AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
DigiKey
A specialized MCP server that integrates with DigiKey's Product Search API to provide real-time component discovery, technical specifications, and inventory pricing for electronics engineering and procurement.
X Twitter
A comprehensive MCP server providing a bridge between Twitter's API v2 and conversational interfaces, enabling profile management, tweet operations, timeline access, and search functionality.
omni-lpr
A self-hostable Automatic License Plate Recognition (ALPR) server that exposes high-performance detection and OCR tools via REST and MCP interfaces, optimized for CPU and GPU acceleration.
Eka MCP Server
A specialized healthcare MCP server providing verified medical data for the Indian context, including search capabilities for 500k+ branded drugs and authoritative treatment protocols from ICMR.
macOS Say
A macOS-specific MCP server that wraps the native 'say' command to provide advanced text-to-speech capabilities with support for voice modulation, custom rates, and background execution.
Gramps Web
A comprehensive MCP server that integrates with Gramps Web API to provide AI-powered genealogy research, including full CRUD operations on records and advanced tree analysis tools.
Magic-API
Magic-API MCP Server integrates with the Magic-API development environment to provide API lifecycle management, Magic-Script debugging with breakpoints, and comprehensive Java class introspection via MCP tools.
Memos
A Model Context Protocol server that integrates Claude with the Memos note-taking platform, allowing for searching through existing notes and creating new entries.
Music Analysis
A specialized MCP server that integrates librosa to provide audio analysis capabilities, including tempo detection, spectral features, and onset detection from local files, web links, or YouTube videos.
Google Workspace
MCP (Model Context Protocol) Server. Integrates Google Workspace APIs to enable tasks like sending emails, scheduling meetings, and managing documents in Gmail, Calendar, and Drive.
LangExtract
A specialized MCP server that leverages Google's Gemini models and LangExtract library to perform structured data extraction from unstructured text and URLs with precise source grounding.
MCP (Model Context Protocol) Server. Pinterest image search and information retrieval
Code Embeddings
MCP (Model Context Protocol) Server. A knowledge management tool for code repositories using vector embeddings.
MCP YouTube Intelligence
An MCP server for intelligent YouTube video analysis that provides token-optimized summaries, sentiment analysis, and entity extraction from transcripts. It enables AI assistants to perform video reporting, channel monitoring, and comprehensive YouTube searches through structured data tools.
Vercel API
MCP (Model Context Protocol) Server. Integrates with Vercel's API to enable natural language-driven project management and deployment automation for streamlined development workflows.
Kubernetes Audit Logs
An MCP server that provides unified access to Kubernetes audit logs across Alibaba Cloud SLS, AWS CloudWatch, and Google Cloud Logging, enabling AI agents to investigate cluster activity and resource changes.
dbt CLI
MCP (Model Context Protocol) Server. Bridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within conversation interfaces.
Bucket (Feature Flagging)
A suite of TypeScript SDKs and tools for integrating feature flags into React, Vue, Node.js, and OpenFeature-compatible applications.
balldontlie-mcp
An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB
UK Parliament
A specialized MCP server interfacing with official UK Parliament APIs and Hansard records, offering advanced semantic search for debates, member biographies, and committee activities.
Nodit
Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.
MCP Force
A specialized MCP server that exposes Salesforce's REST, Bulk v2, GraphQL, and Tooling APIs as tools for AI agents, enabling direct interaction with Salesforce data and metadata.
Inbox MCP
A robust email management server that uses the Nylas v3 API to allow LLMs to filter, search, batch-process, and compose emails across Gmail, Outlook, and IMAP services.
Solr Vector Search
MCP (Model Context Protocol) Server. Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access
Enhanced Obsidian MCP Server
A comprehensive MCP server that integrates AI models with Obsidian vaults, offering 25 tools for advanced note management, AI content analysis, and knowledge graph generation.
Adobe Premiere Pro
A comprehensive MCP server that bridges AI agents with Adobe Premiere Pro, providing deep integration for project management, automated timeline editing, media organization, and effects application using Adobe's scripting APIs.
mcp-diagnostics-extension
VS Code extension that exposes diagnostic problems via Model Context Protocol (MCP) for AI agents and tools
mcp-prompt-optimizer
Advanced MCP server providing cutting-edge prompt optimization tools with research-backed strategies
agent-twitter-client-mcp
A Model Context Protocol (MCP) server that integrates with X using the @elizaOS `agent-twitter-client` package, allowing AI models to interact with Twitter without direct API access.
Lotus Wisdom
An MCP server that implements a structured cognitive framework based on the Lotus Sutra, enabling multi-faceted problem-solving through analytical and intuitive wisdom domains.