AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Knowledge Graph Memory Server
A persistent local knowledge graph that enables Claude to maintain long-term memory across sessions by storing and retrieving entities, relations, and observations.
HealthcareRAGTools
A clinical decision support system that uses RAG to log patient symptoms and retrieve similar cases or medical documentation from a Chroma vector database. It enables healthcare professionals to perform semantic searches across medical texts and manage patient symptom logs via an agentic AI interface.
Web Search MCP Server
A tool that enables free web searching via Google without requiring API keys, providing structured results including titles, URLs, and descriptions.
mcp-playwright-scraper
A headless browser-based web scraper that uses Playwright and BeautifulSoup to extract content from dynamic websites and convert it into high-quality Markdown using Pypandoc.
Wine Tasting Visual Vocabulary MCP Server
A specialized infrastructure server that uses category theory to translate expert wine tasting vocabulary into precise visual parameters for AI image generation. It maps oenological attributes like tannin, acidity, and terroir to compositional visual attributes such as texture, opacity, and color palettes.
bio-mcp-evo2
A specialized genomic MCP server that interfaces with the evo2 foundation model to generate, score, and analyze DNA sequences using local GPUs, SLURM clusters, or Nvidia NIM cloud APIs.
Cloudflare Playwright MCP
A Cloudflare Workers-based MCP server that allows AI assistants to control a browser using Playwright for navigation, screenshots, and element interaction. It provides a bridge for LLMs to perform complex web automation and data extraction tasks through 14 specialized tools.
Korean Law MCP
An MCP server that provides deep access to South Korean legal data including statutes, precedents, and administrative rules via the National Law Information Center API.
Multi-Memory MCP Server
A multi-category knowledge graph memory server using SQLite to provide persistent, isolated contexts with unique ID-based operations and token-efficient TOON serialization.
Simple MCP Server
A TypeScript-based MCP server that enables Claude Desktop to perform file operations and retrieve system information, with built-in security features that restrict access to safe directories only.
MTS MCP Server
A comprehensive suite of Model Context Protocol servers designed to extend AI agent Claude's capabilities with integrations for knowledge management, reasoning, advanced search, news access, and workspace tools.
Md2svg-mcp
A tool that converts Markdown content into high-quality SVG images, supporting headings, lists, tables, and custom styling.
Feishu Base MCP Server
A comprehensive MCP server for Feishu Base (Lark) that enables LLMs to perform full CRUD operations on records and manage database schemas, including tables and fields.
Personal Neo4j Memory Server
A Neo4j-based memory server for AI assistants featuring graph-based relationship tracking, semantic search via GDS, and specialized support for secure Cloudflare Access tunneling.
Semiconductor Supply Chain MCP Server
A specialized MCP server providing structured access to semiconductor industry platforms for sourcing IP core suppliers, ASIC design services, price estimations, and manufacturing resources.
one-mcp
A lightweight MCP server that provides semantic search for API tools, allowing users to manage, upload, and query tool definitions using natural language embeddings via sentence-transformers.
Android Tester MCP
A toolset for automating virtual or physical Android devices via the Gbox SDK, supporting AI-powered UI manipulation, app lifecycle management, and device orchestration.
Code Analysis MCP Server
A comprehensive code analysis server providing file operations, regex-based code searching, and architectural structure analysis with AI-powered file updating capabilities.
Weapon Recoil Generator (WRG)
A specialized toolset for FPS game developers to generate procedural weapon recoil patterns and visualize them via 2D scatter plots to streamline game balancing.
Fetch MCP Server
A robust web fetching server that converts HTML to markdown, allowing LLMs to read web content in manageable chunks while respecting robots.txt and supporting proxy configurations.
Tekuila MCP Server
Access Tekuila restaurant menus with AI-driven health analysis and meal planning, enabling specific daily and weekly dietary recommendations.
Regen Network MCP Server
A comprehensive MCP server providing programmatic access to the Regen Network blockchain, enabling AI agents to query ecological assets, analyze marketplace dynamics, and perform portfolio impact assessments.
Layer.ai MCP Server
A comprehensive MCP server that bridges Layer.ai's platform to generate and manage 2D game assets, sprites, and backgrounds with features like prompt optimization and automatic local saving.
Algorand MCP Server
Enables interaction with the Algorand blockchain network including account management, payments, asset creation and transfers, along with general utility tools. Provides secure mnemonic encryption and supports both testnet and mainnet environments.
Salesforce CLI Connect MCP
This MCP server provides a setup wizard that automates Salesforce CLI installation and OAuth authentication to bridge Claude Desktop with Salesforce.
Elasticsearch/OpenSearch MCP Server
An MCP server for interacting with Elasticsearch and OpenSearch clusters, enabling document searching, index management, and cluster health monitoring through standardized tools.
Kustomize MCP
An MCP server for analyzing and refactoring Kubernetes Kustomize configurations, enabling AI models to compute dependencies, render overlays, and compare manifest changes across checkpoints.
Rasmio MCP Server
A specialized MCP server for accessing the Rasmio API to retrieve comprehensive data on Iranian companies and individuals, including registration status and contact information.
Creative Ideation MCP Server
A creative brainstorming tool that uses Google Gemini to generate diverse thematic categories and options, featuring a unique random sampling mechanism to bypass repetitive AI patterns.
Financial MCP Server
A comprehensive financial MCP server that provides real-time currency exchange rates, live stock market data via Alpha Vantage, and local transaction analysis from CSV databases.