT-based authentication.
Google Ad Manager MCP Server
Enables AI assistants to manage Google Ad Manager campaigns, line items, creatives, and advertisers through natural language, automating ad operations that normally require countless clicks through the UI.
Microsoft MCP
Enables AI assistants to interact with Microsoft Graph API services including Outlook email, Calendar events, OneDrive files, and Contacts. Supports multiple Microsoft accounts with unified search across all services.
ickyMCP
RAG-powered document search server that enables semantic search across large collections of legal and business documents (PDF, Word, Excel, PowerPoint) using local embeddings with no API costs.
Swagger MCP (Multi-API Edition)
Enables AI to interact with multiple Swagger/OpenAPI specifications by listing endpoints, exploring models, and generating TypeScript code. It centralizes the management of various APIs through a configuration file, allowing for seamless integration of documentation into AI workflows.
Anchor MCP
Provides persistent, local-first long-term memory for LLMs using Voronoi-partitioned vector storage and local embeddings. It enables users to store, recall, and automatically retrieve project context and preferences entirely on their own machine.
Relentless MCP Server
Enables AI assistants to read from and write to Notion databases through the Relentless CMS API with built-in validation, automatic retries, and error handling for robust content management.
SaaSforIT Directory
AI-powered SaaS tool discovery API. Search 150+ curated business tools and get recommendations.
stylemcp
Brand rules for AI outputs. Validate and rewrite text to match your brand voice.
MCP WorkBoard CrunchTools
A secure Model Context Protocol server for interacting with the WorkBoard OKR and strategy execution platform. It enables users to manage user profiles and track goal progress through a standardized, containerized interface.
UniMCP4CC
Enables Claude Code to directly control Unity Editor, supporting scene manipulation, component operations, asset management, prefab handling, and audio control through natural language commands.
Remote MCP Server (Authless)
A template for deploying authentication-free MCP servers on Cloudflare Workers that can be accessed remotely from clients like Claude Desktop or the Cloudflare AI Playground.
copus
Search human-curated content recommendations from Copus - The Internet Treasure Map