{
  "count": 285,
  "posts": [
    {
      "id": "reddit:t3_1m8z5c0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1m8z5c0/chatgpt_just_ordered_me_pizza_like_actually/",
      "postId": null,
      "author": "jakkbaker2002",
      "community": "OpenAI",
      "created": "2025-07-25",
      "engagement": 1098,
      "sites": [
        "dominos.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "dominos.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Guest checkout"
      ],
      "quote": "It literally placed the order for me, paid, and everything. All I did was give it a prompt, and a one moment later *bam* Domino’s confirmation, bank charge, and food on the way.",
      "summary": "ChatGPT agent mode ordered and paid for two pizzas on Domino's from one prompt that contained the user's personal and payment data."
    },
    {
      "id": "x:2101757585611444724#1",
      "platform": "x",
      "url": "https://x.com/_CallMeMacy/status/2101757585611444724",
      "postId": "2101757585611444724",
      "author": "_CallMeMacy",
      "community": "",
      "created": "2026-09-20",
      "engagement": 390,
      "sites": [
        "delta.com",
        "opentable.com"
      ],
      "agents": [
        "Instinct",
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "delta.com": "stuck",
        "opentable.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Yo @Delta and @OpenTable please stop blocking my agents 🙏🙏🙏🙏 this is the future.",
      "summary": "Delta blocks the user's Muse and Instinct agents when they try to book flights."
    },
    {
      "id": "x:2101667652808626610#1",
      "platform": "x",
      "url": "https://x.com/evrgn11112231/status/2101667652808626610",
      "postId": "2101667652808626610",
      "author": "evrgn11112231",
      "community": "",
      "created": "2026-09-20",
      "engagement": 226,
      "sites": [
        "amazon.com",
        "walmart.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "walmart.com": "stuck",
        "amazon.com": "worked"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Amazon worked fine. Walmart blocked it with a bot blocker. Huge miss Walmart, I was trying to spend money with you.",
      "summary": "Walmart blocked Muse with a bot blocker when it tried to buy light bulbs; the sale went to Amazon.",
      "unavailable": true
    },
    {
      "id": "reddit:t3_1s1k1j0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/SEO/comments/1s1k1j0/walmart_chatgpt_checkout_converted_3x_worse_than/",
      "postId": null,
      "author": "WebLinkr",
      "community": "SEO",
      "created": "2026-03-23",
      "engagement": 185,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Low conversion"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Walmart said conversion rates for purchases made directly inside ChatGPT were three times lower than when users clicked through to its website.",
      "summary": "Walmart put about 200,000 products in ChatGPT Instant Checkout and reported that in-chat purchases converted at one third the rate of click-out purchases, so it moved to its own embedded flow."
    },
    {
      "id": "reddit:t3_1mdnc25",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1mdnc25/used_comet_to_shop_for_the_best_price/",
      "postId": null,
      "author": "BeingBalanced",
      "community": "perplexity_ai",
      "created": "2025-07-31",
      "engagement": 183,
      "sites": [
        "chewy.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "chewy.com": "worked"
      },
      "antiPatterns": [
        "Slow or timeout"
      ],
      "patterns": [
        "Simple HTML"
      ],
      "quote": "It came back with saying $0.43 per unit on Chewy and it was the current best deal. I went and manually used Google Shopping since it has the most seller aggregated. Couldn't find a better deal than what Comet found.",
      "summary": "A user compared Gemini, ChatGPT Agent and Comet for a best-price search; Comet browsed Chewy, Target and other sellers in about four minutes and found the best current price."
    },
    {
      "id": "reddit:t3_1r781pj",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1r781pj/webmcp_is_insane/",
      "postId": null,
      "author": "GeobotPY",
      "community": "mcp",
      "created": "2026-02-17",
      "engagement": 148,
      "sites": [
        "geogridgame.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "geogridgame.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "WebMCP"
      ],
      "quote": "With just a few actions an agent knows how to do something saving time and tokens.",
      "summary": "A browser-agent user built WebMCP tools for a daily puzzle site; the agent solved the game in seconds, much quicker than other browser agents."
    },
    {
      "id": "x:2100991623379468465",
      "platform": "x",
      "url": "https://x.com/pk_iv/status/2100991623379468465",
      "postId": "2100991623379468465",
      "author": "pk_iv",
      "community": "",
      "created": "2026-09-18",
      "engagement": 117,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)",
        "CLI"
      ],
      "quote": "your agent can now natively make payments on the web using link cli + browserbase.",
      "summary": "Browserbase reports that an agent pays on web checkouts with the Stripe Link CLI and a Browserbase browser from a one-shot prompt."
    },
    {
      "id": "reddit:t3_1sft22e",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1sft22e/kept_getting_my_accounts_banned_trying_to_get/",
      "postId": null,
      "author": "speedrunjaen",
      "community": "openclaw",
      "created": "2026-04-08",
      "engagement": 113,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Account ban",
        "Hidden price",
        "No API"
      ],
      "patterns": [],
      "quote": "scraping twitter directly got my accounts banned pretty fast. linkedin is even worse, flags you almost immediately.",
      "summary": "Builder's agents lost X accounts and got LinkedIn flags almost immediately when they pulled social data with the user's own accounts."
    },
    {
      "id": "reddit:t3_1o66p64",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1o66p64/perplexity_comet_just_booked_yas_waterworld_abu/",
      "postId": null,
      "author": "MissionProblem3089",
      "community": "perplexity_ai",
      "created": "2025-10-14",
      "engagement": 109,
      "sites": [
        "thrillark.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "thrillark.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "It went ahead, compared sites, and actually booked through Thrillark, a legit “things to do” platform for Dubai and Abu Dhabi.",
      "summary": "Comet compared ticket sellers for Yas Waterworld Abu Dhabi and completed the booking on Thrillark from one command."
