AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Ace Codebase Indexer
A high-performance Go-based MCP server that provides semantic search and intelligent code indexing for large-scale projects using SHA-256 deduplication and concurrent processing.
Instapaper MCP Server
Comprehensive MCP server for Instapaper that allows AI models to manage bookmarks, organize folders, and perform bulk content analysis through natural language.
Lookup-Modern-Chinese-Dictionary
A specialized tool for looking up word definitions in modern Chinese dictionaries, providing accurate linguistic data via a standardized interface.
Roblox Studio Bridge
A bridge between Roblox Studio and external systems that enables real-time manipulation of game objects and Luau code execution through a Node.js server and Lua plugin.
Word Document Formatter
MCP (Model Context Protocol) Server. Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters.
DocNav
A document analysis MCP server that transforms files into navigable hierarchical structures, allowing AI agents to systematically read, search, and navigate long-form content using parent-child relationships.
YARD Documentation
A specialized MCP server for querying Ruby gem documentation via YARD, allowing agents to explore class hierarchies, retrieve source code, and perform fuzzy searches across installed gems.
Topolograph MCP
A MCP server that enables LLMs to interact with OSPF and IS - IS protocols and analyze network topologies, query network events, and perform path calculations for OSPF and IS-IS protocols.
Tracxn
MCP (Model Context Protocol) Server. Integrates with Tracxn's startup and investment data platform, enabling search and analysis of companies, investors, transactions, acquisitions, and business models for startup ecosystem research and competitive intelligence.
YC CSS UI
A specialized MCP server that leverages PostCSS and AI to diagnose and repair CSS layout issues, performance bottlenecks, and browser compatibility conflicts.
Etherscan
A Go-based MCP server that integrates with Etherscan API V2, providing access to real-time blockchain data, contract ABIs, gas prices, and transaction histories across 50+ chains.
Build Vault
A specialized MCP server that turns The Build Podcast into a searchable knowledge base using hybrid vector and full-text search, allowing users to query AI insights, business frameworks, and product strategies.
Outscraper
MCP (Model Context Protocol) Server. Integrates with Outscraper's data extraction services to provide Google Maps business search, review extraction, photo retrieval, directions planning, web and news search, app store analysis, and domain contact discovery for market research and business intelligence workflows.
NLSQL
A Node.js MCP server that enables natural language interaction with SQLite, PostgreSQL, and MySQL databases using OpenAI and multi-agent systems for schema analysis and safe query execution.
Four-in-a-Row
MCP (Model Context Protocol) Server. Implements a Four-in-a-Row (Connect Four) game with RESTful API endpoints for creating games, making moves, checking win conditions, and managing game state with support for custom board dimensions and persistent storage.
Restaurant Finder with Preference Elicitation
A specialized MCP server that employs preference elicitation techniques to recommend restaurants by learning user tastes through interactive questioning and feedback.
Tavily
MCP (Model Context Protocol) Server. Integrates Tavily's search API with HTTP/HTTPS proxy support for web search capabilities in restricted network environments.
ai-mcp-server-client-fastmcp
A demonstration MCP server using FastMCP and LangChain to fetch and analyze stock market data via the YFinance library for AI agents.
Atlas Vector Search Docs
A vector search system for MongoDB Atlas that enables semantic document retrieval and hierarchical markdown chunking using Voyage AI embeddings.
MeshSeeks
A multi-agent mesh network server that orchestrates specialized coding agents in parallel to solve complex programming tasks with intelligent dependency management and real-time status monitoring.
etphonehome-public
A remote access system using reverse SSH tunnels that allows AI agents like Claude to manage, explore, and execute commands on machines behind firewalls or NAT.
Chatvolt
The Chatvolt MCP server connects AI agents to the Chatvolt platform, enabling automated management of conversational agents, CRM workflows, and datastores. It provides tools for creating multi-LLM chatbots with custom knowledge bases and automated customer engagement sequences.
Playwright Plus
MCP (Model Context Protocol) Server. Enables web automation with Playwright for browsing, form filling, screenshot capture, and JavaScript execution, plus a simple note storage system for content extraction and manipulation.
Pokemon
MCP (Model Context Protocol) Server. Provides Pokemon data access through a local SQLite database with tools for information retrieval, comparison, searching by type/generation/stats, and type effectiveness analysis without requiring external API calls.
PDF Reader
A document processing MCP server that leverages Docling to convert PDF files into clean, readable Markdown format for easy text extraction and analysis.
IBM Informix
A Model Context Protocol server that providing secure access to IBM Informix databases, supporting full SQL operations with optional read-only enforcement and connection pooling.
MCP Toolkit
A versatile MCP toolkit providing AI models with a modular suite of tools for file system manipulation, database management (MySQL/Postgres/Redis), GitHub repository interaction, and web scraping with security constraints.
PBS API
MCP (Model Context Protocol) Server. Provides access to the Australian Pharmaceutical Benefits Scheme (PBS) API for querying medicine listings, pricing, and availability data through multiple interfaces including stdio, HTTP/SSE, and command-line tools.
Mempool.space
A comprehensive Bitcoin blockchain data server that integrates with mempool.space APIs. It provides real-time access to transaction details, address balances, mining statistics, and fee recommendations directly within MCP-compatible AI clients.
TrueRAG Compliance Policies
MCP (Model Context Protocol) Server. Integrates with a TrueRAG GraphQL API to provide state-specific policy information for legal compliance checks, analysis, and regulatory guidance.