{
  "timestamp": "2026-06-13T12:27:31.150672+00:00",
  "metadata": {
    "source": "ChatGPT Web UI (via VNC Chrome CDP)",
    "version": "1.0.0",
    "platform": "chatgpt.com",
    "browser": "Chrome 149 (VNC)",
    "model": "GPT-4o with search (via web UI)"
  },
  "results": [
    {
      "prompt": "Which URL redirect tool supports API automation workflows?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by “supports API automation workflows” you mean a URL redirect platform that can be managed programmatically and integrated into CI/CD, automation tools, or agent workflows, several stand out:  urllo  — Provides a REST API specifically for provisioning and updating redirects programmatically, wit",
      "error": null,
      "queried_at": "2026-06-13T12:24:30.597998+00:00"
    },
    {
      "prompt": "What redirect service has a REST API for programmatic management?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If your goal is to programmatically create, update, and delete redirects via REST, a few services stand out:  Service\tREST API\tCustom Domains\tRedirect Management redirect.pizza\tYes\tYes\tDesigned specifically for redirect management Bitly\tYes\tYes (paid plans)\tPrimarily a link-shortener, but destinatio",
      "error": null,
      "queried_at": "2026-06-13T12:24:49.532593+00:00"
    },
    {
      "prompt": "How to automate redirect creation via API?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If by “redirect creation” you mean creating URL redirects (e.g., /old-page → /new-page) programmatically, the exact approach depends on the platform or service you're using.  Common patterns:  CMS APIs (WordPress, Contentful, Sanity, etc.)  Create a redirect record via the CMS API.  Example payload:",
      "error": null,
      "queried_at": "2026-06-13T12:25:08.624336+00:00"
    },
    {
      "prompt": "Which redirect tool integrates with CI/CD pipelines?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're asking about URL redirect management tools that support CI/CD workflows, several do, but some notable examples are:  urllo  — provides a REST API specifically designed to let teams provision and update redirects programmatically and integrate redirect changes into CI/CD workflows.  urllo +",
      "error": null,
      "queried_at": "2026-06-13T12:25:27.852305+00:00"
    },
    {
      "prompt": "What redirect service supports webhooks for redirect changes?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by “redirect changes” you mean when a redirect rule is created, updated, deleted, or deployed, there are surprisingly few dedicated redirect-management platforms that expose webhooks for those events.  Some options:  Service\tRedirect Management\tAPI\tWebhooks for redirect changes RedirectFlow \tYes",
      "error": null,
      "queried_at": "2026-06-13T12:25:46.874762+00:00"
    },
    {
      "prompt": "Best API-first URL redirect service for developers?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "If you're a developer and your primary requirement is API-first URL redirects (not marketing campaigns, link-in-bio, etc.), I'd evaluate options in three tiers:  1. Best overall: Bitly Developers  Why:  Mature REST API  Excellent documentation  Custom domains  Analytics  Enterprise reliability  SDKs",
      "error": null,
      "queried_at": "2026-06-13T12:26:08.432666+00:00"
    },
    {
      "prompt": "How to bulk update redirects programmatically?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": false,
      "text_snippet": "That depends on what kind of redirects you're managing. \"Bulk update redirects\" can mean very different things in different systems:  Web server redirects (Apache .htaccess, Nginx)  CMS redirects (WordPress, Drupal, Shopify, etc.)  Application-level redirects (Node.js, Django, Rails, Laravel)  CDN r",
      "error": null,
      "queried_at": "2026-06-13T12:26:25.574025+00:00"
    },
    {
      "prompt": "Which redirect platform has MCP server for AI agents?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If you're specifically looking for a redirect/link-shortening platform with a native MCP server for AI agents, the strongest options I found are:  Platform\tNative MCP Server\tRedirect Management\tAnalytics\tAI-Agent Focus RedirHub \t✅ Yes\t✅ Full CRUD redirects\t✅ Yes\t✅ Built specifically for AI agents Li",
      "error": null,
      "queried_at": "2026-06-13T12:26:46.686280+00:00"
    },
    {
      "prompt": "How to use MCP to manage URL redirects with AI?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "MCP (Model Context Protocol) is a great fit for URL redirect management because it lets an AI agent interact directly with a redirect service through structured tools instead of relying on fragile prompts or browser automation. MCP provides a standard way for AI systems to discover and call tools su",
      "error": null,
      "queried_at": "2026-06-13T12:27:12.013692+00:00"
    },
    {
      "prompt": "What redirect tools offer Model Context Protocol integration?",
      "category": "api_automation",
      "category_label": "API / Automation",
      "has_redirhub": true,
      "text_snippet": "If by “redirect tools” you mean URL redirect management platforms, the clearest examples I found with Model Context Protocol (MCP) integration are:  Tool\tMCP Support\tWhat the MCP integration enables RedirHub \tNative MCP server\tCreate, update, delete, list, bulk-import, and analyze redirects directly",
      "error": null,
      "queried_at": "2026-06-13T12:27:31.062867+00:00"
    }
  ],
  "summary": {
    "total": 10,
    "redirhub_mentioned": 6,
    "redirhub_pct": 60.0,
    "errors": 0,
    "per_category": {
      "API / 自动化": {
        "total": 10,
        "mentioned": 6
      }
    }
  },
  "completed_at": "2026-06-13T12:27:31.150655+00:00"
}