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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

ai-developer-tools-mcp

A reference implementation of an MCP server that bridges REST APIs to provide conversational access to AI developer tool metrics, adoption trends, and GitHub statistics.

4 tools

claude-session-share

An MCP server that enables sharing and importing Claude Code sessions via GitHub Gists with automatic privacy sanitization for secrets and paths.

2 tools

copernicus-mcp

A comprehensive MCP server providing access to the Copernicus Data Space, enabling users to search, analyze, and download satellite imagery from Sentinel missions (1, 2, 3, 5P, and 6).

13 tools

universal-document-mcp

Universal Document Converter MCP Server - AI-powered markdown to PDF conversion with Mermaid diagram support for Claude Desktop, Cline, and other MCP clients

Gamma MCP Server

Enables AI assistants to generate presentations, documents, and webpages through the Gamma.app API with support for custom themes, tones, audiences, and image generation.

Mem0 MCP Server

Enables persistent storage and semantic search of coding preferences, patterns, and implementations using Mem0, allowing AI agents to remember and retrieve development best practices across sessions.

Tasks.md MCP Server

Enables AI-native task management using plain markdown files to create, update, query, and organize Epics, Stories, Tasks, and Milestones without requiring a database.

Phosphor Icons MCP Server

Provides access to 1,000+ Phosphor Icons with 6 weight styles, enabling icon search, retrieval, customization (color, size), and framework-specific implementation guidance through natural language.

Hyperbrowser MCP Server

Provides tools to scrape, extract structured data, and crawl webpages, with access to browser automation agents like OpenAI's CUA, Anthropic's Claude Computer Use, and Browser Use for complex web tasks.

TickTick MCP Server

Enables task and project management in TickTick through natural conversation, supporting task creation with priorities, due dates, recurring schedules, and fuzzy search across tasks and projects.

Azure AI Agent Service + Azure AI Search MCP Server

Enables Claude Desktop to search private documents using Azure AI Search and perform web searches with Bing, providing AI-enhanced results with source citations through Azure AI Agent Service or direct Azure AI Search integration.

BuyICT MCP Server

Provides access to Australian Government ICT procurement opportunities from BuyICT, enabling users to search contracts across multiple marketplaces, view detailed opportunity information, and explore available procurement channels.

MySQL MCP Server

Enables AI models to interact with MySQL databases through standardized operations including querying, executing commands, listing tables, and describing table structures with secure prepared statement support.

mcp-flowengine-n8n-workflow-builder

Generate production-ready n8n workflows from plain language. Validate, test, and auto-fix workflows to catch errors and improve reliability. Explore templates and a rich node library to design, optimize, and secure your automations. For free n8n hosting and to enjoy the full capabilities of n8n work

mcp-greenbook

Provides structured access to greenbook.org company data and market-research content, including search and comparison functions, exposed as MCP tools for programmatic use.

MCP Synth Controller

Enables LLMs to control synthesizer parameters in real-time by translating natural language commands into OSC messages sent to a JUCE synthesizer application.

MCP Agentic RAG

Enables querying a vector database of machine learning FAQs and performing web searches using Bright Data proxies through Claude Desktop with structured agent prompts.

OpenAI Vector Store MCP Server

Enables semantic search and document retrieval from OpenAI Vector Store, allowing users to search documents using natural language queries and fetch complete document contents through ChatGPT.

MCP Documentation Server

Provides comprehensive access to MCP documentation through structured guides, full-text search, and interactive development workflows for building servers and clients.

Cisco Catalyst Center (DNAC) MCP Server

Enables AI assistants to query and monitor wireless clients in Cisco Catalyst Center infrastructure, providing intelligent client searches, health monitoring, and network diagnostics through natural language.

SQLite MCP Server

Enables LLM agents to perform complete database operations on SQLite databases, including creating tables, executing queries, and managing data through CRUD operations with schema inspection capabilities.

ComfyUI MCP Server

Bridges ComfyUI's AI image generation workflows with game development, enabling dynamic generation of game assets like character portraits, item icons, and environment textures through natural language prompts.

Chiro ERP - Issue Pipeline Orchestrator

Automates GitHub issue-to-PR workflows using specialized AI agents (analyst, architect, developer, tester, reviewer) that analyze requirements, design solutions, implement code, generate tests, and perform code reviews with HIPAA compliance checks.

XHS-MCP

Enables content creators to manage, analyze, and publish Xiaohongshu (Little Red Book) content through browser automation, with built-in templates, data analytics, and scheduling capabilities accessible via CLI or AI assistants.

Diet / Meal Log MCP Server

Enables users to log meals, track daily and weekly calorie intake, and manage diet records. Supports both local and network modes for flexible meal logging across devices.

Meshtastic MCP Server

Enables AI assistants to interact with Meshtastic mesh networks for off-grid communication, including sending messages, network analysis, GPS positioning, waypoint management, and device configuration over LoRa radio.

MCP PC Control Server

Provides comprehensive PC control capabilities including file operations (read, write, edit, delete), directory management, file search, and shell command execution through the Model Context Protocol.

mcp-creis

AI mcp Property Valuation

Jira MCP Server with OAuth

Enables seamless Jira integration through browser-based OAuth authentication, providing tools for issue management, JQL search, and project access without manual API token configuration.

MCP Multi-Agent Orchestration Server

Orchestrates multiple AI agents to process complex queries by intelligently splitting tasks, executing them in parallel, and synthesizing results using local Ollama LLM inference.