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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

MCP Fixer

3

A diagnostic and repair tool for Model Context Protocol (MCP) servers that automatically detects, diagnoses, and fixes configuration issues, JSON syntax errors, and dependency problems in Claude Desktop.

7 tools

Tagesschau

3

MCP (Model Context Protocol) Server. Provides a bridge to Tagesschau's news API for retrieving and analyzing German news articles across categories like domestic, foreign, economic and sports coverage

log-analyzer-mcp

3

A comprehensive MCP server for AI-powered log analysis, supporting 9+ formats with specialized tools for error extraction, correlation, and sensitive data scanning.

8 tools

Window Layout

3

MCP (Model Context Protocol) Server. Enables AI to arrange and organize windows on Windows operating systems through natural language commands for efficient desktop workspace management

lokalise-mcp

3

A comprehensive MCP server that bridges AI assistants to the Lokalise platform, enabling automated translation project management, key operations, and team orchestration.

31 tools

FIWARE Context Broker

3

MCP (Model Context Protocol) Server. Bridges AI assistants with FIWARE Context Brokers, enabling natural language interaction with IoT data for querying, publishing, and updating information in NGSI-LD format.

3 tools

Toolhouse

3

This MCP server acts as a bridge to the Toolhouse platform, allowing AI models to access sets of tools managed through Toolhouse bundles.

xk6-infobip-mcp

3

A k6 extension that enables performance and load testing of MCP servers by providing a JavaScript API to create clients and call tools.

DigitalOcean

3

A comprehensive DigitalOcean infrastructure management server providing 48 tools for droplets, volumes, load balancers, firewalls, and Kubernetes clusters. It enables full CRUD operations and network policy management through a unified MCP interface.

58 tools

Xingchen Workflow Orchestration

3

MCP (Model Context Protocol) Server. Bridges AI assistants with iFlytek's workflow orchestration system, enabling complex business automation tasks through configurable sequential, parallel, loop, and nested execution modes.

Vapi Voice AI

3

MCP (Model Context Protocol) Server. Integrates Vapi's voice AI capabilities with code editors, enabling outbound calls, voice assistant management, and conversation transcript retrieval for automated customer outreach and support interactions.

3 tools

SubspaceDomain

3

MCP (Model Context Protocol) Server. macOS-native bridge server that enables seamless communication between AI clients, providing Unix socket transport, persistent registration, and robust connection handling for coordinated tool execution across multiple models.

whazaa

Needs Setup
3

WhatsApp MCP server for Claude Code — talk to Claude from your phone via WhatsApp self-chat

OpenAlex Research MCP Server

Needs Setup
3

A specialized MCP server providing access to the OpenAlex catalog of 240+ million scholarly works, authors, and institutions for comprehensive literature reviews and research trend analysis.

19 tools

Langfuse

3

An MCP server that enables AI assistants to query and analyze LLM performance metrics from Langfuse analytics workspaces.

1 tool

Replicate

3

MCP (Model Context Protocol) Server. Integrates with Replicate to provide access to AI models for image generation, with features like parameter customization and output resizing.

AnythingLLM MCP Server

3

A comprehensive MCP server providing full API access to AnythingLLM, enabling natural language control over workspaces, document management, AI agents, and system administration.

38 tools

PubMed Research

3

A consolidated research engine that aggregates academic papers from PubMed, ArXiv, Google Scholar, and JSTOR, featuring advanced analysis, full-text extraction, and citation management.

5 tools

Spring Boot Bridge

3

MCP (Model Context Protocol) Server. Automatically converts Spring Boot REST applications into MCP servers, enabling AI tools to interact with existing Spring APIs without rewriting backend services.

Consumer Financial Protection Bureau Complaints

3

MCP (Model Context Protocol) Server. Provides access to the Consumer Financial Protection Bureau's complaint database for searching and retrieving banking and financial service complaints by company, product type, and result size.

1 tool

zKettle

3

Self-hosted, zero-knowledge encrypted, self-destructing secrets for secure agent-to-agent coordination

Warpcast

3

MCP (Model Context Protocol) Server. Integrates with Warpcast to enable posting, reading, searching, and managing interactions on the Farcaster social network for automated content curation and trend analysis.

9 tools

Apollo IO MCP Server

3

apollo.io mcp server. Get/enrich contact data for people and organizations agentically.

7 tools

deploy-mcp

3

Universal deployment tracker for AI assistants with live status badges and deployment monitoring.

5 tools

XRP Ledger

3

MCP (Model Context Protocol) Server. Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations.

17 tools

Figma Design Processor

3

MCP (Model Context Protocol) Server. Transforms Figma designs into structured data for React implementation, providing tools to extract component details, styles, and layout properties through the Figma API.

2 tools

mcp-klever-vm

Needs Setup
3

MCP server for Klever blockchain smart contract development.

Ergo Blockchain MCP

3

An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status.

7 tools

Documentation Search

3

MCP (Model Context Protocol) Server. Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search integration and content processing.

1 tool

Travel

3

A travel-focused MCP server providing searchable flight and hotel data based on IATA codes and city lookups through static JSON datasets.

2 tools