AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
MCP Time Server
A hosted MCP server providing current time, date, and timezone conversion tools specifically designed for Claude Code remote sessions. It enables users to fetch localized time data and convert times between IANA timezones through a centralized API.
Faktuj MCP
Generate Polish VAT invoices (Faktura VAT) as PDF
agentbuilder-outlook-mcp
A specialized MCP server that enables sending emails through Microsoft Outlook and Graph API, supporting both personal and organizational Microsoft 365 accounts.
zsh-tool
A robust Zsh execution tool for Claude Code featuring PTY mode for interactive prompts, a circuit breaker to prevent hanging, and A.L.A.N. 2.0 for intelligent command learning and retry detection.
kweenkl
Send push notifications from AI assistants using natural language. Pre-launch demo available with example webhook token.
memvid-mcp
An MCP server that provides a persistent memory layer for AI agents by wrapping the memvid CLI. It enables users to manage memory files, perform hybrid searches, and conduct RAG-based question answering through 40 specialized tools.
OGForge MCP
Generate Open Graph images with themes and Lucide icons
Cambridge Dictionary MCP Server
Enables AI assistants to look up word definitions, pronunciations, and example sentences from the Cambridge Dictionary through natural language queries.
a11y-mcp-server
An MCP server for accessibility auditing that provides WCAG 2.2 criteria lookup, automated HTML issue analysis, remediation guidance, and structured accessibility documentation for UI components.
SEC EDGAR MCP Server
A comprehensive MCP server for accessing SEC EDGAR filings, enabling real-time search, financial statement retrieval, and advanced dimensional XBRL analysis for business intelligence.
expert-registry-mcp
A high-performance expert discovery and management system that uses vector and graph databases to inject specialized AI context and model expert relationships.
MCP AI Router
Intelligent routing service that selects optimal AI models based on capability requirements and normalizes input/output formats across multiple providers like OpenAI, Anthropic, Google, and others.
AI Code Review MCP Server
A specialized MCP server that combines GitHub repository management with local file system access to facilitate automated code reviews and pull request analysis.
Shortcut
MCP (Model Context Protocol) Server. Integrates with Shortcut's ticket management system to enable listing, searching, creating and updating stories, managing comments, and retrieving workflow states and projects
Edge TTS MCP
A cross-platform MCP server that allows AI models to speak using Microsoft Edge TTS, featuring over 300 voices across 50+ languages with no API keys required.
LinkShrink MCP
Privacy-first URL shortener with analytics
Langfuse MCP Server
Enables querying Langfuse analytics, cost metrics, and usage data across multiple projects. Provides tools for trace analysis, model/service cost breakdowns, and daily usage trends through natural language queries.
Vectorize MCP Server
An MCP server that enables Claude Desktop to perform natural language semantic searches against a Cloudflare Vectorize index via a remote Worker backend.
Slack Feedback MCP Server
A Slack-integrated feedback collector that allows users to query stakeholder messages, retrieve full conversation threads, and search historical feedback using flexible time filters.
Math & Calculator MCP Server
A comprehensive mathematical utility server providing tools for arithmetic, statistical analysis, unit conversions, quadratic equation solving, and trigonometry.
LangSearch MCP Server
A Model Context Protocol server providing AI-optimized web search across billions of documents and deep semantic reranking to improve search accuracy and document relevance.
LangSearch MCP Server
A Model Context Protocol server providing access to LangSearch APIs for advanced web searching and semantic reranking of document results to improve AI assistant accuracy.
OnCall Runbook MCP Server
A specialized MCP server for querying on-call runbooks with built-in intent recognition, operation risk assessment, and graceful degradation to offline mode.
ThinkDrop Vision Service
Provides screen capture, OCR text extraction, and visual language model scene understanding capabilities with continuous monitoring and automatic memory storage integration.
Amicus MCP Server
A state persistence layer that enables seamless handoffs between different AI coding assistants by maintaining a shared context bus. It provides tools for tracking summaries, next steps, and active files to ensure continuity across development sessions.
Open AI Text To Speech1 MCP Server
A tool for interacting with the OpenAI Text-to-Speech API, allowing users to synthesize high-quality audio from text with customizable models and voice options.
Twitter MCP Server
Enables Twitter automation including posting tweets, replying to tweets, and searching for tweets with structured results using browser automation through Browserbase and Stagehand.
iOS MCP Server
A robust MCP server that enables semantic search, metadata extraction, and automated management of photo libraries on USB-connected iOS devices using libimobiledevice and ChromaDB.
Twilio SMS Server
A versatile Model Context Protocol server that enables AI assistants to send SMS messages via Twilio, featuring both a local MCP mode for Claude Desktop and a standalone REST API.
Unsplash MCP Server
Provides access to the Unsplash API to search and retrieve high-quality photos, browse curated collections, and view photographer profiles with advanced filtering by orientation and color.