Selenium MCP Server - Alternatives & Competitors

Ranked by Relevance

• 1
  

  Webpage Screenshot MCP Server

  Capture web page screenshots programmatically for AI agent workflows.

  Webpage Screenshot MCP Server enables the capture of webpage and element screenshots using Puppeteer, providing a Model Context Protocol-compliant interface for AI agents. It supports various image formats, flexible authentication, and session persistence to facilitate integration with tools like Claude and Cursor. The server simplifies visual verification and monitoring of web applications by returning base64-encoded screenshots through customizable options. It also allows manual login workflows and multi-step web interactions with session continuity.

  44 4 MCP
• 2
  

  Scrapeless MCP Server

  A real-time web integration layer for LLMs and AI agents built on the open MCP standard.

  Scrapeless MCP Server is a powerful integration layer enabling large language models, AI agents, and applications to interact with the web in real time. Built on the open Model Context Protocol, it facilitates seamless connections between models like ChatGPT, Claude, and tools such as Cursor to external web capabilities, including Google services, browser automation, and advanced data extraction. The system supports multiple transport modes and is designed to provide dynamic, real-world context to AI workflows. Robust scraping, dynamic content handling, and flexible export formats are core parts of the feature set.

  57 10 MCP
• 3
  

  WebScraping.AI MCP Server

  MCP server for advanced web scraping and AI-driven data extraction

  WebScraping.AI MCP Server implements the Model Context Protocol to provide web data extraction and question answering functionalities. It integrates with WebScraping.AI to offer robust tools for retrieving, rendering, and parsing web content, including structured data and natural language answers from web pages. It supports JavaScript rendering, proxy management, device emulation, and custom extraction configurations, making it suitable for both individual and team deployments in AI-assisted workflows.

  33 13 MCP
• 4
  

  MCP Server for the RAG Web Browser Actor

  Local MCP server enabling LLMs to browse and extract web content via RAG Web Browser integration.

  Implements a Model Context Protocol (MCP) server designed for integration with LLMs and Retrieval-Augmented Generation (RAG) pipelines, providing automated web search and web page extraction capabilities. Runs locally and interacts with the RAG Web Browser Actor in Standby mode, responding to queries by fetching, scraping, and returning cleaned content from the web as Markdown. Supports Google Search queries and direct URL fetching through a standardized 'search' tool interface, offering multiple output formats and programmable arguments. Deprecated in favor of mcp.apify.com but illustrates MCP server use for local web browsing integrations.

  194 25 MCP
• 5
  

  AutoMobile

  Powerful tools for mobile automation, test authoring, and device management via MCP.

  AutoMobile provides a comprehensive set of tools for mobile automation, focusing on UI testing and development workflow automation. It operates as an MCP Server, enabling a robust interaction loop for model-driven actions and observations. The solution supports Android platforms with features like automated test authoring, multi-device management, and seamless CI test execution. AutoMobile also offers source mapping and deep view hierarchy analysis to enhance code rendering accuracy.

  63 8 MCP
• 6
  

  ScreenPilot

  Empower LLMs with full device control through screen automation.

  ScreenPilot provides an MCP server interface to enable large language models to interact with and control graphical user interfaces on a device. It offers a comprehensive toolkit for screen capture, mouse control, keyboard input, scrolling, element detection, and action sequencing. The toolkit is suitable for automation, education, and experimentation, allowing AI agents to perform complex operations on a user’s device.

  50 8 MCP
• 7
  

  @just-every/mcp-screenshot-website-fast

  Fast screenshot capture and tiling optimized for AI model workflows.

  Provides a fast and efficient command-line tool for capturing high-quality screenshots of webpages, specifically optimized for integration with AI vision workflows via the Model Context Protocol (MCP). Automates image tiling to 1072x1072 pixel chunks for optimal processing and compatibility with tools like Claude Vision API. Includes advanced features such as full-page capture, screencast recording, support for JavaScript injection, configurable viewports, and resource-efficient browser management.

  89 8 MCP
• 8
  

  Website Downloader MCP Server

  Download and archive entire websites as local, browsable directories via MCP.

  Website Downloader MCP Server provides a Model Context Protocol (MCP) compatible server that enables users to download entire websites using wget. It preserves the website structure, rewrites internal links for local browsing, and allows for custom download depth and output directories. The server is intended for integration into larger systems or AI workflows that utilize MCP servers. Installation instructions and usage examples are provided for multiple platforms.

