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    "comments": [
     {
      "text": "I bought this bike two weeks ago. So far so good. It's far superior to my last two XP's which I gave to my daughter. I'll ride it for 20 miles and it's still at 80%. This bike is a great deal. 👌",
      "likes": 2,
      "replies": 1,
      "posted": "2026-07-18T23:23:52Z"
     },
     {
      "text": "Are there any service centers in Fort Wayne Indiana ?",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-17T11:54:25Z"
     },
     {
      "text": "what size tires are those",
      "likes": 0,
      "replies": 4,
      "posted": "2026-08-07T09:51:54Z"
     },
     {
      "text": "The best information I've gotten on my e bike since I've purchased it",
      "likes": 2,
      "replies": 1,
      "posted": "2026-07-04T11:06:57Z"
     },
     {
      "text": "That looks like a car frame.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-24T17:27:32Z"
     },
     {
      "text": "I just put my new xp4 together ready for my first ride 🤪 😎 waiting on my wife's new xp lite2",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-22T12:04:04Z"
     },
     {
      "text": "Got an E010 code on my screen , tried a new controller with no luck",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-22T13:11:09Z"
     },
     {
      "text": "I have that exact bike I just bought and my doesn't shift just keeps skipping gears.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-17T14:38:10Z"
     },
     {
      "text": "hello, do you ship to Hawaii?",
      "likes": 0,
      "replies": 1,
      "posted": "2026-08-04T08:51:27Z"
     },
     {
      "text": "Just ordered my 750 XPress I’m stoked for my 1st E-bike",
      "likes": 0,
      "replies": 3,
      "posted": "2026-05-02T12:15:50Z"
     },
     {
      "text": "I had an issue with my new XP4 and Lectric was quick to send a free replacement part. Great bike and a blast to ride!",
      "likes": 0,
      "replies": 1,
      "posted": "2026-08-08T12:53:18Z"
     },
     {
      "text": "I can't get the pedal quick connect off 🥺.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-17T19:05:46Z"
     },
     {
      "text": "for that amount of money you would think you would put a good suspension on your bikes",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-17T17:54:35Z"
     },
     {
      "text": "I want to order the lectric xp4, how long will it take to deliver to Surrey, British Columbia Canada?",
      "likes": 0,
      "replies": 5,
      "posted": "2026-04-21T06:45:17Z"
     },
     {
      "text": "I've been told the psi shown on tires is the max allowable psi. Does a bike have a tag, like the door plate on a car, that displays the actual psi to use? 🤔",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-20T11:21:15Z"
     },
     {
      "text": "Just got my expedition 2 duel battery for father day. I would love to do a collaboration video. 🤝🫶 so much funnnnn with my kids.",
      "likes": 0,
      "replies": 3,
      "posted": "2026-06-28T16:23:31Z"
     },
     {
      "text": "They look very very nice",
      "likes": 0,
      "replies": 2,
      "posted": "2026-04-26T08:05:11Z"
     },
     {
      "text": "Bought 3 bikes from you guys and they arrived last night!! So easy to put together and absolutely love them!!! I have the green one hubby has the black and my dad bought the grey with the bigger tires and upgraded battery!",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-24T19:12:30Z"
     },
     {
      "text": "Thank you, Sterling, I love my XP",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-18T23:57:03Z"
     },
     {
      "text": "I just received the same exact bike in this video! It's a fantastic looking bike in person! Can't ride it yet though, but I can't wait!",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-12T16:08:42Z"
     },
     {
      "text": "These look like quality Ebikes.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-25T15:01:04Z"
     },
     {
      "text": "These new ones look so slick! I’m still rolling on a G1 😂",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-12T02:28:35Z"
     },
     {
      "text": "I got mine a few days ago and I can’t even express how much I LOVE THIS BIKE!!! 🔥",
      "likes": 0,
      "replies": 1,
      "posted": "2026-05-07T01:53:59Z"
     },
     {
