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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

vnsh

Validated
1

Ephemeral encrypted file sharing for AI. AES-256 encryption, 24h auto-vaporization.

3 tools

Douyin Video Analysis MCP

1

An MCP server that parses Douyin video links and provides deep automated content analysis, summaries, and structured outlines using the Doubao Vision AI model.

WhatsApp Business Bot

1

An MCP server that automates WhatsApp Business messaging using the Qwen3-Omni AI model, featuring broadcast management, multimodal message processing (text, image, audio, video), and group management automation.

swagger-mcp-tool

1

A Bun-based MCP server that enables AI models to parse and query Swagger/OpenAPI documentation from local files or remote URLs to facilitate API integration and code generation.

4 tools

Docker

1

A production-ready MCP server that enables AI assistants to manage Docker infrastructure, including image management, container lifecycle operations, and multi-service deployments via Docker Compose.

1 tool

TinyDB Emcipi

1

A lightweight MCP server that provides long-term memory for AI agents using TinyDB JSON storage with schema validation and multi-database management.

9 tools

Aguara MCP

1

Security scanner for AI agent skills and MCP servers

Temporal Knowledge Graph

1

A bi-temporal knowledge graph MCP server using FalkorDB and OpenAI to track facts over time with automatic conflict resolution and dynamic webhook-based tool generation.

4 tools

Bulwark

1

AI agent governance: content scanning, audit logs, policy evaluation, session management.

Pylpex

1

A Model Context Protocol server for the Pylpex programming language, providing tools for code execution, tokenization, and state management alongside language documentation and examples.

4 tools

armavita-originality-ai-mcp

1

Local-first MCP server for Originality.ai workflows, including AI detection, plagiarism checks, readability, SEO scans, and scan-result retrieval for content teams.

Vaiz MCP

1

A Model Context Protocol server that connects Claude or Cursor to your Vaiz workspace, enabling comprehensive management of tasks, projects, documents, and team collaboration.

1 tool

Laraguard MCP

1

A security audit server for Laravel projects that performs static code analysis, dependency CVE checks, and configuration audits. It enables developers to detect vulnerabilities like SQL injection and XSS while providing active attack simulations directly within MCP-compatible IDEs.

AgentExec

1

A secure, containerized MCP server that provides sandboxed code execution for Python, Node.js, and Go, alongside shell access and package management.

3 tools

Chess

1

A comprehensive chess MCP server enabling interactive gameplay via ChatGPT, featuring Stockfish engine analysis, tactical puzzles, and a specialized React-based visual board widget.

5 tools

JXA Mail MCP

1

A high-performance MCP server for Apple Mail that uses optimized JavaScript for Automation (JXA) to search and manage emails. It enables users to list accounts, fetch mailboxes, and retrieve today's, unread, or flagged messages with significantly improved speed through batch property fetching.

agent-security-scanner-mcp

Needs Setup
1

Security layer for AI agents: blocks prompt injection, detects fake packages, scans vulnerabilities.

BSC MultiSend

1

An MCP server for Binance Smart Chain that facilitates bulk BNB and BEP20 token distributions with automated gas estimation and token approval handling.

2 tools

Oracle Cloud Infrastructure

1

A comprehensive MCP server providing 85 tools to manage Oracle Cloud Infrastructure (OCI) resources including Compute, Databases, K8s (OKE), Networking, Storage, IAM, and Cost Management with dynamic profile switching support.

85 tools

Oracle Vector Store

1

A comprehensive MCP server suite that integrates Oracle 23AI Vector Search, OCI Select AI (Text-to-SQL), and OCI Usage APIs with AI agents and assistants. It enables secure, enterprise-grade semantic search and database analytics using JWT authentication and OCI IAM.

3 tools

Airflow ETL Pipeline Generator

1

An Airflow ETL Pipeline Generator that integrates with databases, S3, SMB, Kafka, and GitLab to automate the creation of Spark-based data pipelines. It facilitates data source validation, schema extraction, and DAG generation through a conversational interface.

dolphin-mcp

1

MCP server for Dolphin semantic code search - works with Continue.dev, Claude Desktop, and other MCP clients

@blzvi/asana-mcp-server

1

MCP server that gives AI assistants full access to the Asana API — 80 tools, 18 prompt templates, and browsable resources

@timmeck/brain

1

Adaptive error memory and code intelligence system with Hebbian synapse network, hybrid search, and REST API

Haloscan MCP Server

1

A comprehensive SEO toolkit that integrates Haloscan API into MCP clients, offering deep keyword research, domain history tracking, and competitor analysis.

29 tools

web-search

1

A high-performance web search and content extraction server featuring a multi-engine fallback system and intelligent API quota management. It provides clean text extraction and optimized search capabilities using Google, Bing, Brave, and other major engines.

3 tools

mcp-boundary

1

A decision structure analysis engine that helps users de-emotionalize complex life choices by identifying variables, constraints, and strategy spaces.

2 tools

Memory MCP

1

A robust memory and knowledge graph server using PostgreSQL and pgvector to provide AI agents with cross-session semantic search, hybrid retrieval, and complex relationship tracking.

14 tools

MCP Shrimp Task Manager

1

A structured task management MCP server that enables AI agents to plan, research, and execute complex programming tasks with long-term memory and project-specific rules.

13 tools

Stacks AI MCP Server

1

A unified interface for the Stacks Bitcoin Layer 2 DeFi ecosystem, providing over 144 tools for lending, trading, and staking across protocols like ALEX, Arkadiko, and Velar.

3 tools