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Compresses images using various formats and quality settings, optimizing them for web use; operates offline and supports batch processing.

The MCP SQLite Server enables comprehensive interaction with SQLite databases, including CRUD operations, schema exploration, and custom SQL queries, posing moderate risks.

This MCP server provides Kagi Search API integration, enabling web searches via the `kagi_search` tool within compatible clients.

The mcp-difyworkflow-server allows execution of pre-defined Dify workflows via API calls, enabling integration with language model agents. Requires careful API key management.

MCP server for Atlassian (Jira, Confluence) enabling AI to search, create, and update issues/pages via API using tokens or PAT for Cloud and Server/Data Center.

The MCP-Geo server provides geocoding and reverse geocoding services using the GeoPy library, allowing LLMs to convert addresses to coordinates and vice versa.

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.

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.

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.

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

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

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

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

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

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

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

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.

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

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

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

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

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

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

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