  144 29 MCP
• 9
  

  Fetcher MCP

  Intelligent web content fetching and extraction using Playwright.

  Fetcher MCP is a server that fetches and extracts web page content using the Playwright headless browser while supporting the Model Context Protocol. It intelligently processes dynamic web pages with JavaScript, employs the Readability algorithm to extract main content, and supports output in both HTML and Markdown formats. Designed for seamless integration with AI model environments, it offers robust parallel processing, resource optimization, and flexible deployment options including Docker.

  906 76 MCP
• 10
  

  Mobile MCP

  Platform-agnostic server for scalable mobile automation and development.

  Mobile MCP is a Model Context Protocol (MCP) server that enables scalable automation and interaction with native iOS and Android devices through a unified, platform-independent API. Designed to power agents and LLMs, it supports both simulator/emulator and real device environments, allowing access via structured accessibility snapshots or coordinate-based actions. The server facilitates multi-step user journeys, data extraction, and agent-based frameworks without requiring device-specific expertise.

  2,436 217 MCP
• 11
  

  omniparser-autogui-mcp

  Automated GUI analysis and interaction via the Model Context Protocol.

  omniparser-autogui-mcp is an MCP server that leverages OmniParser to analyze on-screen content and perform automated GUI operations. It integrates with clients such as Claude Desktop and can be configured via a detailed environment setup. The tool supports Windows and can delegate OmniParser processing to external devices, offering flexibility for complex contexts. Multiple environment variables allow customization of backend processing, target window selection, and communication methods, including SSE.

  58 11 MCP
• 12
  

  MCP Web Research Server

  Bring real-time web research and Google search capabilities into Claude using MCP.

  MCP Web Research Server acts as a Model Context Protocol (MCP) server, seamlessly integrating web research functionalities with Claude Desktop. It enables Google search, webpage content extraction, research session tracking, and screenshot capture, all accessible directly from Claude. The server supports interactive and guided research sessions, exposing session data and screenshots as MCP resources for enhanced context-aware AI interactions.

  284 73 MCP
• 13
  

  Urlbox MCP Server

  Screenshot, PDF, HTML, and markdown generation MCP for websites.

  Urlbox MCP Server enables AI clients to generate website screenshots, PDFs, and extract HTML or markdown from web pages via the Urlbox Screenshot API. It supports automated extraction of metadata, cookies, and allows local file downloads. The server is designed to be integrated with LLMs, which can use its tools to capture and process web content on demand via standardized MCP interfaces. Environment variable configuration secures API access, and multiple formats are supported for flexible output.

  1 1 MCP
• 14
  

  iOS Simulator MCP Server

  A Model Context Protocol server for controlling and automating iOS simulators.

  Provides a Model Context Protocol (MCP) server that enables interactions with iOS simulators. Allows users to obtain simulator information, automate UI interactions such as tapping, typing, swiping, and retrieve accessibility data. Designed for robust integration with automation, testing, and developer workflows via standardized MCP commands.

  1,231 57 MCP
• 15
  

  MCP Pointer

  Point to browser DOM elements for agentic coding tools via MCP.

  MCP Pointer is a tool that combines a Chrome Extension and a local MCP Server to bridge browser DOM element selection with agentic coding tools through the Model Context Protocol. Users can visually select DOM elements in the browser using Option+Click, capturing rich contextual information such as text, CSS, and attributes. The MCP server exposes this data to AI-powered tools like Claude Code, Cursor, and Windsurf via a standardized protocol. This enables seamless, real-time transfer of in-browser context to AI coding assistants.

  519 47 MCP
• 16
  

  Substrate MCP Server

  A Rust-based MCP server for dynamic Substrate blockchain operations.

  Substrate MCP Server provides a Model Context Protocol (MCP) compliant server enabling dynamic interaction with Substrate blockchains. It supports querying balances, pallets, and storage, as well as submitting transactions and accessing block and event data. The server is fully configurable via environment variables and designed for seamless integration with tools such as Cursor, Claude, and development dashboards. Built in Rust, it interfaces with Substrate nodes using the subxt crate.

