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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

JSON Query

9

MCP (Model Context Protocol) Server. Provides tools for efficiently querying, searching, and extracting specific information from large JSON files without processing entire structures

Chatterbox TTS

9

MCP (Model Context Protocol) Server. Converts text to speech using either high-quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness controls, automatic audio file management, and specialized prompts for daily haikus and code roasts.

1 tool

Flint Note

9

A specialized MCP server for agent-first note-taking that uses local Markdown storage and smart note types to facilitate AI-driven knowledge management and cross-vault organization.

17 tools

Untappd

9

MCP (Model Context Protocol) Server. Integrates with the Untappd beer database API to retrieve detailed information about specific beers, enabling beer lookup, brewing analysis, and beverage recommendations.

Starknet

9

MCP (Model Context Protocol) Server. Integrates with Starknet's JSON-RPC API to enable querying blockchain state, retrieving transaction data, and executing contract calls for blockchain analytics and smart contract interactions.

21 tools

SMTP Email Manager

9

MCP (Model Context Protocol) Server. Provides SMTP email functionality with tools for sending individual and bulk emails, managing configurations, and creating customizable templates with variable substitution for automated, personalized email campaigns.

11 tools

Cursor Rules

9

A bridge to the Playbooks Rules API that enables listing, searching, and retrieving rule files and metadata for development workflows.

3 tools

Zoom (No Auth)

9

MCP (Model Context Protocol) Server. Provides headless access to Zoom's API functionality for retrieving cloud recordings, meeting details, and transcripts without requiring direct user authentication.

4 tools

Gemini Media Analysis

9

MCP (Model Context Protocol) Server. Provides image, audio, and video analysis tools using Google's Gemini AI for content description, transcription, and understanding with file caching for improved performance.

3 tools

Obsidian Index

9

MCP (Model Context Protocol) Server. Integrates Obsidian vaults with semantic search capabilities, enabling context-aware retrieval of personal knowledge.

1 tool

Reddit

9

A comprehensive MCP server providing read/write access to Reddit, enabling automated content retrieval, search, user management, and post/comment creation.

15 tools

Dual-Cycle Reasoner

9

A metacognitive reasoning framework that monitors autonomous agents for repetitive loops and stagnation using statistical anomaly detection, while managing a knowledge base of past experiences for automated recovery.

9 tools

Clerk Authentication

9

MCP (Model Context Protocol) Server. Integrates with Clerk authentication to enable secure interactions with protected API routes and server actions for AI-driven operations.

Memory Box

9

MCP (Model Context Protocol) Server. Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and search capabilities.

13 tools

Alpha Vantage Financial Data

9

An MCP server that integrates with Alpha Vantage to provide real-time stock quotes and historical financial data for market analysis.

2 tools

ContextManager

9

MCP (Model Context Protocol) Server. Provides a multi-domain context management system with specialized knowledge graph tools for tracking and analyzing work and learning activities across software development, academic, and professional contexts.

7 tools

Exa Pool

9

A lightweight MCP server that wraps the Exa Pool API, enabling AI assistants to perform semantic web searches using the Exa search engine.

OpenFGA

9

MCP (Model Context Protocol) Server. Enables large language models to interact with OpenFGA authorization stores by providing tools to read, search, and manipulate fine-grained access control policies with support for checking permissions and generating access decision explanations.

14 tools

Slunk (Slack Conversation Search)

9

A Slack conversation search server that uses macOS accessibility APIs to monitor messages in real-time and provides semantic search capabilities through local SQLite storage with vector embeddings.

8 tools

ROS 2 Bridge

9

A bridge that dynamically exposes ROS 2 robotics services as MCP tools and topics as resources, enabling LLMs to control robots and analyze sensor data. It automatically translates ROS message types and source code comments into tool parameters and descriptions.

YFinance Trader

9

MCP (Model Context Protocol) Server. Provides real-time stock market data and trading capabilities using yfinance, offering tools for quotes, company information, historical prices, symbol search, analyst recommendations, and insider transactions.

6 tools

Hanzo

9

A comprehensive MCP server providing tools for file operations, UI component management, system automation (AutoGUI), and multi-agent orchestration.

libvirt-mcp

9

A specialized MCP server that provides an interface for Large Language Models to manage libvirt-based virtualization, allowing for the creation, destruction, and monitoring of virtual machines.

Grok Image Generator

9

MCP (Model Context Protocol) Server. Connects to xAI/Grok's image generation API, enabling text-to-image creation with support for multiple images, different response formats, and seamless integration into creative workflows.

2 tools

Bazel

9

MCP (Model Context Protocol) Server. Bridges AI with Bazel build system, enabling target building, dependency querying, test running, and workspace management even in environments with misconfigured shells.

6 tools

devtap

9

Bridge build/dev process output to AI coding sessions via MCP — supports Claude Code, Codex, OpenCode, Gemini CLI, and aider

Penrose

9

MCP (Model Context Protocol) Server. Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs.

AutoML

9

A comprehensive automated machine learning platform that provides tools for data cleaning, feature engineering, model selection, hyperparameter tuning, and advanced visualization through the Model Context Protocol.

15 tools

Proxmox

9

MCP (Model Context Protocol) Server. Integrates with Proxmox virtualization platform to monitor cluster health, manage VM and container lifecycles, execute commands within VMs via QEMU guest agent, and track storage resources across nodes.

13 tools

Vercel AI

9

MCP (Model Context Protocol) Server. Integrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK.