AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mrugankpednekar-mcp-optimizer
An optimization engine that solves linear and mixed-integer programs, featuring natural language parsing and data file integration for complex workforce and resource allocation problems.
x-search-mcp
An MCP server that enables searching X (formerly Twitter) using the xAI Responses API, featuring structured output parsing and citation normalization.
pangea-mcp-server
A comprehensive MCP server providing integration with Pangea's security services, including AI safety guards, threat intelligence, data redaction, secure audit logging, and vault management.
mcp-rag-docs
A sophisticated Retrieval-Augmented Generation (RAG) server that integrates Google AI Studio with Qdrant to provide hierarchical document chunking, semantic vector search, and code indexing via MCP.
PlainlyVideosMCP
AWS Athena MCP Server
A robust MCP server that enables AI assistants to perform data analysis by executing SQL queries against AWS Athena databases, managing long-running queries, and accessing saved named queries.
@usegrant/mcp
A comprehensive MCP server for interacting with the UseGrant platform to manage providers, clients, tenants, domains, and authentication policies via the UseGrant API.
shoumikdc-arxiv-mcp
A tool for AI agents to query and discover the latest arXiv research papers by category and keyword, providing structured metadata like summaries and author lists.
FastMCP OpenAPI
A dynamic MCP server that transforms any REST API into Model Context Protocol tools by parsing OpenAPI/Swagger specifications. It supports multi-API orchestration, multiple authentication schemes, and parameter validation, allowing AI agents to interact with virtually any web service.
Pararam Nexus MCP
A comprehensive MCP server for pararam.io that provides tools for chat management, message searching, file handling, and user interaction through natural language.
Xray MCP Server
A robust MCP server for integrating AI assistants with Xray Test Management, supporting test execution, plan management, and importing results across Cloud and Server deployments.
Zappy MCP
A WhatsApp MCP server built on whatsapp-web.js that allows AI agents to send, read, and delete messages through a headless browser with granular per-chat permissions.
Ambient Code Platform MCP Server
A tool for delegating resource-intensive AI operations to Kubernetes-hosted Claude agents on OpenShift, enabling remote management and monitoring of complex agentic tasks.
FPL MCP Server
A robust MCP server connecting LLMs to the Fantasy Premier League API, enabling full team management, competitor scouting, and player research using natural language and fuzzy name matching.
Datadog Logs MCP Server
A Model Context Protocol server that allows for searching and retrieving Datadog logs using customizable search queries and time-range filtering.
YouTube Transcript MCP Server
A comprehensive MCP server for extracting and processing YouTube transcripts from individual videos, playlists, and channels without requiring API keys.
Crestron Home MCP Server
A production-grade MCP server that enables natural language control and discovery of Crestron Home automation systems, covering lights, shades, climate, scenes, and sensors.
Fodda Knowledge Graphs
Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and more.
bachai-perplexity2
An MCP server that provides access to the Perplexity2 API, allowing users to perform AI-powered searches and analyze Google data.
Schwab MCP Server
A read-only MCP server providing secure access to Charles Schwab account data, including portfolio positions, real-time quotes, options chains, and historical market data through AI assistants.
Data Engineering Tutor MCP Server
A personalized learning assistant that tracks a user's Data Engineering knowledge and fetches relevant industry updates and news via external APIs.
jirispilka-actors-mcp-server
A powerful bridge that connects AI agents to thousands of Apify Actors for web scraping, data extraction, and automation tasks. It features dynamic tool discovery, allowing agents to search for, add, and execute any Actor from the Apify Store on demand.
Cirra AI Salesforce Admin MCP Server
Comprehensive Salesforce administration and data management capabilities
Skippr Extension MCP Server
A bridge between Skippr's browser extension and AI coding agents, allowing developers to discover, understand, and fix UX, accessibility, and quality issues through natural language commands.
demomagic-duckchain-mcp
A comprehensive MCP server providing access to 56+ blockchain analysis tools via the BlockScout API v2, enabling deep exploration of transactions, addresses, tokens, and smart contracts.
BerryRAG
A local RAG system that combines a vector database with Playwright-based web scraping to create searchable knowledge bases for Claude.
huuthangntk-claude-vision-mcp-server
An MCP server that enables a 'Think Before Code' workflow by providing deep analytical insights and strategic architectural guidance using Claude Sonnet 4.5.
lineex-pubmed-mcp-smithery
A toolset for academic research that enables precision PubMed searches, MeSH term lookup, and structured PICO-based evidence synthesis.
luminati-io-brightdata-mcp
One MCP for the Web. Easily search, crawl, navigate, and extract websites without getting blocked.…
@mind-as-context/mcp-server
MCP Server for Mind as Context (MaC) - Claude Code integration