  11 4 MCP
• 17
  

  sslmon-mcp

  Domain registration and SSL certificate monitoring via Model Context Protocol.

  sslmon-mcp is a Model Context Protocol (MCP) compliant server that enables querying domain registration details and SSL certificate information for any given domain. It offers both HTTP-based remote service and a local NPX server for integration with AI tools and platforms. The tool helps automate security monitoring, domain lifecycle management, and certificate validity tracking via standardized API endpoints.

  1 4 MCP
• 18
  

  pharo-smalltalk-interop-mcp-server

  Local MCP server enabling advanced Pharo Smalltalk integration and introspection.

  pharo-smalltalk-interop-mcp-server implements the Model Context Protocol (MCP) and enables communication with a local Pharo Smalltalk image. It offers capabilities such as code evaluation, code introspection, search and discovery, package management, project installation, test execution, and UI debugging. The server is configured to integrate with tools like Cursor and Claude Code, providing a standardized API for programmatic Smalltalk interaction.

  6 2 MCP
• 19
  

  SearXNG MCP Server

  MCP-compliant server integrating the SearXNG API for advanced web search capabilities

  SearXNG MCP Server implements the Model Context Protocol and integrates the SearXNG API to provide extensive web search functionalities. It features intelligent caching, advanced content extraction, and multiple configurable search parameters such as language, time range, and safe search levels. The server exposes tools for both web searching and URL content reading, supporting detailed output customization through input parameters. Designed for seamless MCP deployments, it supports Docker and NPX-based installation with rich configuration options.

  321 56 MCP
• 20
  

  iOS Simulator MCP Server

  Programmatic control of iOS simulators via the Model Context Protocol

  iOS Simulator MCP Server implements the Model Context Protocol (MCP) to provide a standardized interface for managing iOS simulators. It enables users to list simulators, boot or shut them down, install application bundles, and launch apps by bundle ID. By conforming to the MCP specification, it allows seamless integration with tools that require structured simulator management.

  46 9 MCP
• 21
  

  simctl-mcp

  A Model Context Protocol server for automating iOS Simulator control.

  simctl-mcp implements a Model Context Protocol (MCP) server that allows for remote and automated management of iOS Simulator devices and applications. It supports both STDIO and HTTP server modes for flexible integration into development workflows. The tool provides functionality for device management, app lifecycle operations, permission handling, system features, certificate management, and media content manipulation. It is designed to facilitate AI-driven or prompt-based interactions with the iOS Simulator environment.

  13 4 MCP
• 22
  

  G-Search MCP

  Parallel Google search server with MCP support for structured AI context.

  G-Search MCP is a server for executing parallel Google searches optimized for use with AI tools through the Model Context Protocol. It efficiently handles multiple queries at once, simulates realistic user behavior to evade detection, and returns well-structured JSON responses. The server is configurable, supports parameter tuning like search limits and timeouts, and is designed for seamless integration in AI-driven environments such as Claude Desktop.

  224 29 MCP
• 23
  

  MCP Design System Extractor

  Extract component metadata from Storybook design systems for AI model context.

  MCP Design System Extractor serves as a Model Context Protocol server that connects to Storybook instances to extract detailed information about UI components. It retrieves rendered HTML, styles, metadata, props, and dependencies from Storybook design systems. The tool leverages Puppeteer and Chrome/Chromium to provide dynamic JavaScript rendering of components and offers multiple tools to analyze and search components, props, themes, and layouts.

  33 10 MCP
• 24
  

  locust-mcp-server

  Run Locust load tests via Model Context Protocol integration.

  locust-mcp-server provides a Model Context Protocol (MCP) server for executing Locust load tests, allowing seamless connection between Locust and AI-powered development environments. It offers easy configuration, real-time test output, and both headless and UI testing modes. The project features a simple API for customizable load testing scenarios and supports various runtime and user parameters.

  9 6 MCP
• 25
  

  Chroma MCP Server

  A self-hosted Model Context Protocol (MCP) server for Chroma vector database integration.

  Chroma MCP Server implements the Model Context Protocol to allow seamless integration between LLM applications and external data using the Chroma embedding database. It enables AI models to create, manage, and query collections with advanced vector search, full text search, and metadata filtering. The server supports both ephemeral and persistent client types, along with integration for HTTP and cloud-based Chroma instances. Multiple embedding functions, collection management tools, and rich document operations are available for extensible LLM workflows.