    },
    {
      "id": "x:2101695125151977803",
      "platform": "x",
      "url": "https://x.com/utsengar/status/2101695125151977803",
      "postId": "2101695125151977803",
      "author": "utsengar",
      "community": "",
      "created": "2026-09-20",
      "engagement": 106,
      "sites": [
        "cathaypacific.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "cathaypacific.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Just booked plane tickets via Muse. Never going back.",
      "summary": "Muse booked international Cathay Pacific flights (site named in the author's replies) with seat preferences, names and dates of birth, and paid with a Stripe Link temporary card."
    },
    {
      "id": "reddit:t3_1ma0wub",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/",
      "postId": null,
      "author": "Impossible-Ninja-232",
      "community": "ChatGPT",
      "created": "2025-07-26",
      "engagement": 102,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "Whenever I try to get it to browse products or do anything on the site, it just gets hit with the \"SORRY something went wrong on our end\" page",
      "summary": "A ChatGPT Agent user reports that Amazon.com gives the agent an error page for all product browsing; the same occurs with Project Mariner."
    },
    {
      "id": "reddit:t3_1ocdtfg",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1ocdtfg/why_is_no_one_talking_about_how_unusable_comet_is/",
      "postId": null,
      "author": "fenixnoctis",
      "community": "perplexity_ai",
      "created": "2025-10-21",
      "engagement": 95,
      "sites": [
        "facebook.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "facebook.com": "stuck"
      },
      "antiPatterns": [
        "Account ban",
        "Terms prohibit agents"
      ],
      "patterns": [],
      "quote": "Tried to automate setting up a facebook business account - banned instantly for using \"scripting\". Tried to automate my Amazon Fresh groceries and checked the ToS - bots/scripting strictly not allowed.",
      "summary": "Comet user got an instant ban when Comet set up a Facebook business account, and stopped the Amazon Fresh grocery automation because the terms prohibit bots."
    },
    {
      "id": "reddit:t3_1t1t9f5",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1t1t9f5/i_thought_cowork_was_gaslighting_me_about_browser/",
      "postId": null,
      "author": "mashedtaz1",
      "community": "ClaudeAI",
      "created": "2026-05-02",
      "engagement": 81,
      "sites": [
        "booking.com"
      ],
      "agents": [
        "Claude Cowork"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "booking.com": "mixed"
      },
      "antiPatterns": [
        "False success report"
      ],
      "patterns": [],
      "quote": "I checked my Windows desktop where I'm also running Cowork and there was the open browser tab with the booking.com search.",
      "summary": "Claude Cowork ran a Booking.com hotel search through a Claude in Chrome extension on a different computer of the user, and at first told the user incorrectly that the browser was local."
    },
    {
      "id": "reddit:t3_1mv5g6n",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1mv5g6n/amazon_is_blocking_comet_but_not_chrome/",
      "postId": null,
      "author": "timetofreak",
      "community": "perplexity_ai",
      "created": "2025-08-20",
      "engagement": 77,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "It doesn't seem to affect all users at once, but it's happening little by little to more and more Comet users (as well as ChatGPT Agent users",
      "summary": "A Comet user reports that Amazon blocks the Comet browser but not Chrome, and that the block reaches more Comet and ChatGPT Agent users with time."
    },
    {
      "id": "reddit:t3_1qh3vnz",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1qh3vnz/comet_vs_claude_for_chrome_extension_compared/",
      "postId": null,
      "author": "Big-Mixture-3041",
      "community": "perplexity_ai",
      "created": "2026-01-19",
      "engagement": 77,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "Comet successfully finished the task in 1 shot, in lesser time, with everything properly formatted in the google sheet as seen.",
      "summary": "User gave Comet and Claude for Chrome the same task across Hacker News, Product Hunt, Amazon and Reddit with output to Google Sheets; Comet completed it in one try, and Claude failed the formatting."
    },
    {
      "id": "reddit:t3_1pl9try",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1pl9try/ditched_mcps_for_claude_skills_a_residential/",
      "postId": null,
      "author": "abra5umente",
      "community": "ClaudeAI",
      "created": "2025-12-13",
      "engagement": 66,
      "sites": [
        "reddit.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "reddit.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [
        "Connector or skill"
      ],
      "quote": "So my pretty new Reddit skill was getting 403'd instantly lol.",
      "summary": "User moved MCP tools into skills that run in Claude's cloud sandbox, but Reddit and other APIs block datacenter IPs, so a residential proxy was necessary."
    },
    {
      "id": "reddit:t3_1rude4j",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rude4j/my_agent_was_massvisiting_linkedin_profiles_and/",
      "postId": null,
      "author": "B3N0U",
      "community": "openclaw",
      "created": "2026-03-15",
      "engagement": 45,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Account ban",
        "Bot block"
      ],
      "patterns": [],
      "quote": "48 hours later my LinkedIn account was restricted. the agent had done nothing wrong technically, it was just browsing. but LinkedIn saw 200 profile visits in a pattern that screamed bot.",
      "summary": "OpenClaw agent visited 200 LinkedIn profiles through the browser for prospect research, and LinkedIn restricted the user's account for two weeks."
    },
    {
      "id": "reddit:t3_1mg1uei",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1mg1uei/just_used_comet_to_automate_a_boring_task/",
      "postId": null,
      "author": "Mhxion",
      "community": "perplexity_ai",
      "created": "2025-08-02",
      "engagement": 44,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [
        "Slow or timeout"
      ],
      "patterns": [],
      "quote": "So I asked Comet to get me Amazon reviews of books listed in a bundle and export them as CSV.",
      "summary": "Comet read a Humble Bundle book list that blocks text selection, collected the Amazon reviews for each book and exported a CSV, slowly but completely."
