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APISIX MCP server bridges LLMs with APISIX Admin API, enabling natural language interaction for managing APISIX resources, but requires careful configuration.

SkySQL MCP server manages serverless MariaDB instances, interacts with AI agents, executes SQL, and handles credentials via API key authentication.

This MCP server provides comprehensive security analysis by querying the VirusTotal API, offering detailed reports and relationship data for URLs, files, IPs, and domains.

Snowflake MCP server enables data interaction and analysis via SQL queries and schema exploration, with configurable write access and insight aggregation.

A Model Context Protocol server that enables LLMs to interact with GraphQL APIs, allowing for schema introspection and query execution.

BICScan MCP server provides blockchain address risk scoring and asset information via the BICScan API, enabling users to assess the risk associated with crypto addresses, domains, and dApps.

Queries multiple Ollama models to provide diverse AI perspectives, synthesizing responses for comprehensive answers, enhancing Claude's advisory capabilities.

This repository offers reference implementations of Model Context Protocol (MCP) servers, showcasing secure and controlled access to various tools and data sources for LLMs.

MindsDB enables connecting to data sources, unifying data with SQL, and responding to questions using agents and the Model Context Protocol (MCP).

Cyclops MCP enables AI agents to manage Kubernetes applications via high-level Cyclops Modules, abstracting complexity and ensuring production-ready deployments.

An MCP server facilitating real-time interaction with OPC UA industrial systems, enabling AI agents to monitor and control operational data.

DroidMind bridges AI assistants and Android devices via MCP, enabling control, debugging, and system analysis through natural language and ADB.

An MCP server that loads and serves OpenAPI specifications, enabling LLM-powered IDE integrations for API exploration and code generation within development environments.

The Rootly MCP server allows users to manage incident response directly from their IDE by leveraging Rootly's API for incident management, on-call scheduling, and resolution.

MCP server for accessing Dexscreener API to retrieve cryptocurrency pair and market data, primarily read-only operations.

Executes k6 load tests via MCP, allowing LLMs to orchestrate and analyze performance testing. Requires k6 and Python environment.

This MCP server provides tools to interact with Jira, enabling ticket management, JQL queries, and project listing, secured by API key authentication.

The Hydrolix MCP server enables LLMs to query and manage Hydrolix data through SQL, with authentication via tokens or credentials.

WebScraping.AI MCP server provides tools for extracting and querying web data, with options for proxying, JS rendering, and content sandboxing.

This MCP server provides intelligent summarization of various content types using Google's Gemini 1.5 Pro model, enhancing content understanding.

This MCP server provides read-only access to Azure Resource Graph, enabling querying and retrieval of Azure resource metadata across subscriptions.

Provides read-only access to Fantasy Premier League data, enabling analysis and decision-making within MCP-compatible clients; authentication enables access to user-specific data.

MCP Unity Editor enables AI assistants to interact with Unity projects, offering tools for scene manipulation, package management, and more, via a Node.js server.

mcp-log-proxy intercepts and displays messages between an MCP client and server via a web interface, primarily supporting STDIO interfaces for debugging and monitoring.