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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Gemini 2.5 Pro

3

MCP (Model Context Protocol) Server. Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded responses and detailed token usage reporting.

2 tools

Crawl4ai Web Crawler

3

MCP (Model Context Protocol) Server. Provides a bridge to the Crawl4ai web crawling service, enabling extraction of website content with configurable parameters like depth and strategy for research, data collection, or content analysis.

2 tools

mcp-server

3

The HUMMBL MCP server provides access to the Base120 mental models framework and Self-Dialectical AI Systems methodology, enabling AI models to apply 120 cognitive transformations for complex problem-solving and ethical self-correction.

8 tools

medical-billing-mcp

3

Open-source MCP server providing medical billing knowledge (ICD-10, CPT, denial codes) for AI assistants

Gemini Chat MCP

3

Provides an interface to interact with Google Gemini AI models and custom Gems, featuring automatic cookie synchronization via a Chrome extension for persistent authentication.

2 tools

Google Workspace

3

MCP (Model Context Protocol) Server. Integrates with Google Workspace to enable document creation, search, and management across Drive, Docs, and Sheets using OAuth authentication and multiple transport modes

8 tools

Shopify

3

MCP (Model Context Protocol) Server. Integrates with Shopify's GraphQL API to enable e-commerce management tasks like inventory tracking, customer segmentation, order processing, and promotional campaign creation without switching interfaces.

18 tools

ARM64 Browser Automation

3

A specialized MCP server for ARM64 browser automation, providing direct Chrome DevTools Protocol control over Chromium on devices like Raspberry Pi and Apple Silicon.

22 tools

Setu UPI Deeplinks

3

A collection of MCP servers for Setu's APIs, enabling LLMs to perform KYC verifications and manage UPI payment links including generation and status tracking.

Ant Design MCP Server

3

A comprehensive MCP server providing tools to access Ant Design component documentation, API references, example code, and best practices directly within AI assistants.

7 tools

Polish Sejm Legal Acts

3

A comprehensive MCP server for accessing, analyzing, and searching Polish legal acts from the official Sejm API (Dziennik Ustaw and Monitor Polski). It provides 14 specialized tools for metadata retrieval, multi-criteria document searching, and structural analysis of legal documents.

14 tools

Dify Workflows

3

MCP (Model Context Protocol) Server. Enables dynamic tool discovery and execution across multiple Dify AI applications by automatically loading application configurations and converting input parameters to JSON schemas for robust workflow management.

Brave Search

3

MCP (Model Context Protocol) Server. Integrates with Brave Search API to enable web research capabilities through tools for general queries, location-based searches, and multi-step research workflows for synthesizing information from multiple sources.

3 tools

Flux Schnell (Replicate)

3

MCP (Model Context Protocol) Server. Bridges Claude with Replicate's flux-schnell image generation model, enabling direct image creation from text prompts within conversations through a single tool that communicates with the Replicate API.

1 tool

Quantalogic Markdown Editor

3

A robust MCP server for thread-safe, structured editing of Markdown documents. It enables precise section-level operations like inserting, updating, and moving content with atomic transactions and validation.

12 tools

MailNet

3

Unified Gmail + Outlook MCP server with agentic orchestration, automatic token refresh, standardized base class for new providers, and dedicated email settings endpoints for tone, signature, and thread-aware replies.

11 tools

FileSystem Server

3

Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

6 tools

Figma Chunked

3

MCP (Model Context Protocol) Server. Provides a memory-efficient interface to the Figma API that handles large files by breaking operations into manageable chunks with pagination support, filtering capabilities, and resume functionality for retrieving design data without memory constraints.

8 tools

YouTube Knowledge Base MCP

3

A specialized tool for building a searchable vector knowledge base from YouTube transcripts, providing AI assistants with timestamped retrieval and playback links via hybrid search.

4 tools

YouTube Insights MCP Server

3

A toolset for extracting YouTube insights, allowing users to fetch video transcripts, search for content via keywords with rich metadata, and analyze channel performance.

3 tools

UAAR University MCP Server

3

Provides structured access to PMAS Arid Agriculture University Rawalpindi's academic resources, admissions, and student services through 53 specialized tools. AI agents can manage course information, library services, hostel details, and administrative functions using secure stdio or HTTP transports.

ZBD (Bitcoin Lightning Network)

3

MCP (Model Context Protocol) Server. Integrates with the ZBD API to enable Bitcoin Lightning Network payments, allowing instant cryptocurrency transactions to email addresses, Lightning addresses, and ZBD Gamertags directly within conversations.

24 tools

Medical APIs

3

A comprehensive medical MCP server that aggregates data from authoritative sources like the FDA, WHO, PubMed, RxNorm, and Australia's PBS to provide clinical decision support and drug research capabilities.

20 tools

Standards

3

A specialized MCP server that automatically learns and persists user project preferences and coding standards across sessions using AgentDB vector memory.

5 tools

The Verge News

3

MCP (Model Context Protocol) Server. Integrates with The Verge's RSS feed to provide up-to-date technology news, offering tools for fetching daily and weekly updates and searching specific topics within customizable time ranges.

3 tools

Filesystem

3

MCP (Model Context Protocol) Server. Provides secure, permission-controlled access to local filesystems with granular controls for reading, writing, moving, and searching files while enforcing path validation and directory restrictions.

21 tools

B12 Website Generator

3

MCP (Model Context Protocol) Server. Enables AI to create customized business websites by generating designs from business names and descriptions, providing signup links without requiring technical expertise.

1 tool

Limetest MCP Server

3

A lightweight Playwright-powered testing server that enables automated end-to-end testing using natural language test definitions and AI-driven execution.

Agile Planner MCP Server

3

Automatically generates structured agile backlogs with epics, features, and user stories from natural language descriptions, creating AI-optimized markdown files and directory structures.

2 tools

-mcp-for-paper-read-based-on-AI-IDE

3

A toolset for academic research that uses MCP to provide local PDF parsing, mathematical formula extraction, code generation, and visualization for scientific papers.

6 tools