    },
    {
      "id": "reddit:t3_1oz2d9s",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/PerplexityComet/comments/1oz2d9s/just_had_my_xfinity_bill_reduced_from_51_to_41/",
      "postId": null,
      "author": "gre_anon",
      "community": "PerplexityComet",
      "created": "2025-11-17",
      "engagement": 38,
      "sites": [
        "xfinity.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "xfinity.com": "mixed"
      },
      "antiPatterns": [
        "Rate limit",
        "Session expiry"
      ],
      "patterns": [],
      "quote": "Xfinity wants you to message them every one min or face disconnection. Comet was able to help half way. We are at $41 from $51",
      "summary": "Comet negotiated an Xfinity bill in the support chat from 51 to 41 dollars, until the usage limit stopped it half way; the chat disconnects if no message arrives each minute."
    },
    {
      "id": "reddit:t3_1wb4ak8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1wb4ak8/tested_gpt6_astras_viral_captcha_demo_against_7/",
      "postId": null,
      "author": "JanJanJaJa",
      "community": "ChatGPT",
      "created": "2026-09-08",
      "engagement": 36,
      "sites": [
        "reddit.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "reddit.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "SMS code",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "On Reddit, the agent hit Cloudflare's \"prove your humanity\" check and couldn't get past it on its own, called me in to do it myself.",
      "summary": "A GPT-6 Astra browser agent tried to self-register on 7 services; only GitHub and Etsy (email OTP only) completed, Reddit stopped at a Cloudflare check, Discord froze, and Indeed demanded SMS."
    },
    {
      "id": "x:2101238558568669607",
      "platform": "x",
      "url": "https://x.com/neilcybart/status/2101238558568669607",
      "postId": "2101238558568669607",
      "author": "neilcybart",
      "community": "",
      "created": "2026-09-19",
      "engagement": 31,
      "sites": [
        "xfinity.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "xfinity.com": "stuck"
      },
      "antiPatterns": [
        "Human verification"
      ],
      "patterns": [],
      "quote": "Muse couldn’t do anything because Xfinity needed him on the call to authenticate the account",
      "summary": "Critic of an influencer demo: Muse could not negotiate the Xfinity bill because Xfinity needed the account holder on the call."
    },
    {
      "id": "reddit:t3_1mce797",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mce797/agent_mode_kind_of_useless/",
      "postId": null,
      "author": "saoiray",
      "community": "OpenAI",
      "created": "2025-07-29",
      "engagement": 27,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "Walmart’s website blocks automated access, so direct product pages could not be consulted.",
      "summary": "ChatGPT agent mode tried price shopping at Walmart but reported that Walmart blocks automated access, and CAPTCHAs stopped it on many other sites."
    },
    {
      "id": "reddit:t3_1sb9pnt",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/CloudFlare/comments/1sb9pnt/monetizing_ai_crawlers_with_x402_on_cloudflare/",
      "postId": null,
      "author": "Independent-Car-1560",
      "community": "CloudFlare",
      "created": "2026-04-03",
      "engagement": 27,
      "sites": [
        "berghain.ravers.workers.dev"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "berghain.ravers.workers.dev": "mixed"
      },
      "antiPatterns": [
        "Pay to crawl"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Rather than just blocking them, I decided to monetize it. Using Hono + the x402 payment protocol, I've set up a paywall that only applies to AI crawlers.",
      "summary": "An owner of a database site on Cloudflare Workers gets very large AI crawler traffic and set up an x402 paywall that gives 402 Payment Required only to known AI bots; it runs on a test network now."
    },
    {
      "id": "reddit:t3_1t4x65f",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/SaaS/comments/1t4x65f/an_almost_guaranteed_way_to_make_more_money_with/",
      "postId": null,
      "author": "tskull",
      "community": "SaaS",
      "created": "2026-05-06",
      "engagement": 27,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server",
        "Read only scope"
      ],
      "quote": "Connect the stripe MCP to your agent stripe select read only (so it can’t do anything bad)",
      "summary": "A SaaS founder connected the Stripe MCP in read-only mode to an agent; the agent found trial chargeback abuse, a short payment retry schedule, and missing wallet payment methods in the account."
    },
    {
      "id": "reddit:t3_1memw6c",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/MyBoyfriendIsAI/comments/1memw6c/agent_joel_bought_me_a_donkey_task_scheduling/",
      "postId": null,
      "author": "OrdinaryWordWord",
      "community": "MyBoyfriendIsAI",
      "created": "2025-08-01",
      "engagement": 24,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Popups"
      ],
      "patterns": [],
      "quote": "Amazon and Walmart blocked him, so he took me to two sketchy sites.",
      "summary": "ChatGPT agent mode shopped for a gift, but Amazon and Walmart blocked it, so it went to unknown stores, and a popup at checkout lost the cart during user takeover."
    },
    {
      "id": "reddit:t3_1qb6l4z",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1qb6l4z/agentic_storefront_fees_quite_high_for_chatgpt/",
      "postId": null,
      "author": "VillageHomeF",
      "community": "shopify",
      "created": "2026-01-12",
      "engagement": 24,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Channel fees"
      ],
      "patterns": [],
      "quote": "4% (plus taxes) is quite a bit. We'll be opting out of this. Can't pay that on top of the credit card fees.",
      "summary": "A Shopify merchant learned that ChatGPT orders through Agentic Storefronts carry a 4% OpenAI service fee after the free trial, while Google AI Mode and Copilot have no fee, and decided to opt out of ChatGPT."
