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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Memory Bank

1

A structured development workflow system that maintains persistent project context through five specialized operational modes and file-based state management.

5 tools

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

biopython-mcp

1

A specialized MCP server that integrates the BioPython library to provide tools for biological sequence analysis, alignment, NCBI/UniProt database access, and structural bioinformatics within AI workflows.

18 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

pubcrawl

Validated
1

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

12 tools

U2 MCP Server

1

A specialized MCP server that enables AI assistants to query and manage Rocket Universe and UniData MultiValue databases using natural language, featuring full CRUD operations, BASIC subroutine execution, and automated knowledge persistence.

24 tools

Pokepaste

1

Converts Pokemon team compositions into shareable Pokepaste URLs by automatically uploading formatted configurations to pokepast.es.

1 tool

analytics

1

A comprehensive analytics suite that transforms natural language questions into professional insights using statistical methods, machine learning, and interactive HTML visualizations.

11 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

Project Explorer MCP Server

1

Provides tools for analyzing project structures, searching through codebases, managing dependencies, and performing file operations with advanced filtering capabilities.

PDF2MD

1

A specialized MCP server that converts local and remote PDF documents into Markdown format, featuring incremental processing to resume conversions and AI-driven content extraction.

1 tool

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

NPI Registry

1

A specialized MCP server that integrates with the National Provider Identifier (NPI) registry to search and retrieve detailed healthcare provider and organization data from CMS.

1 tool

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

jsx-notation

Validated
1

JSXN encoder/decoder — compact notation for React/Next.js files, optimized for LLMs

4 tools

Alibaba Cloud Operations

1

A comprehensive MCP server for managing Alibaba Cloud resources including ECS instances, OSS storage, RDS databases, and monitoring via CloudMonitor and OOS.

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

Kogna

1

An MCP server bridge for Kogna's multi-agent AI avatar system, enabling users to interact with specialized avatars, switch rooms, and manage conversational sessions via a specialized HTTP backend.

8 tools

JinaAI Grounding

1

An MCP server that integrates JinaAI's Grounding API to provide real-time web content verification, fact-checking, and comprehensive content analysis for LLMs.

1 tool

China Weather MCP Server

1

A weather forecasting MCP server for Chinese cities powered by the QWeather API, providing 1-7 day forecasts and real-time meteorological warnings.

2 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

bielacki-igdb-mcp-server

1

Access the Internet Game Database (IGDB) to search for video games, retrieve detailed metadata, and explore trending titles using the Model Context Protocol.

4 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

mcp

1

A semantic search and retrieval server for Ghost blog content using Chroma Cloud, Voyage embeddings, and Splade vectors for hybrid search capabilities.

3 tools

rainbowgore-stealthee-mcp-tools

1

A dev-first intelligence system for surfacing pre-public product signals and stealth launches through automated web search, content extraction, and AI-powered scoring.

7 tools

Fleur App Launcher

1

A platform-specific MCP server that integrates with the Fleur application to launch external tools like Gmail, Linear, and Slack on macOS and Windows.

chimera_mcp

1

A personal AI memory system that bridges Notion with Claude via the Model Context Protocol, using Neo4j to build a semantic knowledge graph for intelligent intent-based searching.

memory-mcp

1

An enterprise-grade knowledge graph memory server featuring hierarchical nesting, semantic search with embeddings, and advanced graph algorithms. It provides a robust dual-storage backend (JSONL/SQLite) for persistent, structured long-term memory management.

55 tools

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.

mushcode-mcp-server

Failed
1

A specialized MCP server for MUD development that provides AI-powered code generation, syntax validation, and optimization for MUSHCODE across various server engines like PennMUSH and TinyMUSH.

7 tools