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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-ollama-agent

27

A TypeScript-based agent that integrates Ollama with multiple Model Context Protocol (MCP) servers, allowing local LLMs to interact with external tools like filesystems and web research through a unified CLI.

2 tools

mcp-zap-server

27

A Spring Boot-based MCP server that integrates OWASP ZAP to automate web security tasks like spidering, active scanning, and vulnerability reporting via AI agents.

6 tools

nestjs-starter

27

A robust NestJS boilerplate that integrates the Model Context Protocol to expose backend services, utilities, and development workflows as AI-discoverable tools and resources.

7 tools

RetellAI Voice Services

27

A comprehensive MCP server for RetellAI that enables AI assistants to manage voice agents, provision phone numbers, and orchestrate automated phone or web calls.

18 tools

mcp_espn_ff

27

ESPN Fantasy API with LLMs!

6 tools

deno-mcp-template

27

A versatile Deno-based template for building MCP servers that support STDIO and HTTP transports. It includes examples for tools, resources, and sampling, and can be compiled into standalone binaries or Claude Desktop Extensions (DXT).

2 tools

workflows-mcp-server

Needs Setup
27

A powerful orchestration server that enables AI agents to discover, create, and execute complex multi-step workflows using structured YAML definitions and global strategy instructions.

4 tools

PDF Extraction

27

A specialized MCP server for extracting text and image content from PDF files using OCR and direct text extraction, optimized for use with the Claude Code CLI.

1 tool

metabase-mcp

27

Metabase MCP server provides integration with the Metabase API, enabling LLM with MCP capabilites to directly interact with your analytics data, this server acts as a bridge between your analytics platform and conversational AI.

9 tools

nimbletools-core

27

NimbleTools is an open-source MCP runtime. Infrastructure for the agentic web.

Keycloak MCP Server

27

A Model Context Protocol server providing programmatic administration for Keycloak, including management of users, realms, clients, roles, and authentication flows.

alibabacloud-dms-mcp-server

27

A comprehensive data access gateway and intelligent query engine that connects over 40 types of Alibaba Cloud and mainstream databases with natural language processing capabilities.

13 tools

1C Enterprise

27

A Spring Boot-based MCP server that integrates 1C:Enterprise development with AI assistants, providing tools for code checking, syntax explanation, and AI-driven consultation via the 1C:Naparnik API.

3 tools

asterisk-mcp-server

27

A security-focused MCP server that integrates with the Asterisk Vulnerability Scanner API to provide real-time code scanning and vulnerability analysis for AI assistants.

4 tools

perplexity-mcp

27

A Go-based MCP server that integrates Perplexity's real-time web search and reasoning models directly into AI assistants like Claude and Cursor.

2 tools

hithereiamaliff-mcp-nextcloud

27

A comprehensive MCP server enabling AI assistants to manage Nextcloud data including Notes, Calendar, Contacts, Tables, and WebDAV files with a powerful unified search system.

30 tools

mcp-bash

27

A robust MCP server that enables LLMs to execute arbitrary bash commands and manage working directories on a local machine.

2 tools

neurondb

27

NeuronMCP is part of the NeuronDB ecosystem, providing an MCP server interface to a PostgreSQL-based AI database with integrated vector search, machine learning algorithms, and RAG capabilities.

Local Dev

27

MCP (Model Context Protocol) Server. Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more.

Agentic Control Framework (ACF)

27

Agentic Control Framework (ACF) is a comprehensive AI orchestration layer providing over 80 tools for sophisticated task management, browser automation, terminal control, and surgical code editing across local and cloud environments.

72 tools

SearXNG

27

MCP (Model Context Protocol) Server. Connects AI systems to SearXNG metasearch engine, enabling privacy-respecting web searches with customizable parameters for language, time range, and category filtering.

1 tool

YFinance Trader

27

MCP (Model Context Protocol) Server. Provides real-time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical prices, symbol searches, analyst recommendations, and insider transactions.

6 tools

Supadata

27

Official MCP server for Supadata - YouTube, TikTok, X and Web data for makers.

6 tools

Taiwan Stock Exchange

27

A comprehensive MCP server for the Taiwan Stock Exchange (TWSE) providing real-time market data, financial statements, ESG metrics, and foreign investment tracking.

CodeDox

27

CodeDox is an MCP server that crawls documentation websites and GitHub repositories to extract, categorize, and index code snippets and markdown content for AI-powered search.

Databutton

27

A specialized MCP server designed to assist in the initial planning and scaffolding of business applications featuring React frontends and Python backends on the Databutton platform.

Google Workspace

26

MCP (Model Context Protocol) Server. Integrates with Gmail and Google Calendar APIs to enable email and calendar management tasks like listing, searching, and modifying emails, as well as creating and updating events.

8 tools

MCP Plexus

26

: A secure, multi-tenant and Multi-user MCP python server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications.

3 tools

mcp-chain-of-draft-server

26

Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code reviews, and implementation planning.

Dropbox

26

A robust MCP server for Dropbox integration that enables comprehensive file management, searching, and sharing capabilities within cloud storage workflows.

12 tools