    },
    {
      "id": "x:2100273808821338220",
      "platform": "x",
      "url": "https://x.com/maestrooth/status/2100273808821338220",
      "postId": "2100273808821338220",
      "author": "maestrooth",
      "community": "",
      "created": "2026-09-16",
      "engagement": 24,
      "sites": [
        "x.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "x.com": "stuck"
      },
      "antiPatterns": [
        "Account ban",
        "Bot block"
      ],
      "patterns": [],
      "quote": "the cloud computer trips site security. X will lock the login",
      "summary": "Community list of Grok Bot problems: the cloud computer triggers site security, and X locks the login."
    },
    {
      "id": "reddit:t3_1icgu11",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1icgu11/operator_test_using_khan_academy/",
      "postId": null,
      "author": "Unlikely-Industry-82",
      "community": "OpenAI",
      "created": "2025-01-29",
      "engagement": 22,
      "sites": [
        "khanacademy.org"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "khanacademy.org": "mixed"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [
        "Human handoff"
      ],
      "quote": "It found Khan Academy, got to the login page, and told me to handle the login.",
      "summary": "Operator went to Khan Academy, gave the login to the user, then found where the student stopped and worked the problems, but got all 10 math answers wrong."
    },
    {
      "id": "x:2101315974058406272#1",
      "platform": "x",
      "url": "https://x.com/carolinedclark/status/2101315974058406272",
      "postId": "2101315974058406272",
      "author": "carolinedclark",
      "community": "",
      "created": "2026-09-19",
      "engagement": 21,
      "sites": [
        "barrys.com",
        "lu.ma"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "barrys.com": "worked",
        "lu.ma": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Today it booked a Barrys class for me based on my schedule, without me having to do anything aside from giving my Barrys login.",
      "summary": "Instinct booked a Barry's class with the user's login and later changed floor to treadmill."
    },
    {
      "id": "reddit:t3_1r7m1oq",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1r7m1oq/heres_how_i_got_openclaw_to_use_x_and_linkedin_on/",
      "postId": null,
      "author": "Similar-Kangaroo-223",
      "community": "openclaw",
      "created": "2026-02-17",
      "engagement": 20,
      "sites": [
        "x.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "x.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "Login wall",
        "Session expiry",
        "UI made only for people"
      ],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "Logged into X and LinkedIn manually through the remote browser. Just once. The session cookies persist for \\~30 days.",
      "summary": "OpenClaw could read X and LinkedIn only after the user logged in manually one time in a VNC Chrome and let Playwright reuse the session; scraping libraries were blocked by Cloudflare."
    },
    {
      "id": "reddit:t3_1rizdgk",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rizdgk/how_are_people_getting_openclaw_to_browse_ig/",
      "postId": null,
      "author": "Fabulous-Sun-1468",
      "community": "openclaw",
      "created": "2026-03-02",
      "engagement": 19,
      "sites": [
        "instagram.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "instagram.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "The issue is obvious though a lot of these platforms have aggressive anti bot measures and i’m hitting blocks pretty often depending on the site",
      "summary": "OpenClaw user tried to browse Instagram, TikTok and YouTube creator pages for research and hit anti-bot blocks frequently."
    },
    {
      "id": "reddit:t3_1pu1lan",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/claudexplorers/comments/1pu1lan/using_claude_in_browser_review/",
      "postId": null,
      "author": "hungrymaki",
      "community": "claudexplorers",
      "created": "2025-12-23",
      "engagement": 18,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Claude in Chrome"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [
        "Rate limit"
      ],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "I asked Claude to find about 12 things I needed in Amazon and put them in my Amazon cart.",
      "summary": "Claude for Chrome found a hidden DMV waiver form, filled an Amazon cart with about 12 items at 90% accuracy, and cleaned Gmail folders, but the session used the full daily Max plan limit."
    },
    {
      "id": "reddit:t3_1rcuk6y",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rcuk6y/agi_is_here_any_automating_me_life_i_cant_get_my/",
      "postId": null,
      "author": "AdRare6662",
      "community": "openclaw",
      "created": "2026-02-23",
      "engagement": 18,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I can't even get it to find me an airbnb or a new cheese grater on amazon, let alone buy it! The main problem for me is not the agent to be fair, it's just browser use.",
      "summary": "OpenClaw user spent days and many tokens, but the agent's browser hit bot detection on Airbnb and Amazon and gave up before any purchase."
    },
    {
      "id": "reddit:t3_1vqwgjw",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vqwgjw/since_when_is_shop_an_agentic_platform/",
      "postId": null,
      "author": "tvirelli",
      "community": "shopify",
      "created": "2026-08-17",
      "engagement": 16,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Lost attribution"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Instead of being able to look at the Agentic section and see how much traffic and revenue is actually coming from AI platforms, I now have to separate out Shopify's own app to get numbers that mean anything.",
      "summary": "A Shopify merchant says the Agentic sales-channel report mixes Shop app activity with ChatGPT and Gemini traffic, so the merchant cannot measure real agent revenue; Shop stays in the report after the merchant disabled it."
    },
    {
      "id": "reddit:t1_ot3l7is",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ucg6bw/shopify_spring_2026_dropped_150_updates_the_one/ot3l7is/",
      "postId": null,
      "author": "TheCryptoBillionaire",
      "community": "shopify",
      "created": "2026-06-22",
      "engagement": 15,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Docs not machine readable"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Sidekick did an OK first pass on the catalog, but we still had to rewrite a bunch of attributes so ChatGPT actually “understands” who it’s for and when to recommend it.",
      "summary": "An agency tested Agentic Storefronts for a home goods client and had to rewrite product attributes by hand before ChatGPT recommended the products correctly."
