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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

DigiKey

19

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.

9 tools

X Twitter

19

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.

23 tools

omni-lpr

19

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.

5 tools

Eka MCP Server

19

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.

3 tools

macOS Say

19

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.

2 tools

Gramps Web

19

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.

16 tools

Magic-API

19

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.

59 tools

Memos

19

A Model Context Protocol server that integrates Claude with the Memos note-taking platform, allowing for searching through existing notes and creating new entries.

2 tools

Music Analysis

19

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

19

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.

16 tools

LangExtract

19

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.

4 tools

Pinterest

19

MCP (Model Context Protocol) Server. Pinterest image search and information retrieval

3 tools

Code Embeddings

19

MCP (Model Context Protocol) Server. A knowledge management tool for code repositories using vector embeddings.

MCP YouTube Intelligence

19

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

19

MCP (Model Context Protocol) Server. Integrates with Vercel's API to enable natural language-driven project management and deployment automation for streamlined development workflows.

27 tools

Kubernetes Audit Logs

19

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.

3 tools

dbt CLI

19

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.

8 tools

Bucket (Feature Flagging)

19

A suite of TypeScript SDKs and tools for integrating feature flags into React, Vue, Node.js, and OpenFeature-compatible applications.

balldontlie-mcp

19

An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB

4 tools

UK Parliament

19

A specialized MCP server interfacing with official UK Parliament APIs and Hansard records, offering advanced semantic search for debates, member biographies, and committee activities.

13 tools

Nodit

18

Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.

9 tools

MCP Force

18

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.

2 tools

Inbox MCP

18

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.

12 tools

Solr Vector Search

18

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

18

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.

25 tools

Adobe Premiere Pro

18

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.

35 tools

mcp-diagnostics-extension

18

VS Code extension that exposes diagnostic problems via Model Context Protocol (MCP) for AI agents and tools

3 tools

mcp-prompt-optimizer

18

Advanced MCP server providing cutting-edge prompt optimization tools with research-backed strategies

7 tools

agent-twitter-client-mcp

18

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.

14 tools

Lotus Wisdom

Needs Setup
18

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.

2 tools