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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

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

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

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

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

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.

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

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

mcp-tool-factory

Needs Setup
1

An MCP server that automates the creation of other MCP servers from natural language, OpenAPI specifications, or database schemas, complete with tests and production furniture.

6 tools

pubcrawl

Validated
1

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

12 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

PixdataOrg-coderide

1

CodeRide MCP integrates AI-native task management directly into your development environment, allowing AI agents to manage tasks, understand project context, and update knowledge graphs and diagrams.

9 tools

Figma MCP Server

Needs Setup
1

A robust MCP server that bridges AI assistants with Figma, enabling complex tasks like design token extraction, automated asset exporting, and real-time collaboration management via natural language.

15 tools

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

promptarchitect-mcp

1

An AI-powered prompt engineering server that refines, analyzes, and generates highly specific prompts tailored to your project's tech stack, file structure, and dependencies.

3 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

mermaid-mcp-server

1

A tool-based workflow for agents to discover and visualize codebases by converting local or GitHub projects into Mermaid diagrams and rendering them as PNG images via Kroki.

3 tools

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

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

Cloudinary

1

This MCP server provides an interface to Cloudinary's Upload and Admin APIs, enabling AI assistants to upload, search, manage, and retrieve metadata for digital media assets.

5 tools

peeky-search

Failed
1

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

skill-ninja-mcp-server

1

An MCP server for discoverability and lifecycle management of AI agent skills, allowing users to search, install, and update tools from a curated index or GitHub.

9 tools

mt-data-mcp

1

A toolset for MetaTrader 5 that bridges market data with data science, providing advanced forecasting, regime detection, and automated trading capabilities through the Model Context Protocol.

13 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.

SQL Server MCP (Windows)

Needs Setup
1

A robust SQL Server integration for AI assistants featuring safe read-only querying, deep schema exploration, and relationship mapping with native Windows Authentication support.

12 tools

KIMI AI

1

A Kimi AI (Moonshot) integration for MCP providing text generation via Qwen2.5-72B and vision capabilities, including built-in web search functionality powered by DuckDuckGo.

educational-mcp

1

A specialized MCP server that provides modular educational intelligence tools including cognitive diagnosis, knowledge tracking, sentiment analysis, and personalized path planning via FastAPI endpoints.

5 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.

expense-tracker-mcp-server

1

A personal finance MCP server that uses SQLite to record, categorize, and analyze expenses through natural language interactions.

5 tools