    },
    {
      "id": "reddit:t3_1vnydav",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1vnydav/my_agent_spent_40_minutes_on_a_task_that_takes_me/",
      "postId": null,
      "author": "StartClean337",
      "community": "AI_Agents",
      "created": "2026-08-14",
      "engagement": 15,
      "sites": [
        "ticketmaster.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "ticketmaster.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA",
        "Popups",
        "Session expiry",
        "Slow or timeout",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "40 minutes later its still stabbing at the seating map like a drunk tourist and the cart expired twice.",
      "summary": "A student gave an agent the task to buy two general admission tickets on Ticketmaster; after 40 minutes the agent still failed on the seating map, the cart expired two times, and CAPTCHAs and modals caused loops."
    },
    {
      "id": "reddit:t1_nn467mc",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1ooer4j/amazon_demands_perplexity_stop_ai_agent_from/nn467mc/",
      "postId": null,
      "author": "2666Smooth",
      "community": "perplexity_ai",
      "created": "2025-11-04",
      "engagement": 14,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Gemini"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Agent refuses the task",
        "Bot block"
      ],
      "patterns": [],
      "quote": "What's really weird is Gemini won't make purchases on Amazon. Sometimes they won't even give you the Amazon link.",
      "summary": "A user says Gemini will not buy on Amazon and frequently gives links to other shops, although the user asks for an Amazon link."
    },
    {
      "id": "x:2100688335329173541",
      "platform": "x",
      "url": "https://x.com/AnnikaSays/status/2100688335329173541",
      "postId": "2100688335329173541",
      "author": "AnnikaSays",
      "community": "",
      "created": "2026-09-17",
      "engagement": 12,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Instinct",
        "Grok Bot"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Link for agents seems to be live in Canada now! 🇨🇦 Just successfully connected it to my Instinct & Grok Bot",
      "summary": "Stripe Link for agents now works in Canada; the user connected it to Instinct and Grok Bot."
    },
    {
      "id": "reddit:t1_nz8wpwf",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1qb3626/agentic_storefronts_are_coming/nz8wpwf/",
      "postId": null,
      "author": "coalition_tech",
      "community": "shopify",
      "created": "2026-01-12",
      "engagement": 11,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Gemini"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Chargeback risk",
        "Loss of customer relationship"
      ],
      "patterns": [],
      "quote": "if Google owns the full checkout, acquiriing that repeat business gets tricky.",
      "summary": "An agency owner says most brands do not want in-agent checkout because chargebacks and loss of the customer relationship put repeat business at risk."
    },
    {
      "id": "reddit:t1_oona7qk",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1trdkdk/whats_the_consensus_on_the_agentic_storefront/oona7qk/",
      "postId": null,
      "author": "qverb",
      "community": "shopify",
      "created": "2026-05-29",
      "engagement": 11,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "No merchant opt-out",
        "Product detail lost"
      ],
      "patterns": [],
      "quote": "We sell products where documentation is vitally important.",
      "summary": "A merchant of safety-critical products wants to opt out of Agentic Storefronts because the AI channel can drop the instructions, certifications and safety procedures that buyers must read."
    },
    {
      "id": "reddit:t1_p1m950v",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vewy33/how_much_are_you_saving_in_both_time_and_money/p1m950v/",
      "postId": null,
      "author": "SIDDATIVEZ",
      "community": "shopify",
      "created": "2026-08-04",
      "engagement": 11,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server",
        "Public API"
      ],
      "quote": "just launched a new store recently connected everything to claude(action)+chatgpt(research) GA, GSC, Clarity, Posthog, Meta Ads, Shopify",
      "summary": "Merchant connected Claude to Shopify, Google Analytics, Search Console, PostHog, and Meta Ads and now runs campaigns without separate marketing apps."
    },
    {
      "id": "reddit:t3_1s4mklc",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1s4mklc/agentic_storefronts_i_thought_we_could_opt_out/",
      "postId": null,
      "author": "fancycoffee07",
      "community": "shopify",
      "created": "2026-03-26",
      "engagement": 11,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "No merchant opt-out"
      ],
      "patterns": [],
      "quote": "I see that the ChatGPT agentic storefront is now enabled in my account with no way to turn it off.",
      "summary": "A Shopify merchant found the ChatGPT agentic storefront enabled by default; the only opt-out is to unlist products, which also removes them from Google and store search."
    },
    {
      "id": "x:2101488894764028386",
      "platform": "x",
      "url": "https://x.com/NiklausFuller/status/2101488894764028386",
      "postId": "2101488894764028386",
      "author": "NiklausFuller",
      "community": "",
      "created": "2026-09-20",
      "engagement": 11,
      "sites": [
        "dickssportinggoods.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "dickssportinggoods.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "It shops websites for me, fills out the checkout flow, and securely inputs credit card details. Just bought a Georgia State polo from Dick’s without ever clicking on the website.",
      "summary": "Grok Bot with Stripe Link completed checkout for a polo shirt at Dick's."
    },
    {
      "id": "reddit:t3_1rsxraf",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rsxraf/anyone_struggling_with_openclaw_browser/",
      "postId": null,
      "author": "BraveCup8132",
      "community": "openclaw",
      "created": "2026-03-13",
      "engagement": 10,
      "sites": [
        "uber.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "uber.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "Login wall",
        "Session expiry"
      ],
      "patterns": [],
      "quote": "• no cookies • no saved logins • sessions reset constantly • captchas appear often • many sites detect automation instantly So anything like Uber, booking sites, social media etc. becomes unreliable",
      "summary": "OpenClaw's sandbox browser has no cookies or saved logins, so sessions reset, CAPTCHAs appear and sites such as Uber and booking sites detect the automation immediately."