  418 78 MCP
• 26
  

  Excel MCP Server

  Manipulate Excel files programmatically via the Model Context Protocol.

  Excel MCP Server enables AI agents and applications to create, read, and modify Excel workbooks without relying on Microsoft Excel. It provides comprehensive Excel operations such as editing sheets, managing data, generating charts, and working with pivot tables through various transport protocols including stdio and HTTP. The server supports robust data validation, advanced formatting, and seamless integration as both a local tool and remote service. Configuration options for file management and port settings allow for flexible deployment.

  2,795 326 MCP
• 27
  

  SSH MCP Server

  MCP-compliant SSH server for secure command execution on Linux and Windows.

  SSH MCP Server provides an MCP-compliant interface to expose SSH control for both Linux and Windows systems. It enables secure execution of shell commands remotely, supporting password and SSH key authentication as well as sudo and su elevation. Built with TypeScript and the official MCP SDK, the server offers configurable timeouts, process management, and compatibility with popular LLM clients such as Claude Desktop and Cursor. Designed for robust and flexible integration, it facilitates natural language interfaces to system administration tasks.

  137 24 MCP
• 28
  

  MCP-Twikit

  A Model Context Protocol server for Twitter search and interaction.

  MCP-Twikit is an MCP-compliant server that enables interaction with the Twitter platform via the Model Context Protocol. It supports functions such as searching tweets, analyzing sentiments across accounts, and retrieving a user's Twitter timeline. The tool is designed for integration with AI clients to facilitate structured, context-aware access to Twitter data.

  211 27 MCP
• 29
  

  Google Sheets MCP Server

  Automate Google Sheets with Model Context Protocol integration.

  Google Sheets MCP Server enables seamless integration between Google Sheets and any MCP-compatible client, providing rich API access for spreadsheet automation. It offers full CRUD operations on spreadsheets and tables, secure authentication with Google Service Accounts, and compatibility with tools like Continue.dev, Claude Desktop, and Perplexity. The service can be rapidly installed with the uvx package manager, making it fast and easy to connect Google Sheets to various AI and automation workflows.

  12 3 MCP
• 30
  

  @f4ww4z/mcp-mysql-server

  Standardized MySQL operations server for Model Context Protocol environments.

  Provides a Model Context Protocol server that allows AI models to interact with MySQL databases through a standardized interface. Supports secure connection, prepared statements, and robust error handling. Enables models to connect, query, execute statements, list tables, and describe schema with simple commands. Designed for seamless integration with tools like Smithery and evaluation frameworks.

  130 27 MCP
• 31
  

  Node.js Sandbox MCP Server

  Run ephemeral, containerized JavaScript code via Model Context Protocol.

  Node.js Sandbox MCP Server provides an implementation of the Model Context Protocol (MCP) for safe and isolated JavaScript code execution in ephemeral Docker containers. It supports on-the-fly npm dependency installation, execution of shell commands, and the management of Node.js environments with resource limits. The server can be integrated with clients like Claude Desktop and is available as a Docker image or via NPX for rapid deployment.

  133 25 MCP
• 32
  

  MCP Server Kubernetes

  Connect and manage Kubernetes clusters via Model Context Protocol servers.

  MCP Server Kubernetes enables seamless connection and management of Kubernetes clusters through the Model Context Protocol. It supports loading kubeconfig from multiple sources, integrates easily with Claude Code, Claude Desktop, and VS Code, and offers flexible authentication mechanisms. Users can control clusters using standard command-line tools and extension integrations for multiple environments.

  1,181 194 MCP
• 33
  

  LeetCode MCP Server

  Seamless Model Context Protocol integration with LeetCode APIs for advanced automation and intelligent tooling.

  LeetCode MCP Server is a Model Context Protocol (MCP) compliant server that enables advanced integration with LeetCode’s APIs. It provides robust access to problem data, user profiles, contest analytics, and private user notes across both global and China LeetCode platforms. The server streamlines retrieval, analysis, and interaction with programming challenges, facilitating intelligent automation and enhanced workflow for developers and AI-powered tools. It can be installed via npm or Smithery and easily configured in popular environments like VSCode.

  70 17 MCP
• 34
  

  MCP Shell Server

  A secure, configurable shell command execution server implementing the Model Context Protocol.

