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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

pentesting-cyber-mcp

4

🔐 50+ MCP Security Servers for AI-Powered Pentesting | Integrate Nmap, Burp Suite, Nuclei, Shodan, BloodHound, Semgrep, Trivy | Model Context Protocol for Cybersecurity

bad-mcp

4

10 intentionally malicious MCP servers that exploit protocol features to attack AI clients. For security research and defense testing.

mnemotree

4

Memory module for LLMs and Agents with MCP

mcp-ecosystem

4

MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS

Snowflake

4

MCP (Model Context Protocol) Server. Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query execution and data analysis workflows.

2 tools

Claude Habitat

4

An MCP server that provides persistent project context, workflow management, and knowledge capture for AI coding agents. It enables agents to maintain structured memory across sessions by tracking project profiles, conventions, skills, and technical debt.

AI Bridge

4

A secure bridge connecting MCP clients to OpenAI and Google Gemini APIs with built-in prompt injection detection, content filtering, and input sanitization.

3 tools

Israel Statistics (CBS)

4

A specialized MCP server for accessing the Israeli Central Bureau of Statistics (CBS) API, enabling programmatic retrieval of CPI, housing indices, and economic calculations with built-in support for bi-monthly data handling.

8 tools

whatsapp-mcp-extended

4

Extended WhatsApp MCP server with 41 tools - reactions, group management, polls, presence, newsletters & more. Fork of lharries/whatsapp-mcp

flint-note

4

Flint is a note-taking app that helps you capture ideas, connect them together, and make them part of how you think.

memcp

4

A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude Code inspired by MIT CSAIL paper

Unsloth

4

MCP (Model Context Protocol) Server. Unsloth's MCP server optimizes large language model fine-tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended context length for models like Llama, Mistral, and Phi.

6 tools

systemprompt-template

4

Production AI agent mesh in 3 commands. MCP servers, playbooks, and multi-agent orchestration built on systemprompt-core.

Teleprompter

4

A prompt management server that allows users to store, search, and reuse complex prompt templates with dynamic variable substitution to streamline LLM interactions.

Tendem MCP

4

An MCP server for Tendem that enables users to complete tasks using a hybrid of AI and human agents. It allows for seamless task delegation and management within MCP-compatible clients.

Koleo MCP Server

4

An MCP server that provides access to the Koleo API for Polish train timetables, including station information, departures, and arrivals. It allows users to search for connections, view train routes, and access real-time timetable data and seat occupancy statistics.

Sentinelgate

4

Universal firewall for AI agents. RBAC, CEL policies, and full audit trail for MCP tool calls, shell commands, and HTTP requests.

Arbitrum

4

A comprehensive MCP server for monitoring and interacting with Arbitrum Nitro nodes, offering real-time visibility into batch posting, assertions, gas prices, and node health across core and Orbit chains.

16 tools

ZeroPath

4

MCP (Model Context Protocol) Server. Integrates with ZeroPath vulnerability management platform to enable searching, retrieving detailed information about security issues, and approving patches through authenticated API interactions.

17 tools

Bridge MCP

4

A comprehensive automation bridge that grants AI full control over Windows systems, enabling GUI interaction, browser automation via Playwright, and shell command execution.

36 tools

NotebookLM MCP Server

4

Enables interaction with Google's NotebookLM through natural language to create and manage notebooks, add sources from URLs/YouTube/Drive, perform AI-powered research and analysis, and generate audio overviews, videos, infographics, and slide decks from research content.

ai-context-bridge

Failed
4

CLI + MCP server for AI context portability. Save, search, and switch context across Claude, Cursor, Copilot, Codex, Windsurf, and 6 more AI coding tools.

MCP Math Server

4

A Mathematical Computation Protocol server providing 286 mathematical functions across multiple domains with flexible transport options (STDIO/HTTP) and streaming capabilities.

agoragentic

Validated
4

Agent-to-agent marketplace. Browse, invoke, and pay for AI services in USDC on Base.

10 tools

depwire

Failed
4

Dependency graph + 10 MCP tools for AI coding. TypeScript, Python, JS, and Go.

MinIO Object Storage

4

MCP (Model Context Protocol) Server. Enables direct access to MinIO object storage for listing buckets, browsing objects, retrieving content, and uploading files with automatic bucket creation when needed.

4 tools

astro-airflow-mcp

4

A comprehensive MCP server for Apache Airflow (versions 2.x and 3.x) that provides AI assistants with tools for DAG management, task execution logs, and system health diagnostics.

28 tools

homelab-mcp

4

A comprehensive suite of MCP servers for managing homelab infrastructure, including Docker containers, Unifi networks, Pi-hole DNS, Ollama instances, and UPS power monitoring via Ansible integration.

52 tools

Homelab MCP Server

4

Enables AI assistants to manage homelab infrastructure through automated service installation (Jellyfin, Pi-hole, Ollama, Home Assistant, Frigate NVR), VM operations, AI accelerator support (MemryX, Coral TPU, Hailo-8), and Terraform state management with SSH-based discovery and deployment.

European Parliament MCP Server

4

Model Context Protocol Server for European Parliament Open Data Providing AI assistants with structured access to parliamentary datasets and OSINT Intelligence Capabilities