    },
    {
      "id": "x:2101399881520681434",
      "platform": "x",
      "url": "https://x.com/mikepodwal/status/2101399881520681434",
      "postId": "2101399881520681434",
      "author": "mikepodwal",
      "community": "",
      "created": "2026-09-19",
      "engagement": 10,
      "sites": [
        "taskrabbit.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "taskrabbit.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "not only diligently researched, selected, and booked a Tasker on Taskrabbit, it also auto-monitored the Taskrabbit chat to coordinate before arrival",
      "summary": "Muse booked a Tasker on Taskrabbit and then monitored the Taskrabbit chat to coordinate."
    },
    {
      "id": "reddit:t1_n5bkznq",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/n5bkznq/",
      "postId": null,
      "author": "dontwantablowjob",
      "community": "ChatGPT",
      "created": "2025-07-26",
      "engagement": 9,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "a few months back Amazon changed some things that make it very hard to use any form of automated process to scrape information from their site. It's not just a block on ai agents but any form of scraping.",
      "summary": "An employee of a customer feedback company says Amazon made changes months before that stop all automated access, not only AI agents."
    },
    {
      "id": "reddit:t1_nz7nh4r",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1qb3626/agentic_storefronts_are_coming/nz7nh4r/",
      "postId": null,
      "author": "pythonbashman",
      "community": "shopify",
      "created": "2026-01-12",
      "engagement": 9,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Product detail lost"
      ],
      "patterns": [],
      "quote": "We need a lot of info that's not part of a basic product listing. 1 of 26 colors, specific dimensions, and personalization like inscriptions. This is not going to be good...",
      "summary": "A merchant of personalized products expects agent checkout in AI channels to fail because the basic product listing does not carry color, dimension and inscription options."
    },
    {
      "id": "reddit:t1_oomx3qc",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1trdkdk/whats_the_consensus_on_the_agentic_storefront/oomx3qc/",
      "postId": null,
      "author": "chad917",
      "community": "shopify",
      "created": "2026-05-29",
      "engagement": 9,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Channel fees",
        "Product detail lost"
      ],
      "patterns": [],
      "quote": "Not interested in more fees nor in customers who made a purchase without reading the actual product descriptions.",
      "summary": "A Shopify merchant opts out of agentic storefronts because of possible channel fees and buyers who did not read the real product description."
    },
    {
      "id": "reddit:t3_1rtoqzw",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/micro_saas/comments/1rtoqzw/claude_cowork_just_automated_my_linkedin_outreach/",
      "postId": null,
      "author": "deepspycontractor",
      "community": "micro_saas",
      "created": "2026-03-14",
      "engagement": 9,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "Claude Cowork"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "linkedin.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "It opens the browser, visits each LinkedIn profile, reads their recent posts and job history, and writ",
      "summary": "Claude Cowork opened LinkedIn profiles in the browser and sent 100 personalized connection requests in a week."
    },
    {
      "id": "reddit:t1_n9o6gaz",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1mv5g6n/amazon_is_blocking_comet_but_not_chrome/n9o6gaz/",
      "postId": null,
      "author": "lokiheed",
      "community": "perplexity_ai",
      "created": "2025-08-20",
      "engagement": 8,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Yep...Still blocked out. I can still access other countries Amazon though",
      "summary": "A Comet user confirms that Amazon.com blocks the Comet browser, while Amazon sites of other countries still load."
    },
    {
      "id": "reddit:t1_oe3wmoz",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1sbgfw6/agentic_chatgpt_sales_channel_defaulted_on_today/oe3wmoz/",
      "postId": null,
      "author": "VillageHomeF",
      "community": "shopify",
      "created": "2026-04-03",
      "engagement": 8,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Channel fees",
        "Higher return rate"
      ],
      "patterns": [],
      "quote": "we have had a number of costly returns do to customer using AI and not reading the specs of what they are buying.",
      "summary": "A high-order-value merchant wants ChatGPT off because AI-assisted buyers skip the specifications and cause costly returns, and because of the planned 4% fee."
    },
    {
      "id": "reddit:t3_1i8tmx2",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1i8tmx2/operator_is_very_bad_at_shopping_and_news_stories/",
      "postId": null,
      "author": "Fit-Worry1210",
      "community": "OpenAI",
      "created": "2025-01-24",
      "engagement": 8,
      "sites": [
        "doordash.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "doordash.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "I ask for thai food and it goes through 7-11 looking for thai food :/ not what I expected an AI would even do :P.",
      "summary": "Operator shopped poorly on DoorDash (it looked for Thai food in a 7-Eleven store), and AP News showed a CAPTCHA again every three page loads."
    },
    {
      "id": "reddit:t3_1isen2g",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1isen2g/shopping_links_it_provides_doesnt_work_most_of/",
      "postId": null,
      "author": "Glittering_River5861",
      "community": "perplexity_ai",
      "created": "2025-02-18",
      "engagement": 8,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "False success report"
      ],
      "patterns": [],
      "quote": "I ask it specifically to provide me the buying link of that product on Amazon or other shopping sites but the link it provides never works.",
      "summary": "A Perplexity user asks for purchase links to recommended products on Amazon and other shops, and the links do not work."
    },
    {
      "id": "reddit:t3_1rpxezb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1rpxezb/claude_in_chrome_extension_blocks_reddit_and/",
      "postId": null,
      "author": "stephen56287",
      "community": "ClaudeAI",
      "created": "2026-03-10",
      "engagement": 8,
      "sites": [
        "reddit.com"
      ],
      "agents": [
        "Claude in Chrome"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "reddit.com": "stuck"
      },
      "antiPatterns": [
        "Agent refuses the task"
      ],
      "patterns": [],
      "quote": "When Claude tries to take a screenshot, read page content, or click anything on [reddit.com](http://reddit.com), it returns \"This site is blocked.\"",
      "summary": "Claude in Chrome refuses all actions on Reddit because Anthropic's server-side domain list blocks the category, and the user has no override."