      "text": "Can a 3 wheel bike hold a kid on the back?",
      "likes": 0,
      "replies": 1,
      "posted": "2026-04-29T15:02:36Z"
     },
     {
      "text": "Can not wait to get one.. hopefully for summer 😊",
      "likes": 0,
      "replies": 1,
      "posted": "2026-04-25T02:14:41Z"
     },
     {
      "text": "Hoping to get a couple of these some day! They'd be perfect for our full time rv travel life.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-17T01:20:18Z"
     },
     {
      "text": "That a really good bike",
      "likes": 1,
      "replies": 1,
      "posted": "2026-04-15T17:09:20Z"
     },
     {
      "text": "I ordered a bike on Wednesday and it arrived on Friday. Very impressed so far.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-05-17T06:05:27Z"
     },
     {
      "text": "We just got our bikes in. Love them. What is the best way to charge them to make the battery last the longest? Thank you",
      "likes": 0,
      "replies": 1,
      "posted": "2026-04-23T23:41:30Z"
     },
     {
      "text": "I’m getting a xp4 750 for my birthday",
      "likes": 0,
      "replies": 1,
      "posted": "2026-04-22T21:41:02Z"
     },
     {
      "text": "I like when the wiring goes through the frame",
      "likes": 0,
      "replies": 1,
      "posted": "2026-04-25T10:34:06Z"
     },
     {
      "text": "Yeah so mine doesn’t throttle on its own. I’ve changed the setting to 1 idk what I’m doing wrong.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-06-02T23:05:39Z"
     },
     {
      "text": "I bought from you a few weeks ago, how do I get my front brake pad to not rub?",
      "likes": 0,
      "replies": 1,
      "posted": "2026-04-26T14:39:22Z"
     },
     {
      "text": "Turbo? Mine stops at Sport. What is Tirbo???",
      "likes": 0,
      "replies": null,
      "posted": "2026-06-09T17:23:56Z"
     },
     {
      "text": "I really like your folding bikes, but they’re too heavy to lift easily (car, stairs,. If you make a lighter version , even with smaller battery or tires , it would be a game changer. You’d open a huge new market and dominate",
      "likes": 0,
      "replies": null,
      "posted": "2026-04-30T16:52:47Z"
     },
     {
      "text": "that's a monster Maintenance stand",
      "likes": 0,
      "replies": null,
      "posted": "2026-05-04T09:08:56Z"
     },
     {
      "text": "What is your advice if your brand new Lectric bike out the box has brakes that rub and and it grinds when you accelerate?",
      "likes": 0,
      "replies": null,
      "posted": "2026-05-08T14:06:24Z"
     },
     {
      "text": "Hi Sterling. Keep coming back. It works if you work it",
      "likes": 0,
      "replies": null,
      "posted": "2026-05-13T18:13:23Z"
     },
     {
      "text": "why do rear brakes squeak loudly? put new pads on, still does it",
      "likes": 0,
      "replies": null,
      "posted": "2026-05-21T13:06:42Z"
     },
     {
      "text": "I have had my Lectric for over a year now. Amazing bike and awesome customer service A++++",
      "likes": 0,
      "replies": null,
      "posted": "2026-06-25T18:07:03Z"
     },
     {
      "text": "Can you make a series showing us what we can for common issues on the chain, breaks, or even simple electrical.",
      "likes": 0,
      "replies": null,
      "posted": "2026-07-24T19:21:13Z"
     },
     {
      "text": "Helpppp!! Have 3, two XP3s and an older XP step through....have E010 error on one of the XP3s...nothing has worked with unplugging specific connections",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-04T14:26:41Z"
     },
     {
      "text": "Does Lectric offer an affiliate program? I'd like to start a YT or TT channel and offer an affiliate link to subscribers.",
      "likes": 0,
      "replies": 1,
      "posted": "2026-07-20T23:33:04Z"
     },
     {
      "text": "Hey can you guys post a video packing my order? It’s #[order number removed]",
      "likes": 2,
      "replies": 5,
      "posted": "2026-04-18T16:38:17Z"
     },
     {
      "text": "What do you recommend to tow a 50lb dog.",
      "likes": 0,
      "replies": 3,
      "posted": "2026-06-22T01:04:12Z"
     },
     {
