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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

senior-consult-mcp

2

A specialized MCP server that allows AI agents to consult top-tier models like Claude, GPT, and DeepSeek for expert architectural advice, security-focused code reviews, and high-stakes technical decision-making.

4 tools

vibewatch

2

Stop copy-pasting terminal errors to ChatGPT/Claude. VibeWatch wraps your dev commands and lets AI assistants see your terminal in real-time via Model Context Protocol (MCP).

4 tools

UniProt

2

A robust MCP server for UniProtKB that provides professional tools for fetching protein entries, searching bioinformatics data, and mapping identifiers across 200+ databases.

5 tools

Relay

2

A lightweight message bus that enables seamless communication and context sharing between Claude Desktop and Claude Code using a shared SQLite buffer.

3 tools

taskaza

2

Taskaza – a conversational ticket/task management AI agent

5 tools

git-context-mcp

2

Local MCP server that extracts high-level Git repository context for AI coding agents

5 tools

terragrunt-mcp-server

2

Model Context Protocol (MCP) server providing AI assistants with comprehensive Terragrunt documentation, code examples, and intelligent tooling for infrastructure-as-code development

8 tools

MCP-server-docker-guide

2

Complete guide to setting up Model Context Protocol (MCP) servers with Docker on Linux. Step-by-step tutorial for Claude Desktop, Cursor, and Windsurf integration.

actual-mcp-server

2

Model Context Protocol server for AI-driven financial management with Actual Budget - 51 conversational tools, session management, transaction queries, budget planning, and bank sync support for LibreChat and MCP clients

51 tools

Oracle Database

2

A robust Oracle Database MCP server providing intelligent schema caching, targeted table lookups, and PL/SQL management for working with large-scale databases.

17 tools

fo-semantic-mcp

2

AI-powered semantic search for Microsoft Dynamics 365 F&O development. Find and understand X++ code through natural language queries via Model Context Protocol (MCP).

1 tool

Google-Workspace-MCP

2

🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 📊 Google Drive, Sheets, Docs superpowers! Pre-built executables available for easy installation

76 tools

Hub Tools

2

A specialized HTTP-based MCP server for discovering and retrieving detailed technical information about other Model Context Protocol implementations registered on MCP Hub.

2 tools

daedra

2

Daedra is a high-performance DuckDuckGo-powered web search and research Model Context Protocol (MCP) server written in Rust. It provides web search and page fetching capabilities that can be used with AI assistants like Claude.

2 tools

MCPAgent

2

MCPAgent is the new base class for AI Agents that also act as MCPs- this is to enable agents communicate and collaborate with each other; this will serve as the foundation for AgentNetwork

4 tools

parseflow

Failed
2

A comprehensive document parsing MCP server that supports text extraction, semantic search, and OCR for PDF, Word, Excel, and PowerPoint files.

23 tools

clawd-mcp

2

Bridges Cursor and Claude Desktop with the OpenClaw and Moltbook ecosystems to manage personal AI agents and communication gateways across platforms like WhatsApp and Discord. It provides MCP tools to invoke agents, manage sessions, and handle social agent interactions within a secure, virtualized environment.

AIRA Git

2

A Gitflow-focused MCP server that automates branch management, conventional commit generation, and status tracking for Git repositories.

6 tools

gx-mcp-server

2

Expose Great Expectations data validation and quality checks as MCP tools for AI agents.

1 tool

GitLab

2

MCP (Model Context Protocol) Server. Integrates with GitLab repositories to enable searching, file management, issue creation, merge requests, forking, and branch creation through Node.js with robust Zod schema validation.

9 tools

Universal Image Generator

2

A multi-provider image generation and transformation server supporting Google Gemini/Imagen, ZhipuAI CogView-4, and Alibaba Bailian with automatic prompt translation and local image storage.

3 tools

SerpApi MCP Server

2

A comprehensive MCP server suite that integrates SerpApi and YouTube to provide AI assistants with real-time access to Google Search, News, Scholar, Maps, Finance, and YouTube transcripts.

10 tools

DATA.GOV.HK

2

This MCP server provides comprehensive access to official Hong Kong government open data from DATA.GOV.HK, enabling users to search, filter, and retrieve detailed metadata and datasets for research and analysis.

8 tools

Prisma Cloud Docs

2

A specialized MCP server for searching and indexing Prisma Cloud and Prisma Cloud API documentation with built-in caching and real-time indexing capabilities.

6 tools

Code Assist

2

A specialized toolset for automated code modification and generation using XML-based instructions for precise file creation, search-and-replace editing, and full file rewrites.

4 tools

RAG Context

2

MCP (Model Context Protocol) Server. Provides persistent memory and context management using local vector storage and SQLite database, enabling semantic search and indexed retrieval of stored information with automatic vectorization and configurable similarity thresholds for complete privacy and data control.

2 tools

Easysearch

2

A comprehensive MCP server for INFINI Easysearch (Elasticsearch/OpenSearch compatible) clusters, offering 121 tools for cluster management, index operations, advanced searching (DSL/SQL/KNN), and lifecycle policies.

121 tools

customgpt-mcp

2

Open source MCP server for CustomGPT.ai

11 tools

method-crm-mcp

2

Production-ready Model Context Protocol (MCP) server for Method CRM API integration. Enables LLMs to interact with Method CRM through 20 comprehensive tools.

20 tools

PyRunner

2

A Python execution server that features a persistent Jupyter-like kernel, allowing variables and state to persist across multiple code runs for efficient data analysis and complex scripting workflows.

16 tools