{
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    "title": "YouTube Channel Lookalike Finder",
    "description": "Find channels related to any YouTube channel: the channels its creator features on the channel page, plus a topic search when there are none. Channel ID, name, subscribers and source on every row. No login.",
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          "channels"
        ],
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            "maxItems": 50,
            "type": "array",
            "description": "List of channels: @handle, full URL (https://www.youtube.com/@handle), or bare channel ID (UC...). For each one, returns the channels its creator features on the channel page, or topic-search results when there are none. Every row names its source.",
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              "type": "string"
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            "title": "Max concurrent channels",
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            "maximum": 20,
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            "description": "How many channels to process in parallel. Kept conservative until sustained concurrency is measured separately in production.",
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          },
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          },
          "youtubeApiKey": {
            "title": "YouTube Data API key (optional)",
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