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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

hivemind

Failed
3

MCP server for Obsidian vaults - AI tools with consistent canonical context. Local-first.

ChatGPT WebSearch MCP

3

A tool that bridges Claude with OpenAI's ChatGPT models, specifically enabling web search capabilities and reasoning models with configurable effort and verbosity levels.

1 tool

speclock

Failed
3

AI continuity engine — MCP server + CLI that kills AI amnesia. Maintains project memory, enforces constraints, and detects drift across AI coding sessions.

MetaMask Blockchain Toolkit

3

MCP (Model Context Protocol) Server. Integrates with blockchain technologies like MetaMask, ERC20 tokens, and smart contracts, enabling wallet connections, contract deployment, transaction verification, and token management across Celo and Polygon networks.

Katana MCP Server

3

The Katana MCP Server provides a comprehensive DeFi toolkit for managing assets on the Katana network, including cross-chain bridging, SushiSwap trading, and Yearn vault yield optimization.

8 tools

Judges Panel

Validated
3

18 specialized judges that evaluate AI-generated code for security, cost, and quality.

7 tools

Defense MCP

3

Provides Claude Desktop access to Defense.com threat intelligence data for risk assessment, threat analysis, and workload management. It also features interactive security training tools and supports over 200 source type aliases for simplified querying.

Datai MCP Server

3

A specialized MCP server that provides AI agents with real-time access to blockchain wallet data, including DeFi positions, token balances, and protocol-specific holdings across multiple networks.

8 tools

UAAR University MCP Server

3

Provides structured access to PMAS Arid Agriculture University Rawalpindi's academic resources, admissions, and student services through 53 specialized tools. AI agents can manage course information, library services, hostel details, and administrative functions using secure stdio or HTTP transports.

Memory Bank MCP

3

A robust memory and knowledge management system for Claude that focuses on persistent project context and coding best practices by preventing library reinvention through package discovery and API validation.

17 tools

Google Calendar MCP Server

3

A Google Calendar integration for the Model Context Protocol that allows AI assistants to manage schedules via OAuth2. It focuses on event lifecycle management including creation, descriptions, and attendee coordination.

Hex

3

MCP (Model Context Protocol) Server. Integrates with the Hex API to enable retrieval of project details, management of project runs, and execution of Hex workflows for automated data analysis and report generation.

7 tools

AstrBot MCP

3

A management and automation MCP server for AstrBot developers, providing tools for remote debugging, configuration manipulation, log monitoring, and platform messaging.

11 tools

my-claude-code

3

Production-grade Claude Code setup: plugins, MCP servers, skills, and performance optimizations.

CHGIS MCP Server

3

An MCP server wrapper for the China Historical Geographic Information System (CHGIS) API, allowing users to query historical Chinese administrative divisions and geographic data from 222 BCE to 1911 CE.

3 tools

Limetest MCP Server

3

A lightweight Playwright-powered testing server that enables automated end-to-end testing using natural language test definitions and AI-driven execution.

YouTube Insights MCP Server

3

A toolset for extracting YouTube insights, allowing users to fetch video transcripts, search for content via keywords with rich metadata, and analyze channel performance.

3 tools

YouTube Knowledge Base MCP

3

A specialized tool for building a searchable vector knowledge base from YouTube transcripts, providing AI assistants with timestamped retrieval and playback links via hybrid search.

4 tools

keryx

Failed
3

The fullstack TypeScript framework for MCP and APIs — write one action, serve HTTP, WebSocket, CLI, background tasks, and MCP tools.

Ant Design MCP Server

3

A comprehensive MCP server providing tools to access Ant Design component documentation, API references, example code, and best practices directly within AI assistants.

7 tools

Angular MCP Server

3

A Model Context Protocol server that provides comprehensive access to 84 Angular documentation topics, enabling AI assistants to search, retrieve code examples, and explore architectural concepts with intelligent relevance scoring.

5 tools

Naver Finance Crawl MCP

3

A specialized MCP server for crawling Korean stock market data from Naver Finance, enabling AI assistants to access real-time top-searched stocks and detailed financial metrics using 6-digit stock codes.

2 tools

Groceries MCP Server

3

Integrates grocery vendor APIs like Rami Levy and Keshet into MCP, allowing users to search for products and automatically manage their shopping carts.

2 tools

ScoutMCP

3

A discovery and management engine for Model Context Protocol servers that allows users to search the Smithery Registry, install servers, and manage system configurations via atomic tools.

8 tools

Slack Search

3

MCP (Model Context Protocol) Server. Integrates with Slack workspaces to provide direct access to users, channels, messages, and search functionality through a TypeScript-based server that handles pagination and API errors automatically.

5 tools

Manus MCP

3

A tool that bridges Manus AI workflows with MCP clients, allowing users to programmatically create complex AI tasks, manage real-time webhooks, and utilize file attachments or third-party connectors.

3 tools

vLLM MCP Server

3

A robust MCP server that bridges vLLM capabilities with AI assistants, offering automated Docker/Podman container management, GPU detection, and comprehensive inference tools across Windows, macOS, and Linux.

12 tools

Tulip MCP Server

3

A Model Context Protocol server that provides comprehensive access to the Tulip manufacturing platform, allowing LLMs to manage tables, records, machines, stations, and users via the Tulip API.

4 tools

JCR Journal Partition MCP Server

3

Provides access to JCR (Journal Citation Reports) and Chinese Academy of Sciences (CAS) partition data, allowing users to search impact factors, track ranking trends, and check journal warning lists.

4 tools

BNB Chain MCP

3

A comprehensive MCP server for interacting with the BNB Chain ecosystem, including BSC EVM operations, BNB Greenfield decentralized storage, and the Sperax Protocol. It enables users to manage wallets, execute token transactions, and handle storage buckets using natural language.