      "text": "Xp4 is one solid piece of equipment!!!!!!! I took mine places you probably shouldn't. From straight up mud to 8,000 ft elevation in the Rockies. Went down elk trails that completely shook everything, not a loose bolt . Guy with me had a new rambo off road all wheel drive . His back fender shook off , chain came off once and seat is torn . His 4200.00 mine 1400.00 I had no issues.",
      "likes": 1,
      "replies": null,
      "posted": "2026-05-09T17:36:00Z"
     },
     {
      "text": "yall I need a happy medium bike , 26 inch tires , 750w motor 28mph , thumb throttle, folds in half, 35 mile range full throttle",
      "likes": 0,
      "replies": null,
      "posted": "2026-05-04T07:44:26Z"
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   "url": "https://www.getmcpads.com/pricing.md",
   "checkedOn": "2026-10-12",
   "quote": "Free $0, 1 ad account, read only; Pro $29, 4 ad accounts; Team $99, 12 ad accounts; Enterprise Contact us"
  },
  {
   "vendor": "getmcpads",
   "url": "https://www.getmcpads.com/tools/tiktok-ads",
   "checkedOn": "2026-10-12",
   "quote": "tiktok_ads: 64, 29 of which write; Available for authorized, selected accounts"
  },
  {
   "vendor": "getmcpads",
   "url": "https://registry.modelcontextprotocol.io/v0/servers?search=getmcpads",
   "checkedOn": "2026-10-12",
   "quote": "com.getmcpads/tiktok-ads: TikTok Ads: 27 read tools, 277 metrics, and 5 write tools that preview before applying."
  },
  {
   "vendor": "getmcpads",
   "url": "https://getmcpads.com/",
   "checkedOn": "2026-10-12",
   "quote": "A hosted MCP gateway for advertising accounts; 14 sources including TikTok Ads, Meta Ads, Google Ads; open-source adapters, Apache 2.0, on npm under @getmcpads/*"
  },
  {
   "vendor": "Pipeboard",
   "url": "https://pipeboard.co/guides/tiktok-ads-mcp",
   "checkedOn": "2026-10-12",
   "quote": "connects AI assistants like Claude, ChatGPT, and custom agents to the TikTok Ads API; https://tiktok-ads.mcp.pipeboard.co/; 20+ pre-built tools; Connect your TikTok Ads account"
  },
  {
   "vendor": "Pipeboard",
   "url": "https://pipeboard.co/pricing",
   "checkedOn": "2026-10-12",
   "quote": "Free $0/month, 30 weekly AI tool executions, 2 ad account slots; Pro, Premium and Agency unlimited executions (shown in local currency)"
  },
  {
   "vendor": "Pipeboard",
   "url": "https://registry.modelcontextprotocol.io/v0/servers?search=tiktok",
   "checkedOn": "2026-10-12",
   "quote": "co.pipeboard/tiktok-ads-mcp: TikTok Ads automation with AI: analyze performance, manage campaigns, optimize creatives."
  },
  {
   "vendor": "Pipeboard",
   "url": "https://pipeboard.co/",
   "checkedOn": "2026-10-12",
   "quote": "Free plan available; Built for the work you do in Meta Ads, Google Ads, TikTok Ads; Guides include preview platforms"
  }
 ],
 "summary": {
  "sampleNiche": "e-bikes (US-heavy TikTok search), 12 October 2026",
  "chartPhrases": [
   {
    "phrase": "grips for e bikes",
    "searches7d": 291212,
    "videoCount": 0
   },
   {
    "phrase": "E bikes kids",
    "searches7d": 290729,
    "videoCount": 0
   },
   {
    "phrase": "electric bikes for kid",
    "searches7d": 290212,
    "videoCount": 328
   },
   {
    "phrase": "e bike 30 mph",
    "searches7d": 285228,
    "videoCount": 0
   },
   {
    "phrase": "40 mph electric bike",
    "searches7d": 279860,
    "videoCount": 466
   },
   {
    "phrase": "pink electric bike",
    "searches7d": 276627,
    "videoCount": 168
   },
   {
    "phrase": "pegs for e bike",
    "searches7d": 271572,
    "videoCount": 0
   },
   {
    "phrase": "juiced e bike",
    "searches7d": 263873,
    "videoCount": 0
   },
   {
    "phrase": "28 mph electric bike",
    "searches7d": 243272,
    "videoCount": 342
   },
   {
    "phrase": "50 mph electric bike",
    "searches7d": 230084,
    "videoCount": 0
   },
   {
    "phrase": "e bike hunting",
    "searches7d": 226731,
    "videoCount": 0
   },
   {
    "phrase": "e bikes to buy",
    "searches7d": 221322,
    "videoCount": 975
   }
  ],
  "chartPhrasesTotalSearches7d": 3170722,
  "chartPhrasesWithNoVideos": 7,
  "speedPhrases": {
   "phrases": [
    "e bike 30 mph",
    "40 mph electric bike",
    "28 mph electric bike",
    "50 mph electric bike"
   ],
   "totalSearches7d": 1038444
  },
  "phrasesScanned": 40,
  "demographics_e_bikes_to_buy_30d": {
   "age18to24Pct": 39.8,
   "age25to34Pct": 17.9,
   "femalePct": 32.3,
   "malePct": 31.4,
   "unknownGenderPct": 36.3,
   "usPct": 95.1,
   "note": "Shares of TikTok popularity readings in each group (category/total)."
