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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

CyberMCP (API Security Testing)

12

MCP (Model Context Protocol) Server. Provides API security testing tools for authentication testing, SQL injection detection, data leakage analysis, and vulnerability scanning with detailed severity ratings and remediation recommendations.

14 tools

Kali MCP Server

12

A robust MCP server that provides a containerized Kali Linux environment, enabling AI assistants to perform security audits, network reconnaissance, and penetration testing through a validated command interface.

23 tools

Medplum

12

A complete MCP server for Medplum that provides 33 tools for managing FHIR healthcare resources like patients, practitioners, and observations through natural language.

33 tools

Speckle

12

MCP (Model Context Protocol) Server. Integrates with Speckle to enable querying and analyzing 3D design and AEC project data, including listing projects, retrieving details, searching by name or description, and accessing model versions for architecture, engineering, and construction professionals.

Tailwind Gemini

12

A comprehensive MCP server that integrates Tailwind CSS with Google Gemini AI to automate component generation, CSS-to-Tailwind conversion, and design optimization across multiple frameworks.

9 tools

Fastn

12

MCP (Model Context Protocol) Server. Dynamically registers and executes tools across multiple services, enabling seamless integration and real-time operations through a flexible, API-driven platform with robust logging and error handling.

Godot Engine

12

A comprehensive Godot Engine integration for AI assistants, enabling natural language scene manipulation, GDScript editing, and automated 3.x to 4.x API compatibility migration.

21 tools

memory-mcp

12

A MongoDB-backed MCP server providing persistent memory and intelligent context window caching for LLM conversations with features like tag-based search and relevance scoring.

10 tools

velocity

12

Local-first workspace for Claude Code, Codex CLI, and Gemini CLI with sessions, analytics, workflows, and tools

Cortex Threat Intelligence

12

MCP (Model Context Protocol) Server. Integrates with Cortex threat intelligence services to analyze IP addresses, domains, URLs, and email addresses using security tools like AbuseIPDB, AbuseFinder, and VirusTotal for automated security assessments and investigations.

4 tools

Nekzus-npm-sentinel-mcp

Needs Setup
12

Comprehensive MCP server for real-time NPM package intelligence, providing tools for security scanning, dependency analysis, bundle size tracking, and quality metrics to enhance package management decisions.

19 tools

MarkdownLM MCP Server

11

Provides a persistent memory and governance layer that allows AI coding agents to query documented architecture rules and validate code against team standards. It enables agents to verify compliance across categories like security and testing before suggesting changes to ensure consistency across development sessions.

Pump SDK MCP Server

11

Build extend and maintain pump - Token creation buying selling migration fee collection

Self MCP Server

11

A specialized MCP server for the Self protocol that assists developers in integrating privacy-preserving identity verification, generating blockchain configurations, and debugging Web3 identity checks.

12 tools

Travel MCP Server

11

A comprehensive travel planning server that integrates flight and accommodation searches, real-time currency conversion, weather forecasting, and budget calculation tools.

5 tools

context-engineering

11

🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.

open-targets-platform-mcp

11

A specialized MCP server for interacting with the Open Targets Platform GraphQL API, enabling AI assistants to perform drug discovery research and find target-disease associations.

4 tools

Trae-OpenSpec MCP

11

A specialized MCP server for Trae AI that automates OpenSpec project management, allowing users to generate projects, create specification files, and optimize code via natural language.

3 tools

discord-mcp

11

A comprehensive MCP server providing secure access to over 120 Discord REST API endpoints and real-time Gateway events for AI agents.

Unleash Integration (Feature Toggle)

11

A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system

2 tools

cli-agent-mcp

11

A unified MCP server that orchestrates multiple CLI agents including Codex, Gemini, Claude, and OpenCode, featuring image generation capabilities and a real-time GUI dashboard for task monitoring.

7 tools

mcp-memory-sqlite

11

A personal knowledge graph and persistent memory system for AI assistants that uses SQLite to store entities, observations, and relationships locally.

7 tools

forge-orchestrator

11

Universal coordination engine for AI-powered development — orchestrates Claude Code, Codex CLI, Gemini CLI as a coordinated team

YNAB

11

A Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data.

13 tools

Twitter

11

MCP (Model Context Protocol) Server. Integrates with Twitter through browser session cookies to enable posting tweets, searching content, retrieving timelines, managing user interactions, and monitoring social media activity without requiring official API access.

13 tools

DuckDuckGo Search

11

An MCP server providing comprehensive DuckDuckGo search capabilities including text, image, news, and video searches, alongside an integrated AI chat interface.

5 tools

Zerodha

11

MCP (Model Context Protocol) Server. Provides a bridge to the Zerodha trading platform API, enabling real-time market data access, portfolio monitoring, and trading information retrieval through over 20 specialized tools for stock holdings, positions, order margins, and mutual fund details.

19 tools

Notion

11

MCP (Model Context Protocol) Server. Integrates with the Notion API to enable database and page management operations, including listing databases, querying and creating pages, updating blocks, and performing searches within Notion workspaces.

12 tools

Node Fetch

11

A Node.js powered MCP server that provides tools for fetching web content, extracting specific HTML fragments using CSS selectors, and checking site availability.

3 tools

Codebase Insight

11

An MCP server that provides deep codebase analysis through semantic search, pattern detection, and a Qdrant-powered knowledge base for repository understanding.