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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Google Calendar

3

MCP (Model Context Protocol) Server. Enables natural language management of Google Calendar events with OAuth2 authentication, supporting creation, updates, deletion, and search capabilities with automatic browser launch for authentication.

7 tools

Pabal MCP

3

Manages App Store Connect and Google Play Console metadata, releases, and ASO workflows locally through MCP tools, enabling store management directly from AI clients without manual console navigation.

IMAP Mini MCP

3

A lightweight MCP server for interacting with IMAP email accounts to read messages, manage folders, and compose draft replies. It supports standard providers and local bridges, providing tools for searching, fetching attachments, and organizing mailboxes without the ability to send or delete emails.

Obsidian Vault Search for Claude

3

An MCP server that provides advanced ripgrep-powered search capabilities for Obsidian vaults, featuring smart context detection for YAML frontmatter and headings, link analysis, and date-based discovery.

5 tools

Node.js Code Sandbox

3

A secure, Docker-based MCP server for executing Node.js code and shell commands in isolated environments with support for on-the-fly npm dependency installation.

5 tools

speclock

Failed
3

AI continuity engine — MCP server + CLI that kills AI amnesia. Maintains project memory, enforces constraints, and detects drift across AI coding sessions.

Katana MCP Server

3

The Katana MCP Server provides a comprehensive DeFi toolkit for managing assets on the Katana network, including cross-chain bridging, SushiSwap trading, and Yearn vault yield optimization.

8 tools

Semantic Context

3

A semantic code search server that indexes local directories or Git repositories into a ChromaDB vector database using OpenAI or Ollama embeddings for private, intelligent code retrieval.

4 tools

OKX DEX

3

MCP (Model Context Protocol) Server. Integrates with OKX's decentralized exchange and cross-chain bridge to enable token swapping, liquidity management, price quotes, and cross-chain transfers across multiple blockchains including Solana.

Reqable MCP Server

3

Exposes local Reqable network capture traffic to MCP clients for real-time monitoring and analysis of HTTP requests. It enables developers to query, search, and generate code from captured traffic stored locally within a private SQLite database.

mockd

3

Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with 16 AI tools.

webclaw-mcp

3

MCP browser agent that runs as a Chrome extension. Control your real Chrome browser with 17 MCP tools — uses accessibility tree with @ref labels for low token usage. Supports WebMCP native tools.

ui-ticket-mcp

3

Human-to-AI code review bridge. Review UI in the browser, AI agents fix code via MCP.

Freesound MCP Server

2

A Model Context Protocol server that integrates with the Freesound API to search, discover, and preview sound effects and music loops for content creation.

1 tool

TAKO MCP Server for Okta

2

Enables AI assistants to securely query and manage Okta resources for IAM and security administration. It supports dual-mode operation for standard tool interaction or autonomous agent workflows with sandboxed code execution.

ms-agentframework

2

A production-ready MCP server integrating Microsoft Agent Framework with Azure OpenAI GPT-4, offering tools for real-time weather, mathematical calculations, and Taiwan stock price queries via SSE/HTTP streaming.

3 tools

Sora2 MCP

2

A specialized MCP server for OpenAI's Sora API that enables programmatic generation, status tracking, and remixing of high-quality AI videos directly through AI assistants.

6 tools

Webcam MCP

2

An MCP server that provides LLM agents with direct access to webcam hardware for capturing high-resolution photos and recording video sequences. It enables autonomous agents to monitor environments and interact with the physical world through standard Model Context Protocol tools.

lsp-mcp-server

2

Bridges Claude Code to Language Server Protocol (LSP) servers to enable semantic code intelligence features like navigation, refactoring, and real-time diagnostics. It supports multiple languages including TypeScript, Python, and Rust with multi-root workspace capabilities.

bingcn

2

A Chinese-focused Bing search tool that allows AI models to search the web and retrieve webpage content without requiring a personal Bing API key.

2 tools

mcp-thinkgate

Needs Setup
2

Auto-classifies prompt complexity and routes to the right Claude thinking mode. No API key needed.

LinkedIn Sales & Navigator MCP Server

2

Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator for searching profiles, managing leads, and handling messaging via cookie-based authentication. It supports professional networking tasks such as sending connection requests and retrieving account details through the Model Context Protocol.

mcp-server

Needs Setup
2

Crypto intelligence for AI agents. Hyperliquid trader analytics, cohorts, and live market data.

AI Collaboration MCP Server

2

A collaboration bridge enabling autonomous development workflows between Claude and Gemini with role-based task management, dependency tracking, and automated project planning.

10 tools

Screen View MCP

2

A robust MCP server that enables AI models to see and interpret your desktop by capturing screenshots and analyzing them through the Claude Vision API.

2 tools

Page Design Guide MCP

2

A specialized MCP server that provides expert design guidance, accessibility standards, and visual hierarchy principles to help LLMs generate modern and professional web interfaces.

11 tools

agentmail

2

A minimal Model Context Protocol server that serves as a template for building email inbox capabilities for AI agents. It demonstrates basic integration of tools, resources, and prompts using the Smithery SDK.

1 tool

Rezdy Agent MCP Server

2

An MCP server that enables travel agents to manage the Rezdy marketplace directly through AI, offering tools for product search, real-time availability checking, booking management, and integrated commission calculations.

16 tools

Git Commit Message Generator MCP Server

2

An intelligent MCP server that generates Conventional Commits style messages by analyzing git diffs using DeepSeek or Groq LLMs.

1 tool

audio-processing-mcp

2

A professional-grade audio processing MCP server that provides AI-powered stem separation, vocal range analysis, and seamless loop creation using Demucs and spectral analysis.

8 tools