    },
    {
      "id": "reddit:t3_1s62sds",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeCode/comments/1s62sds/claude_consistently_ignores_simple_instructions/",
      "postId": null,
      "author": "wild_deer_man",
      "community": "ClaudeCode",
      "created": "2026-03-28",
      "engagement": 8,
      "sites": [
        "indeed.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "indeed.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Indeed blocked by Cloudflare.",
      "summary": "User's Claude Code job-search agent reported that it skipped Indeed because Cloudflare blocked it, and limited LinkedIn to Easy Apply jobs."
    },
    {
      "id": "reddit:t1_n5jzwcp",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1majcf4/what_are_some_good_use_cases_of_agent_mode_that/n5jzwcp/",
      "postId": null,
      "author": "FalkorDropTrooper",
      "community": "OpenAI",
      "created": "2025-07-28",
      "engagement": 7,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "linkedin.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I gave it a LinkedIn login and had it look at job descriptions for job titles I'm applying for.",
      "summary": "ChatGPT agent logged in to LinkedIn, read job descriptions and compared them with the user's resume."
    },
    {
      "id": "reddit:t1_oiy5sau",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1syzzqc/has_anyone_else_tested_claude_code_on_their/oiy5sau/",
      "postId": null,
      "author": "throw656598",
      "community": "shopify",
      "created": "2026-04-29",
      "engagement": 7,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server",
        "Public API"
      ],
      "quote": "connect your shop to Claude code via admin api and Shopify dev mcp and discuss what you are trying to do and come up with a plan.",
      "summary": "Merchant runs store operations with Claude Code through the Shopify Admin API and the Shopify dev MCP, from theme changes to a replacement of a reviews app."
    },
    {
      "id": "reddit:t3_1mdk2pb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mdk2pb/running_in_to_captcha_and_restrictions_when_using/",
      "postId": null,
      "author": "Fantastic-Yogurt5297",
      "community": "OpenAI",
      "created": "2025-07-30",
      "engagement": 7,
      "sites": [
        "vinted.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "vinted.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "Login wall"
      ],
      "patterns": [],
      "quote": "i cant use it on the Vinted website, as it blocks \"bots\", cant login through the agent window. I also cant use it to buy stock, as it runs into captcha constantly",
      "summary": "Small business owner could not use ChatGPT agent mode on Vinted because the site blocks bots and login fails, and the supplier's site shows CAPTCHAs constantly."
    },
    {
      "id": "reddit:t3_1pj0s35",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/PerplexityComet/comments/1pj0s35/why_comet_assistant_stopping_in_the_middle_or_a/",
      "postId": null,
      "author": "ResistInternational7",
      "community": "PerplexityComet",
      "created": "2025-12-10",
      "engagement": 7,
      "sites": [
        "youtube.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "youtube.com": "mixed"
      },
      "antiPatterns": [
        "Agent refuses the task"
      ],
      "patterns": [],
      "quote": "But comet stopped couple of times saying: \"Ok I've done 3 videos, to finish you can click on the video and select add to playlist\"",
      "summary": "Comet stopped after 3 of 10 videos when it made a YouTube playlist and continued only when the user told it to keep going."
    },
    {
      "id": "reddit:t3_1rx218m",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rx218m/update_got_ai_agents_to_successfully_book/",
      "postId": null,
      "author": "BraveCup8132",
      "community": "openclaw",
      "created": "2026-03-18",
      "engagement": 7,
      "sites": [
        "uber.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "uber.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "Session expiry"
      ],
      "patterns": [],
      "quote": "The stack right now is a few separate pieces working together: * Stealth browser with persistent profiles and fingerprinting * Residential proxy routing * CAPTCHA solving integration",
      "summary": "OpenClaw agents completed Uber ride and restaurant booking flows only after the builder added a stealth browser, residential proxies and a CAPTCHA solver."
    },
    {
      "id": "reddit:t3_1s8a389",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1s8a389/has_anyone_built_a_full_travel_agent_that/",
      "postId": null,
      "author": "kurosh8788",
      "community": "openclaw",
      "created": "2026-03-31",
      "engagement": 7,
      "sites": [
        "delta.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "delta.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Anti-bot detection — airline sites use Akamai/Cloudflare/Datadome. Regular Playwright gets blocked instantly. Had to build a stealth browser layer.",
      "summary": "Builder of an OpenClaw travel agent for flight search, award search and airline check-in (Delta, BA, Southwest) says airline sites block Playwright immediately."
    },
    {
      "id": "reddit:t3_1s8t6t2",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1s8t6t2/i_scanned_10_popular_developer_tools_for_ai/",
      "postId": null,
      "author": "Petter-Strale",
      "community": "mcp",
      "created": "2026-03-31",
      "engagement": 7,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "stripe.com": "mixed"
      },
      "antiPatterns": [
        "Docs not machine readable"
      ],
      "patterns": [
        "llms.txt"
      ],
      "quote": "An agent hitting Stripe's /api endpoint gets an HTML page. The company building the future of agent payments isn't agent-ready itself.",
      "summary": "Builder scanned 10 developer tools for agent readiness: only Resend passed (MCP endpoint, public OpenAPI, JSON errors), while Stripe, Vercel, Clerk, Neon, and Supabase failed on machine-readable discovery."
