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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Enhanced iTerm MCP Server

2

A robust iTerm2 automation server leveraging the native Python API to manage terminal sessions, complex splits, and real-time monitoring. It enables AI assistants to execute commands across multiple panes, customize visuals, and monitor terminal states with high reliability.

12 tools

mcp-neo4j-graphrag

2

A Neo4j GraphRAG server that enables semantic vector search, fulltext keyword search, and hybrid Cypher queries using various embedding providers via LiteLLM.

5 tools

SiYuan MCP Server

2

A comprehensive MCP server for SiYuan Note that allows AI to manage notebooks, documents, and content blocks. It provides advanced features like SQL querying, OCR, multi-format exporting, and automated port discovery for seamless integration.

43 tools

Kanban MCP

2

A comprehensive project management system that provides a full-featured Kanban board and dashboard accessible to AI agents. It enables agents to programmatically manage projects, tasks, and workflows through a suite of 13 specialized tools and 4 resource types.

genai-mcp

2

Nano Banana MCP Server: Free Gemini/Tongyi Image Gen MCP Server for AI Workflows

10 tools

latex-mcp

2

Enable AI agents to compile TeX files with LaTeX inside a Docker container.

smart-search

2

A specialized search toolkit for developers that generates optimized search URLs for 14 major global and domestic technical platforms including GitHub, StackOverflow, and various Chinese developer communities.

14 tools

Bitget Wallet MCP Server

2

Exposes Bitget Wallet's ToB API to AI agents for querying multi-chain token data, security audits, and market statistics. It allows users to retrieve real-time prices, liquidity pool information, and generate unsigned swap transaction data across various blockchains.

Enhanced Home Assistant

2

A comprehensive MCP server for Home Assistant that enables AI assistants to control smart devices, manage automations, monitor system health, and analyze historical data through a rich set of specialized tools.

35 tools

OpenCode MCP Server

2

Integrates the OpenCode AI coding agent into MCP clients to execute terminal-based coding tasks, manage development sessions, and discover available AI models.

6 tools

@agent-forge-copilot/cli

Failed
2

Context Engineering Toolkit — generate GitHub Copilot customization files (agents, prompts, instructions, skills, hooks, MCP servers, agentic workflows) via a multi-agent AI pipeline with interactive CLI and 11 built-in templates.

TaskMate

2

MCP (Model Context Protocol) Server. Enables dynamic task creation, tracking, and organization across multiple agents and projects using FastAPI and LangChain, with robust JSON-based task management and flexible operational capabilities.

10 tools

NowAIKit — ServiceNow AI Toolkit

Needs Setup
2

400+ ServiceNow MCP tools with web dashboard and desktop app.

Firecrawl

2

MCP (Model Context Protocol) Server. Integrates with the Firecrawl API to enable web scraping and intelligent content searching for extracting structured data and performing customizable searches.

4 tools

Web Search and Semantic Similarity

2

MCP (Model Context Protocol) Server. Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content scraping, and embedding models for semantic similarity matching across multiple languages.

2 tools

Kali MCP Server

2

A comprehensive MCP server providing secure, containerized access to 20+ Kali Linux penetration testing tools for security assessments, forensics, and vulnerability research.

19 tools

Linear

2

MCP (Model Context Protocol) Server. Integrates with Linear's project management platform, enabling AI-assisted workflows for team, issue, project, and cycle management through API operations.

6 tools

Folderr

2

A specialized MCP server for interacting with Folderr Assistants, enabling users to authenticate, manage assistant lists, and engage in AI-driven conversations through the Folderr API.

4 tools

iOS Device Control MCP Server

2

A comprehensive MCP server for controlling iOS simulators and real devices, enabling automated UI interactions, app lifecycle management, and hardware simulation like GPS and media library updates.

31 tools

Survey Insight MCP Server

2

An AI-powered survey analysis server that processes CSV data to generate interactive HTML dashboards with WordClouds, frequency rankings, and AI-driven recommendations in Japanese and English.

1 tool

Vector DB MCP

2

Assembly-accelerated DuckDB MCP server for code search, indexing, and symbol lookup.

MLflow Prompt Registry

2

MCP (Model Context Protocol) Server. Bridges MLflow's Prompt Registry with Claude Desktop, enabling direct discovery and use of managed prompt templates with variable substitution capabilities.

2 tools

hithereiamaliff-mcp-datagovmy

2

A comprehensive MCP server providing access to Malaysian government open data, spanning the national Data Catalogue, DOSM statistics, real-time weather alerts, and GTFS public transport data.

19 tools

Gmail

2

MCP (Model Context Protocol) Server. Integrates with Gmail's API to enable email management tasks like sending, reading, drafting, and organizing messages.

6 tools

SkillMesh

2

SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K relevant expert cards instead of loading every tool, reducing prompt size, by improving tool selection, and lowering token cost. Supports Claude MCP, Codex skills, and OpenAI-style function schemas.

US Government Open Data MCP

2

MCP server + TypeScript SDK for 36 U.S. government data APIs — 188 tools. Treasury, FRED, Congress, FDA, CDC, FEC, lobbying, and more. Works with VS Code Copilot, Claude Desktop, Cursor.

Kali-Mcp-Toolkit

2

An MCP server that exposes over 500 Kali Linux security tools to AI models for automated penetration testing and security auditing. It includes modules for tool execution, interactive terminal management, and sandboxed code editing across 12 security categories.

Wikipedia MCP Server

2

A Model Context Protocol server that enables LLMs to search for keywords and fetch full page content from Wikipedia across multiple languages.

2 tools

WeChat

2

A Windows-based MCP server that automates WeChat through GUI control, enabling AI assistants to send immediate or scheduled messages to contacts and groups.

2 tools

mcp-mem.ai

2

Production-ready MCP server for Mem.ai - Intelligent memory platform integration for AI assistants