  MCP Shell Server provides secure remote execution of whitelisted shell commands via the Model Context Protocol (MCP). It supports standard input, command output retrieval, and enforces strict safety checks on command operations. The tool allows configuration of allowed commands and execution timeouts, and can be integrated with platforms such as Claude.app and Smithery. With robust security assessments and flexible deployment methods, it facilitates controlled shell access for AI agents.

  153 42 MCP
• 35
  

  books-mcp-server

  A server implementation supporting Model Context Protocol integration with cherry-studio.

  books-mcp-server allows users to set up a Model Context Protocol (MCP) compliant server for managing and interacting with AI models. It enables integration with cherry-studio through STDIO commands and structured server configurations. The tool provides straightforward setup instructions and supports launching the server with customizable parameters, making it suitable for various AI context management tasks.

  5 2 MCP
• 36
  

  Slack MCP Server

  A feature-rich Model Context Protocol server for integrating Slack Workspaces with AI model context management.

  Slack MCP Server acts as a Model Context Protocol (MCP) server tailored for Slack Workspaces, providing flexible integration modes including Stealth and OAuth. It enables advanced functionalities such as fetching channel and thread messages, supporting direct and group messages, smart history retrieval, and robust context management for AI workflows. Communication is supported over Stdio, SSE, and HTTP transports, and the platform includes enhanced features like user information embedding and cache support. Designed for enterprise and individual use, it allows seamless context extraction and management without compromising workspace security.

  903 136 MCP
• 37
  

  MCP SQLite Server

  A Model Context Protocol server for interacting with SQLite databases.

  MCP SQLite Server enables comprehensive interaction with SQLite databases via the Model Context Protocol. It allows users to perform full CRUD operations, explore database schema, and execute custom SQL queries in a standardized, MCP-compatible way. Designed for integration with modern IDEs, it streamlines database management and introspection for developers and AI model workflows.

  65 10 MCP
• 38
  

  Desktop Commander MCP

  AI-powered local tool for managing files, processes, and terminals using Model Context Protocol.

  Desktop Commander MCP enables users to search, manage files, run terminal commands, and automate development tasks through Model Context Protocol (MCP). It offers interactive process management, in-memory code execution, advanced file operations, pattern-based file editing, and comprehensive audit logging. Built on top of MCP Filesystem Server, it integrates multiple developer tools within a conversational interface, supporting enhanced process control and efficient workflow automation.

  4,883 541 MCP
• 39
  

  python-openstackmcp-server

  MCP server enabling AI-powered OpenStack cloud management

  python-openstackmcp-server implements the Model Context Protocol (MCP) to provide an interface for AI assistants to interact seamlessly with OpenStack cloud services. It supports the management of compute, image, identity, network, and block storage resources via the MCP standard, bridging the gap between AI clients and OpenStack APIs. The server connects to the OpenStack SDK and exposes capabilities such as authentication, configuration management, and resource operations for cloud environments.

  15 6 MCP
• 40
  

  Octomind MCP Server

  Let agents create and manage automated end-to-end tests with Octomind.

  Octomind MCP Server enables agents to interact with Octomind's end-to-end testing platform, allowing the creation, execution, and management of automated tests. It provides a server that integrates with various clients and allows for configuration, session management, and access to multiple testing tools and resources. The server supports extensible session storage options and integrates with external platforms like TestRail and Redis for advanced scenarios. It is designed to facilitate local development and enhance test management workflows.

  21 9 MCP
• 41
  

  mcp-code-runner

  A Docker-based code runner implementing the MCP protocol

  mcp-code-runner is a code execution service built on top of the Model Context Protocol (MCP). It enables users to execute code securely within Docker containers and retrieve the execution results. The tool is designed to support code execution use cases while adhering to the MCP standard for interoperability. A local Docker environment is required for operation.

  14 4 MCP
• 42
  

  memvid-mcp-server

  A Streamable HTTP MCP Server for encoding and semantically searching video-based memory.

  memvid-mcp-server provides a Model Context Protocol (MCP) compatible HTTP server that leverages memvid to encode text data into videos. It supports adding text chunks as video and performing semantic search over them using standardized MCP actions such as add_chunks and search. The server can be integrated with MCP clients via streamable HTTP and enables fast context retrieval for AI applications.

