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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Jupyter Collaboration MCP Server

Enables AI agents to interact with collaborative Jupyter notebooks and documents in real-time. It provides comprehensive tools for notebook manipulation, document editing, and tracking user presence through Jupyter's RTC infrastructure.

27 tools

Testmo MCP Server

A comprehensive MCP server for Testmo that enables AI assistants to manage the full test lifecycle, including projects, folders, test cases, and test runs via the Testmo REST API.

15 tools

mKit

A boilerplate MCP server framework for Cloudflare Workers featuring OAuth 2.1 authentication, Stripe billing integration, and support for the OpenAI Apps SDK UI.

Vercel MCP Relay Server

Enables AI assistants to interact with the Vercel REST API to manage projects, deployments, domains, environment variables, and teams through natural language commands.

Nexar MCP Server

Enables searching for electronic components through the Nexar Supply API, providing detailed part information including manufacturer, pricing, specifications, and datasheets.

Dify MCP

Enables validation of Dify Workflow DSL YAML files through MCP protocol. Allows users to check the validity and structure of Dify workflow definition files.

The Aleph MCP

A robust network intelligence suite providing LLMs with real-time PTR record lookups, ASN analysis, and traceroute enrichment through The Aleph API.

13 tools

Linggen

A local-first RAG and MCP memory layer that provides semantic codebase search and knowledge indexing across multiple projects for AI assistants.

Xiaohongshu (RedBook) MCP Server

Enables automated interaction with Xiaohongshu (Little Red Book) platform including searching posts, retrieving content and comments, and posting AI-generated comments with persistent login support.

OpenWeather MCP Server

A tool-based interface for retrieving real-time weather data and 5-day forecasts worldwide using the OpenWeatherMap API, supporting timezone offsets.

2 tools

mcp-backlog

Needs Setup

A comprehensive MCP server that integrates Backlog's project management API with AI agents, enabling automated management of issues, wikis, versions, and project metadata.

31 tools

redmine

Needs Setup

A Redmine API integration for MCP that enables AI agents to manage projects, track time, and handle the full lifecycle of issues including searching, creation, and updates.

14 tools

Vec Memory MCP Server

A graph-based semantic memory server using SQLite vec0 and Ollama to provide vector-based storage, retrieval, and relationship management for AI agents.

10 tools

Context7 MCP

Provides LLMs with up-to-date, version-specific documentation and code examples directly from library sources, eliminating outdated training data and hallucinated APIs by fetching current documentation at prompt time.

TapData Database Explorer

MCP (Model Context Protocol) Server. Bridges AI assistants with TapData database connections, enabling natural language exploration of schemas and execution of CRUD operations across various database systems.

Gen-PDF MCP Server

Enables AI assistants to generate professional PDF documents from markdown content with advanced typography, syntax highlighting, math equations, dark mode, and customizable styling options.

wasurenagusa-mcp

An MCP server that provides persistent memory for AI assistants by automatically recording and injecting project-specific rules, decisions, and configurations through session hooks. It utilizes Gemini to analyze conversations, manage token-efficient context, and perform autonomous background tasks like documentation updates.

openroute-mcp

A specialized MCP server for planning routes using the OpenRouteService API, supporting activities like hiking, cycling, and driving with additional support for POI search and Switzerland-specific trail data.

6 tools

GraphQL Toolkit

MCP (Model Context Protocol) Server. Enables LLMs to interact with GraphQL APIs through schema introspection and query execution, with security measures like disabled mutations and support for authentication headers.

2 tools

CoinPilot (Aptos DCA)

MCP (Model Context Protocol) Server. Bridges cryptocurrency investment platforms with the Aptos blockchain, enabling automated dollar-cost averaging strategies through tools for creating and managing investment plans, retrieving user data, and accessing liquidity pools.

ekms-mcp-server

A specialized Model Context Protocol server for Enterprise Knowledge Management Systems, enabling AI tools to search, retrieve, and manage corporate knowledge bases and customer data.

7 tools

GitHub

MCP (Model Context Protocol) Server. Bridges Claude Desktop with GitHub repositories, enabling direct Git operations like cloning, committing, and pushing, plus GitHub API integration for repository management without leaving your conversation interface.

7 tools

Remote MCP Server on Cloudflare

A template for deploying authentication-free Model Context Protocol (MCP) servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a foundation for developers to build and host custom tools that can be accessed by MCP clients like Claude Desktop.

MCP Fooocus API

A Model Context Protocol server that enables high-quality image generation via Fooocus Stable Diffusion, featuring intelligent style selection from over 300 options.

3 tools

plainyogurt21-sec-edgar-mcp

A specialized MCP server that provides AI assistants with real-time access to official US SEC EDGAR filings, financial statements, and insider trading data using direct XBRL parsing.

agent-skill-loader

Agent Skill Loader enables AI agents to dynamically discover, read, and install Claude Code skills from central repositories without manual file copying.

5 tools

iFlytek SparkAgent MCP Server

Integrates iFlytek's SparkAgent Platform with MCP, allowing users to upload files and invoke task chains through AI agents.

1 tool

Fuzzy Memory MCP Server

A persistent memory server for Claude that uses a local knowledge graph with fuzzy search capabilities to track entities, relationships, and user-specific information across sessions.

9 tools

serena

Serena is a semantic coding agent toolkit that provides IDE-like capabilities to LLMs, enabling precise code retrieval and editing at the symbol level across 30+ languages.

3 tools

Uniquity

Analyzes GitHub repositories for code similarities using OpenAI and Tavily, generating detailed markdown reports for repository evaluation.

2 tools