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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-server

A specialized MCP server for Macroforge that facilitates documentation retrieval, macro expansion, and TypeScript code validation for @derive decorators.

5 tools

getmailer-mcp

A comprehensive MCP server for GetMailer that enables AI assistants to send transactional emails, manage templates, verify domains, and track delivery analytics.

16 tools

growth-hacker-mcp

An MCP server designed for marketers and creators to automate viral content creation, Twitter thread formatting, and sales copy auditing.

3 tools

autoplans-mcp

Failed

AI-powered project planning tools for Autoplans.dev with 14+ MCP tools

devflow-mcp

DevFlow MCP provides a persistent, searchable knowledge graph memory for AI agents, featuring semantic search, temporal history tracking, and confidence decay using a local SQLite backend.

20 tools

Workflows-MCP

Enables AI agents to discover, load, and execute organized 'Agent Skills' consisting of Python scripts, instructions, and reference materials using progressive disclosure.

3 tools

mcp-melotts

An MCP server that provides High-quality Text-to-Speech capabilities using MeloTTS, featuring automatic long-text segmentation and lossless audio stitching with ffmpeg.

1 tool

railway-mcp-server-v2

A comprehensive MCP server for managing Railway infrastructure, allowing users to control projects, services, deployments, and environment variables directly through LLMs.

17 tools

Medical RAG MCP - Semantic search and retrieval of high-quality clinical medical data

Medical RAG: semantic search for clinical guidelines, drug interactions, diagnoses & EHR data.

bachai-envato-downloader-api1

A specialized MCP server for interacting with Envato Elements via the Envato Downloader Api1, enabling automated file downloads and asset retrieval.

1 tool

Solana RugCheck & Transaction Helper

MCP (Model Context Protocol) Server. Integrates with Solana blockchain to enable token security analysis and transaction execution through RugCheck for scam detection and TransactionHelper for retrieving transaction history.

backlog-mcp

A lightweight task tracking system for AI agents that allows for managing, filtering, and archiving project tasks through a single unified interface.

1 tool

remote-mcp-server-authless

A template for deploying a remote Model Context Protocol (MCP) server on Cloudflare Workers without authentication, utilizing Server-Sent Events (SSE).

What2Watch

A comprehensive entertainment discovery server providing real-time TV schedules for 1000+ channels, deep streaming availability across all major SVOD/FAST services, and personalized AI recommendations.

6 tools

mcp-drawthings

Needs Setup

Local image generation server for macOS enabling LLMs to interact with Draw Things via Stable Diffusion for text-to-image and image-to-image workflows.

4 tools

filesystem-context

Needs Setup

A highly secure, read-only MCP server designed for filesystem scanning and analysis, featuring advanced glob searching, regex-based content grep, and parallel metadata retrieval with strict path validation.

8 tools

raindrop-mcp

A robust MCP server for Raindrop.io that enables AI agents to search, create, and manage bookmarks, collections, and highlights using modern resource-link patterns.

10 tools

muxue_rag_mcp

A Retrieval-Augmented Generation (RAG) MCP server that provides intelligent local file search capabilities using vector indexing and incremental updates.

2 tools

pdf-reader-mcp

A specialized MCP server that enables AI agents to securely read and extract text, metadata, and page counts from PDF files using local paths or URLs within a project context.

1 tool

bachai-zillow-working-api

A Model Context Protocol server for accessing the Zillow Working API, providing tools to retrieve real estate data through a standardized interface.

1 tool

grist-mcp-server

Failed

A robust MCP server for managing Grist documents, enabling AI agents to perform full CRUD operations on records, execute complex SQL queries, and manage database schema and page layouts.

11 tools

Singapore News MCP Server

Provides real-time news feeds from major Singapore news sources including The Straits Times, Business Times, and Channel News Asia. Delivers live news updates through Server-Sent Events for up-to-date information access.

Linux MCP Server

A read-only diagnostic tool for RHEL-based Linux systems that enables comprehensive system, network, and service analysis via local or remote SSH execution.

20 tools

vincikit

Validated

AI stack configurator with conversational interviews and intelligent recommendations

12 tools

MCP WPPConnect Server

Enables WhatsApp automation through MCP protocol, allowing users to manage sessions, send messages, handle groups/communities, and access contacts through natural language interactions with AI agents.

grasshopper-mcp

A specialized MCP server connecting AI models to Rhino/Grasshopper workflows, offering unique ML-powered layout optimization and an AI mentoring system for computational design.

10 tools

webasyst-mcp

A specialized MCP server for the Webasyst framework that provides AI-driven tools for managing applications, plugins, themes, and system configurations. It automates development tasks like scaffolding project structures, running CLI commands, and ensuring compliance with Webasyst UI 2.0 standards.

35 tools

bachai-malicious-urls1

A specialized MCP server for accessing the Malicious Urls1 API, allowing users to search for malicious URLs, list them by page, or retrieve random entries for security analysis.

3 tools

XMCP Application

A server that leverages the XMCP framework to discover and execute tools from the src/tools directory, supporting both SSE and STDIO transport methods for interaction.

writefreely-mcp-server

Enables AI agents to publish and manage content on Write.as and self-hosted WriteFreely instances.