AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
LanceDB
MCP (Model Context Protocol) Server. Integrates with LanceDB to enable natural language querying, insertion, and management of vector data for efficient similarity search and semantic analysis.
Heroku
Interact with the Heroku Platform through LLM-driven tools for managing apps, add-ons, dynos, databases, and more.
reddit-research-mcp
A sophisticated Reddit intelligence server that enables semantic search across 20,000+ subreddits, automated data extraction with full citations, and persistent research feed management for competitive analysis and market research.
GDB Debugger
A specialized MCP server that bridges AI tools with GDB, allowing for interactive C/C++ debugging through automated breakpoint management, execution control, and memory examination.
memora
A lightweight persistent memory layer for MCP clients that uses SQLite and vector embeddings to store, search, and visualize shared memories through a knowledge graph.
ROS 2 Robot Control
A ROS 2 bridge that allows AI assistants to control robots by publishing geometry_msgs/Twist messages to the /cmd_vel topic using natural language commands.
platform-ai
A Google Maps Platform MCP server that grounds LLM responses in official documentation and code samples to aid in map-based application development.
DigitalOcean
MCP (Model Context Protocol) Server. Enables AI to manage DigitalOcean cloud infrastructure by providing access to account information, droplets, domains, firewalls, and other services for monitoring and automation tasks.
imessage-query-fastmcp-mcp-server
An MCP server providing secure, read-only access to macOS iMessage databases, featuring automated phone number validation and intelligent permission handling for message analysis.
Multi-Model Advisor
A Model Context Protocol (MCP) server that orchestrates queries across multiple Ollama models, synthesizing their insights to deliver a comprehensive and multifaceted AI perspective on any given query.
Code to Tree
An MCP server that converts source code from various programming languages into Abstract Syntax Tree (AST) representations using tree-sitter. It enables LLMs to perform precise semantic analysis and structural code understanding for C, C++, Rust, Ruby, Go, Java, and Python.
Playwrightess (Playwright)
A specialized Playwright MCP server that provides a persistent JavaScript execution environment, allowing agents to maintain browser state and page context across multiple tool calls.
ExternalAttacker-MCP
A modular external attack surface mapping tool that integrates popular reconnaissance utilities like subfinder and naabu into a natural language interface for security professionals.
Nexus MCP for Obsidian
Nexus MCP for Obsidian transforms your local vault into an AI-powered workspace, providing a two-tool architecture for efficient file management, semantic search, and long-term memory maintenance via MCP clients.
codegraph-rust
CodeGraph transforms codebases into semantically searchable knowledge graphs with reasoning agents that analyze dependencies, architecture, and impact for AI assistants. It utilizes SurrealDB and hybrid vector/lexical search to provide deep architectural context instead of simple text matching.
Rohlik
Shop groceries across the Rohlik Group platforms (Rohlik.cz, Knuspr.de, Gurkerl.at, Kifli.hu, Sezamo.ro)
Codex Bridge
A lightweight MCP server that bridges AI assistants like Claude with OpenAI's Codex AI through the official CLI, enabling direct code analysis, file reviews, and automated batch processing.
gitlab-mr-mcp
A specialized MCP server for managing GitLab workflows, enabling AI agents to interact with issues, merge requests, diffs, and comments.
paper-search-mcp-nodejs
A comprehensive MCP server for searching, retrieving metadata, and downloading academic papers from 14 major scholarly platforms including arXiv, Web of Science, PubMed, and Crossref.
Tavily Search
An AI-powered web search server that provides LLMs with real-time access to Tavily's search capabilities, including comprehensive web indexing, direct answers, and news retrieval.
Snyk
Enhance security posture by embedding Snyk vulnerability scanning directly into agentic workflows.
codealive-mcp
A powerful GraphRAG-powered context engine that provides AI assistants with semantic search and deep structural analysis for large codebases.
mcp-outline
A comprehensive MCP server for interacting with Outline documentation services, supporting document management, collection hierarchies, collaboration tools, and AI-powered querying.
onemcp-hub
A community hub for OneMCP users to manage bug reports, feature requests, and new MCP proposals. It serves as a centralized feedback and issue-tracking repository for the OneMCP ecosystem.
Gemini Bridge
Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture.
healthcare-mcp-public
A specialized healthcare MCP server that connects AI assistants to authoritative medical data sources including the FDA, PubMed, ClinicalTrials.gov, and ICD-10 databases.
Masquerade
A privacy firewall for LLMs that detects and redacts sensitive information like names, emails, and dates from PDF documents using the Tinfoil AI platform before sharing with models.
Alchemy Blockchain API
MCP (Model Context Protocol) Server. Integrates with Alchemy's blockchain APIs to enable querying token prices, NFT ownership, transaction history, and token balances across multiple blockchain networks without writing code.
DuckDuckGo Search
A TypeScript-based MCP server that enables programmatic web searching via DuckDuckGo with configurable safety levels and result counts.
Stata
An MCP server that enables LLMs to perform regression analysis, paper replication, and hypothesis testing using Stata.