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.
getmailer-mcp
A comprehensive MCP server for GetMailer that enables AI assistants to send transactional emails, manage templates, verify domains, and track delivery analytics.
growth-hacker-mcp
An MCP server designed for marketers and creators to automate viral content creation, Twitter thread formatting, and sales copy auditing.
autoplans-mcp
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.
Workflows-MCP
Enables AI agents to discover, load, and execute organized 'Agent Skills' consisting of Python scripts, instructions, and reference materials using progressive disclosure.
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.
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.
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.
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.
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.
mcp-drawthings
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.
filesystem-context
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.
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.
muxue_rag_mcp
A Retrieval-Augmented Generation (RAG) MCP server that provides intelligent local file search capabilities using vector indexing and incremental updates.
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.
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.
grist-mcp-server
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.
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.
vincikit
AI stack configurator with conversational interviews and intelligent recommendations
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.
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.
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.
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.