  8 3 MCP
• 43
  

  mcp-v8

  Expose a secure V8 JavaScript runtime to AI agents via the Model Context Protocol

  mcp-v8 is a Rust-based server that implements the Model Context Protocol, providing a secure and isolated V8 JavaScript runtime for AI agents like Claude and Cursor. It supports persistent heap snapshots using S3 or a local filesystem and offers both stateless and stateful execution modes. The server is easily configurable, supporting multiple transports such as stdio, HTTP, and Server-Sent Events for flexible integration. Designed for modern AI development environments, it enables seamless context handling and interoperability for agent tools.

  23 4 MCP
• 44
  

  MCP K8S Go

  Golang-based MCP server that enables AI-driven interactions with Kubernetes clusters.

  MCP K8S Go provides a server implementation of the Model Context Protocol for managing and interacting with Kubernetes clusters. It offers functionality to list, retrieve, create, and modify Kubernetes resources such as contexts, namespaces, pods, and nodes using standardized context-aware approaches. Designed for integration with AI assistants like Claude Desktop, it enables prompting and tool execution to manage cluster state, monitor events, fetch pod logs, and run in-pod commands. The solution supports deployment via various installation methods including Docker, Node.js, and Go binaries.

  356 50 MCP
• 45
  

  Portainer MCP

  Connect AI assistants securely to Portainer environments using the Model Context Protocol.

  Portainer MCP is an implementation of the Model Context Protocol (MCP) designed for seamless integration between AI assistants and Portainer-managed container environments. It enables management of Portainer resources and allows execution of Docker and Kubernetes commands through AI interfaces in a secure, standardized manner. The tool provides direct protocol-based access to environment data, facilitating automation and operational insights for container infrastructures.

  81 16 MCP
• 46
  

  Inoyu Apache Unomi MCP Server

  Model Context Protocol server for managing user profiles and context through Apache Unomi.

  Inoyu Apache Unomi MCP Server provides Model Context Protocol support for user context management via Apache Unomi profile handling. It enables AI systems like Claude to maintain user state, lookup and update profiles, manage profile properties, and handle sessions through standardized tools. The implementation supports both Unomi v2 and v3, allowing for email-based profile creation and property updates while offering context isolation through scope management. JSON-based APIs are provided for streamlined integration and data exchange.

  7 9 MCP
• 47
  

  NebulaBlock API MCP Server

  Expose NebulaBlock API as tools for MCP-compatible environments

  NebulaBlock API MCP Server provides an implementation of the Model Context Protocol (MCP), enabling seamless integration of the NebulaBlock API as accessible tools. It leverages the fastmcp library and supports both command-line and environment variable API key configuration. Designed with MCP compatibility in mind, it offers a server interface for programmatic and tool-based interactions within any MCP-compliant system.

  1 2 MCP
• 48
  

  MCP Teams Server

  Model Context Protocol server implementation for Microsoft Teams integration.

  MCP Teams Server implements the Model Context Protocol (MCP) to enable integration with Microsoft Teams, allowing for reading, creating, and replying to messages as well as managing mentions and channel members. It offers seamless server capabilities that bridge MCP-compliant tools with Microsoft Teams environments. The solution supports message threading, user mentions, and team/channel context management, enhancing collaboration and automation in Teams. Pre-built Docker images and straightforward deployment options are provided.

  331 27 MCP
• 49
  

  Developer MCP Server

  A powerful MCP server for developer tools including file editing, shell commands, and screen capture.

  Developer MCP Server is a general purpose server that implements the Model Context Protocol, offering tools for developers such as file editing, shell command execution, and screen capturing. Built with the rmcp crate, it provides secure and cross-platform operations with file access controls that respect gitignore patterns. The server integrates seamlessly with compatible MCP clients like Claude Desktop and supports advanced workflow management features. Security, workflow branching, and context preservation make it suitable for complex problem-solving and development automation.

  16 7 MCP
• 50
  

  cert-manager-mcp-server

  Manage and troubleshoot cert-manager resources with an MCP server interface.

  cert-manager-mcp-server provides an MCP-compliant server for managing and troubleshooting certificates, issuers, and Kubernetes contexts related to cert-manager. It exposes tools to list, inspect, and renew certificates, manage issuers, and switch Kubernetes contexts. The server is designed for integration with Model Context Protocol environments such as Claude Desktop, enabling robust automation and monitoring workflows around cert-manager-managed resources.

  15 1 MCP