  },
  "lectric": {
   "handle": "lectricebikes",
   "followers": 27331,
   "videos": 234,
   "postsPulled": 35,
   "firstPost": "2026-01-30",
   "lastPost": "2026-10-07",
   "medianViews": 1911,
   "topViews": 355000,
   "topPostId": "7628767717755079949",
   "topPostTheme": "a spring check-up of tires and brakes"
  },
  "super73": {
   "handle": "super73",
   "followers": 143692,
   "videos": 396,
   "postsPulled": 35,
   "firstPost": "2023-07-03",
   "lastPost": "2026-03-19",
   "medianViews": 22800,
   "topViews": 286800
  },
  "comments_on_lectric_top_post": {
   "total": 102,
   "read": 50,
   "askHowToFixOrSetUp": 12,
   "askShippingOrServiceNearThem": 3,
   "askWhatItCanCarryOrWishFor": 5,
   "method": "Hand-coded from the 50 comments TikTok ranked most relevant. Fix or set up: error codes, brakes, gears, throttle, pedals, tire pressure, charging, a request for a repair series. Shipping or service: service centers, Hawaii, Canada. Carry or wish: a kid on the back, towing a dog, a lighter folding bike, better suspension, a mid-size spec."
  },
  "shop_electric_bike_US": {
   "listings": 30,
   "soldShownTotal": 33465,
   "listingsWith1000PlusSold": 13,
   "medianPrice": 368.49,
   "top": {
    "shop": "Hieha Direct",
    "sold": 6194,
    "price": 779.99,
    "reviews": 1244,
    "rating": 4.6
   },
   "lectricOrSuper73Listed": false,
   "note": "Sold counts are the lifetime totals each listing displays."
  },
  "timing": {
   "calls": 10,
   "answered": 9,
   "medianSeconds": 2.04,
   "totalSecondsAnswered": 18.74,
   "fastest": 0.37,
   "slowest": 3.8,
   "method": "Each call timed with time.perf_counter(), one at a time, about 2 seconds apart. Five more video_detail calls by scripts/thumbs.py fetched the cover images (not timed). 15 calls in all."
  },
  "benchmarkReused": {
   "file": "/evidence/brightdata-benchmark-2026-10-11.json",
   "tokconnectMedianSeconds": 3.18,
   "brightDataMedianSeconds": 78.3,
   "jobs": 12,
   "tokconnectTotalMinutes": 1.0,
   "brightDataTotalMinutes": 20.5,
   "accuracy": "Bright Data returned rounded display values (followers 4,400,000; likes 104,000,000); TokConnect returned exact counts (4,438,874; 103,960,943)."
  }
 },
 "notVerified": [
  "TopTik was searched for on 12 Oct 2026 and found on toptik.app and the official MCP registry.",
  "EnsembleData and HasData were left off: EnsembleData lists no MCP; HasData has 4 TikTok tools and is covered on /compare/bright-data-alternatives/."
 ]
}