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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Apple macOS Native Applications

17

A Python-based MCP server that enables AI interaction with macOS native applications like Contacts, Notes, Mail, and Calendar using AppleScript.

21 tools

YaraFlux

17

MCP (Model Context Protocol) Server. Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection.

19 tools

Etherscan

17

A bridge to the Etherscan API that allows querying Ethereum blockchain data including balances, transactions, contracts, and network statistics.

CoinGecko Crypto Trader

17

MCP (Model Context Protocol) Server. Provides real-time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality, trending coins, and global statistics.

6 tools

glm-mcp-server

17

A protocol bridge for Claude 4.5 Sonnet to access GLM-4.6's specialized architectural intelligence for system design, scalability engineering, and security reviews.

4 tools

AI Prompts Finder

17

MCP (Model Context Protocol) Server. Provides a searchable repository of AI prompts with fuzzy matching capabilities for quick retrieval based on specific rules or search criteria.

VCAgents

17

Interact with investor agents—think Wilson or Thiel—continuously updated with market intel.

8 tools

token-minter-mcp

17

An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.

6 tools

toolkit-mcp-server

17

A Model Context Protocol server providing LLM Agents with system utilities and tools, including IP geolocation, network diagnostics, system monitoring, cryptographic operations, and QR code generation.

7 tools

SQLite Literature Manager

17

A specialized literature and source management system that integrates research materials with knowledge graphs for structured note-taking and entity relationship tracking.

5 tools

Goal Story

17

GoalMochi is a goal tracking and visualization tool that uses conversational AI and storytelling to help users focus on one goal at a time through an HTTP-based MCP server.

Smartlead

17

MCP (Model Context Protocol) Server. Integrates with Smartlead's email marketing API to manage campaigns, track leads, and optimize email deliverability through a tiered licensing system with multiple operation modes.

2 tools

Pump.fun

17

MCP (Model Context Protocol) Server. Enables direct interaction with the Pump.fun platform on Solana blockchain for creating, buying, and selling tokens with customizable parameters and secure wallet management.

6 tools

Story Protocol

17

MCP (Model Context Protocol) Server. Integrates with Story Protocol's Python SDK to enable blockchain-based intellectual property management, including minting, registering, and licensing IP assets.

25 tools

Azure FHIR

17

A Model Context Protocol server for Azure Health Data Services that provides secure, authenticated access to search and retrieve healthcare resources across 70+ FHIR resource types.

2 tools

Chess

17

A chess engine integration for LLMs that enables interactive gameplay with visual board rendering, move validation, and PGN analysis capabilities.

6 tools

MySQL

17

A robust MySQL interface for LLMs providing secure read/write database access, parameterized queries, and transaction support. It includes built-in safeguards like query length limits and read-only modes to ensure safe AI-driven data management.

4 tools

MCP AutoMem

Validated
17

A graph-vector memory bridge that connects AI assistants like Claude and Cursor to a persistent, long-term memory service powered by FalkorDB and Qdrant.

6 tools

Terragrunt Documentation

17

MCP (Model Context Protocol) Server. Provides direct access to Terragrunt documentation and GitHub issues through a Deno/TypeScript server that fetches content from the official repository with fuzzy matching and normalized responses.

5 tools

Reddit

17

A read-only Reddit MCP server that allows users to search subreddits, retrieve posts, and analyze comments using reliable PRAW-powered tools.

6 tools

mcp-chat-studio

17

A powerful MCP testing tool with multi-provider LLM support (Ollama, OpenAI, Claude, Gemini). Test, debug, and develop MCP servers with a modern UI.

Datawrapper

17

An MCP server that enables AI assistants to create, update, and publish Datawrapper charts and visualizations using the Datawrapper Python library.

mcp-agent

17

Lightweight, focused utilities to manage connections and execute MCP tools with minimal integration effort. Use it to directly call tools or build simple agents within your current architecture.

VRChat OSC

17

MCP (Model Context Protocol) Server. Provides a bridge between AI assistants and VRChat, enabling direct avatar parameter manipulation, movement control, and interaction through WebSocket and OSC protocols.

10 tools

Memory Bank

17

A project context management server that maintains persistent documentation through a structured memory bank of markdown files tracking goals, decisions, and progress.

3 tools

holoviz-mcp

17

✨A MCP server that provides intelligent access to the HoloViz ecosystem for humans and AIs.

LMStudio Toolpack

17

A versatile MCP toolpack for local LLMs providing web search capabilities via DuckDuckGo, a sandboxed Python environment for mathematical computations, and persistent markdown-based long-term memory.

Spiral Writer

17

A robust MCP server for the Spiral API that provides tools for text generation, file content processing, and automated web article extraction using AI models.

4 tools

mcp-copilot

17

A meta MCP server that seamlessly scales LLMs to 1000+ MCP servers through automatic routing.

3 tools

Knowledge Graph Memory

17

A robust knowledge graph memory system for AI agents that manages entities, relations, and observations with strict validation and weighted search capabilities.

9 tools