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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Google Images Search MCP

MCP server for searching images with Google

FCCS MCP Agentic Server

Enables interaction with Oracle EPM Cloud Financial Consolidation and Close (FCCS) through 25+ tools covering REST API operations including jobs, dimensions, journals, data management, reports, and consolidation tasks.

Convolut MCP Server

Enables seamless integration with Convolut Context Bank for AI-powered context management, search, consolidation, and export operations. Provides 11 powerful tools for creating, managing, and analyzing contexts with semantic search and automated planning capabilities.

cloud-agent

AI software engineer — writes code, opens PRs, reviews code, generates tests, and more.

geo-agent-mcp

GEO Agent Server. Injects product knowledge and SEO landing pages into geo.yigather.com.

putput-mcp

File uploads for AI agents. Upload, list, and manage files. No signup required.

beans-mcp

Interact with the Beans CLI issue tracker agentically

PDF2ZH MCP Server

An MCP server that translates scientific PDF documents while preserving original formulas, charts, and layout. It utilizes an OpenAI-compatible backend to provide tools for document translation and language listing.

@toggletown/mcp-server

ToggleTown MCP server — manage feature flags, rollouts, targeting rules, and A/B experiments from any AI assistant

gmail-mcp

A Model Context Protocol server that enables full management of Gmail accounts, including messages, threads, labels, and drafts. It leverages the Gmail API to allow searching, sending, and organizing emails via secure OAuth2 authentication.

gcal-mcp

A Google Calendar MCP server that provides comprehensive tools for managing calendars, events, and settings using OAuth2 authentication via the Dedalus framework. It enables users to perform operations such as event scheduling, searching, and free/busy queries through natural language interfaces.

Memory MCP Server

Enables persistent storage and retrieval of user preferences, context, and decisions across AI sessions using a structured JSON-based memory system. It provides tools for storing, searching, updating, and managing memories organized by namespaces and tags.

mcp-server-s3

MCP server for AWS S3 — list buckets, browse objects, upload/download files, and generate presigned URLs from your IDE

Ticket MCP Server

Enables AI agents to manage a file-backed ticketing system directly within a local repository using a structured state machine and directory hierarchy. It enforces strict markdown schemas and provides specialized tools for claiming tasks, appending work logs, and validating ticket metadata.

BLOT Nado MCP Server

Enables perpetuals trading on the Nado DEX via the Ink chain, featuring multi-wallet management and market data access. It supports automated strategies like pair trading and basis farming while earning DRIP rewards for all trades.

agent-orchestration

A multi-agent runtime that coordinates six specialized agents through a typed artifact pipeline with 41 RPC methods. It features dynamic autonomy levels and context sufficiency scoring that adjust agent behavior based on the operator's state and task requirements.

mcp-server-markdown

MCP server for markdown files — search, extract sections, list headings, find code blocks across your docs directory

mcp-server-scraper

MCP server for web scraping — extract clean markdown, links, and metadata from any URL. Zero auth. Free alternative to Firecrawl.

mcp-docker-server

MCP server for Docker — manage containers, images, volumes, and compose services from your IDE

metaso-search-mcp

秘塔搜索 MCP 服务器 - 提供多维搜索、网页读取、智能问答功能

mcp-activedirectory

Provides AI assistants with unified access to on-prem Active Directory via LDAP and Azure AD / Entra ID through the Microsoft Graph API. It enables comprehensive management and search of users, groups, computers, and cloud devices using 18 specialized tools.

vtimestamp-mcp

Enables AI agents to verify document timestamps and list all recorded proofs on the Verus blockchain using a VerusID. It queries public Verus RPC endpoints to facilitate hash verification without requiring API keys or authentication.

gitea-mcp

An MCP server providing comprehensive Gitea API coverage with 186 tools for managing repositories, issues, pull requests, and CI/CD workflows. It enables autonomous AI agents to perform complex development and administrative tasks directly through a Gitea instance.

MCP Trade Plan Service

A minimal REST service designed for managing and executing automated trading plans. It enables users to create, monitor, and close trade positions with detailed configurations for signals, entry rules, and take-profit strategies.

jobs-mcp

Enables searching for job opportunities across multiple platforms like Upwork, RemoteOK, and GitHub while automatically generating tailored application proposals based on keyword scoring. It includes tools for scanning all sources simultaneously and managing a professional profile for quick reference during applications.

mcp-ninjaone

An MCP server that connects AI assistants to the NinjaOne remote monitoring and management platform via the REST API v2. It provides tools for device inventory, organization management, alert handling, maintenance scheduling, and automated job execution.

USCardForum MCP Server

Enables interaction with USCardForum.com, a Discourse-based community for US credit cards and miles. Provides 22 tools for discovering topics, reading posts, researching user profiles, and managing authenticated actions like notifications and bookmarks.

Hookmark MCP Server

Provides full access to Hookmark on macOS, enabling users to create and manage bidirectional links between files, URLs, emails, and notes. It supports searching bookmarks, connecting items, and retrieving links from active applications through natural language.

Magento MCP Server

Enables AI assistants to manage Adobe Commerce and Magento 2 instances through business-level tools for catalog, promotions, CMS, and SEO. It features secure OAuth 1.0 authentication, safety guardrails for bulk operations, and built-in diagnostic reports for store health.

Wikipedia Agent MCP Server

A conversational AI server that enables users to search Wikipedia and retrieve information through natural language interactions using LangGraph and Model Context Protocol (MCP).