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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MAXential-Thinking-MCP

Needs Setup
1

A sophisticated structured reasoning toolkit that functions like 'git for thoughts,' allowing AI models to branch, revise, and navigate complex reasoning chains.

16 tools

Voice Gen (Minimax AI)

1

A Model Context Protocol server that converts text to high-quality speech using Minimax AI and automatically stores the audio in Amazon S3 for persistent access.

1 tool

Desktop Notifications

1

A lightweight Bash-based MCP server that allows AI assistants to send desktop notifications via the notify-send command on Linux and macOS.

Cowsay

1

A whimsical MCP server that brings the classic cowsay utility to LLMs, allowing them to generate ASCII art speech and thought bubbles using over 9 character variants like Tux, dragons, and elephants.

3 tools

arcgis-mcp-server

1

Intelligent ArcGIS content search. Works with Online/Enterprise. Requires user credentials.

semantic-frame

1

A tool for converting raw numerical datasets into token-efficient natural language narratives, providing deterministic analysis of trends, volatility, and anomalies for LLMs.

10 tools

Second Brain MCP Server

1

Captures and organizes structured markdown notes from Claude sessions locally, featuring automatic complexity analysis, pattern detection, and advanced similarity-based search for a developer's personal knowledge base.

3 tools

dida-mcp-server

1

A specialized MCP server for hotel management that enables searching for accommodations with detailed filters, managing room bookings, and retrieving customer reviews.

3 tools

gorev

Validated
1

A Go-based task management system that provides AI assistants with structured project tracking, template-based task creation, and bilingual support via the Model Context Protocol.

41 tools

pubcrawl

Validated
1

PubMed literature search and US/UK drug labelling for AI assistants.

12 tools

File System Utilities

1

MCP (Model Context Protocol) Server. Provides a set of file system utilities for executing shell commands, displaying file contents, searching with regex, and writing to files through a Go-based server that communicates via stdio transport.

4 tools

doubao-image-video-mcp

1

A Model Context Protocol server for ByteDance's Doubao models, enabling high-quality image generation via Seedream and video creation via Seedance with task management.

3 tools

DevPlan MCP Server

1

A robust project planning and execution framework that transforms requirements into detailed development plans with automated verification and a lessons-learned feedback loop.

20 tools

StarRocks

1

A Python-based MCP server that enables AI models to interact with StarRocks databases, providing tools for schema exploration, data querying, and table management with optional read-only safety.

5 tools

Sleep

1

A utility MCP server that enables AI agents to implement timed delays and pauses, supporting workflow coordination and rate limiting with configurable timeout constraints.

1 tool

Web Content Pick

1

A robust web extraction tool that utilizes customizable CSS selectors and recursive crawling to pull structured content from web pages directly into an AI assistant.

peeky-search

Failed
1

MCP server for web search that extracts relevant excerpts instead of summarizing. BM25 + heuristic ranking, no LLM needed.

LittleSis

1

A specialized MCP server that interfaces with the LittleSis API to research corporate power structures, political connections, and revolving-door relationships between business and government entities.

8 tools

local-RAG-backend

1

A Docker-based local RAG backend that implements the Model Context Protocol to provide advanced document search through a combination of vector, graph, and full-text retrieval using Neo4j and Graphiti.

5 tools

TrainingPeaks-MCP

1

A robust MCP server that connects TrainingPeaks data to AI assistants, enabling natural language analysis of fitness trends, power peaks, and workout metrics without requiring official API approval.

5 tools

Factsets MCP Server

Failed
1

A robust SQLite-backed knowledge base for AI agents that persists facts, documents skills, and monitors resource staleness to maintain project-specific context.

50 tools

mcp-tmux

Validated
1

A robust MCP server that enables LLMs to observe and control remote tmux sessions with grounded state. It facilitates collaborative terminal workflows through SSH, allowing AI models to manage windows, panes, and execute commands while maintaining full context of the terminal output.

40 tools

Dungeon Explorer

1

A text-based RPG engine that enables AI models to act as dungeon masters by providing tools for room navigation, player status management, and ASCII map rendering of procedurally-defined dungeons.

6 tools

PubMed Medical Literature Research

1

MCP (Model Context Protocol) Server. Enables search, retrieval, and analysis of academic medical literature through the NCBI PubMed database with formatted citations and researcher publication statistics.

3 tools

Career Break Resilience (Resume Optimizer)

1

An MCP server that automates resume optimization by filtering and prioritizing content through heap-based algorithms and automated relevance scoring. It enables users to tailor resume bullet points to specific job descriptions using LLM orchestration.

3 tools

Central-Memory-MCP

1

A .NET 10 Azure Functions memory server that provides durable knowledge graph storage using entities, relations, and observations with workspace isolation.

4 tools

Gemini MCP Server

1

A Google Gemini MCP server that enables multi-turn AI conversations, file and image analysis, and Google Search integration through the AIStudioProxyAPI backend.

2 tools

novaposhta

Validated
1

A professional-grade MCP server for integrating Nova Poshta shipping services with AI assistants, enabling package tracking, waybill management, and logistics data access.

50 tools

Pokemon VGC Damage Calculator

1

A specialized MCP server that provides Pokémon VGC damage calculation capabilities using the Smogon calc library to analyze battle scenarios and knock-out probabilities.

1 tool

mendeley-mcp

1

A Mendeley integration for MCP that allows LLMs to search personal paper libraries, browse folders, look up documents by DOI, and search the global Mendeley research catalog.

7 tools