    },
    {
      "id": "reddit:t3_1uzu993",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/alexa/comments/1uzu993/alexa_plus_cant_book_appointments/",
      "postId": null,
      "author": "bambam-on-reddit",
      "community": "alexa",
      "created": "2026-07-18",
      "engagement": 7,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Alexa+"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Agent refuses the task"
      ],
      "patterns": [],
      "quote": "Today I tried it, after having been enrolled onto Alexa Plus about a week ago, and I got told that \"this feature isn't available yet\".",
      "summary": "Alexa+ could not book the delivery appointment that the classic Alexa booked, so the user turned Alexa+ off on one device to complete the booking."
    },
    {
      "id": "reddit:t3_1uz17lj",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1uz17lj/i_run_a_travel_agency_and_put_our_booking_desk_on/",
      "postId": null,
      "author": "Wdwvacay",
      "community": "mcp",
      "created": "2026-07-17",
      "engagement": 6,
      "sites": [
        "sandals.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "sandals.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Docs not machine readable"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "The supplier sites themselves are bot-walled.",
      "summary": "Travel agency owner tested agent discovery of their MCP server and found that sandals.com returns 403 to automated fetchers, while a stateless server with no auth let agents complete the flow."
    },
    {
      "id": "reddit:t1_ngxy5ze",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ntyab7/openai_just_enabled_instant_checkout_on_chatgpt/ngxy5ze/",
      "postId": null,
      "author": "districtcurrent",
      "community": "shopify",
      "created": "2025-09-30",
      "engagement": 5,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "My sales from ChatGPT are going up every month nearly. This just makes it even more seamless.",
      "summary": "A Shopify merchant sees sales from ChatGPT referrals grow each month and welcomes Instant Checkout."
    },
    {
      "id": "reddit:t1_nmcnqee",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ArtificialInteligence/comments/1okqbd2/future_of_websites_and_user_interfaces/nmcnqee/",
      "postId": null,
      "author": "Chiefs24x7",
      "community": "ArtificialInteligence",
      "created": "2025-10-31",
      "engagement": 5,
      "sites": [
        "realtor.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "realtor.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I had Comet search for homes meeting specific criteria on Realtor.com. I asked it to spend crime data for the zip codes of each home selected from another website.",
      "summary": "Comet searched Realtor.com for homes, added crime data from a second site and drive times, and gave a table in 15 minutes from one prompt."
    },
    {
      "id": "reddit:t1_nn63kmb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1ooer4j/amazon_demands_perplexity_stop_ai_agent_from/nn63kmb/",
      "postId": null,
      "author": "cahboston",
      "community": "perplexity_ai",
      "created": "2025-11-05",
      "engagement": 5,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I asked comet to create a cart for me with everything I needed for a lighting automation project and it got it exactly right.",
      "summary": "A Comet user asked the agent to build an Amazon cart for a lighting automation project; the cart was correct and the user bought sooner because of it."
    },
    {
      "id": "reddit:t1_nn6aqyx",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1ooer4j/amazon_demands_perplexity_stop_ai_agent_from/nn6aqyx/",
      "postId": null,
      "author": "gatorsya",
      "community": "perplexity_ai",
      "created": "2025-11-05",
      "engagement": 5,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Terms prohibit agents"
      ],
      "patterns": [],
      "quote": "I'm a busy guy and I offload shopping to another person who has time and is willing to buy things on my behalf.",
      "summary": "A Comet user argues that an AI agent that shops for a user is the same as a human personal shopper, so Amazon must not block it."
    },
    {
      "id": "reddit:t1_ocolfjl",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1s4mklc/agentic_storefronts_i_thought_we_could_opt_out/ocolfjl/",
      "postId": null,
      "author": "fancycoffee07",
      "community": "shopify",
      "created": "2026-03-27",
      "engagement": 5,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Product detail lost"
      ],
      "patterns": [],
      "quote": "I'm concerned about people not understanding/knowing what they are ordering, as I sell a lot of custom items. At least we can identify the order source and cancel them if needed.",
      "summary": "A merchant of custom items is worried that buyers through ChatGPT will not see the custom order details; the merchant plans to identify the order source and cancel bad orders."
    },
    {
      "id": "reddit:t1_oiyio6g",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1syzzqc/has_anyone_else_tested_claude_code_on_their/oiyio6g/",
      "postId": null,
      "author": "Adapowers",
      "community": "shopify",
      "created": "2026-04-29",
      "engagement": 5,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Destructive action risk"
      ],
      "patterns": [
        "Public API"
      ],
      "quote": "I give it read and write access and I'm going to review to just \"read\" as there are so many horror stories with stores getting deleted.",
      "summary": "Merchant connected Claude to Shopify and Google Search Console for weekly SEO work, but plans to reduce the agent to read-only access because of deletion risk."
    },
    {
      "id": "reddit:t3_1mhw0g1",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/PerplexityComet/comments/1mhw0g1/amazon_shopping_and_other_auth_tasks_with_comets/",
      "postId": null,
      "author": "DrMistyDNP",
      "community": "PerplexityComet",
      "created": "2025-08-05",
      "engagement": 5,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "Login wall"
      ],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "I tried for over 45 minutes to get Comet to do some searching and then add items to a wish list in my [amazon.com](http://amazon.com) account, but due to Amazon's restrictions continued to receive the error page.",
      "summary": "Comet orders Instacart groceries and books on Airbnb, but Amazon returned its error page for 45 minutes until the user referenced an already logged-in Amazon tab."
    },
    {
      "id": "reddit:t3_1ru7hjl",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1ru7hjl/amazon_checkout_with_local_qwen_35_9b_planner_4b/",
      "postId": null,
      "author": "Aggressive_Bed7113",
      "community": "AI_Agents",
      "created": "2026-03-15",
      "engagement": 5,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Simple HTML"
      ],
      "quote": "Flow completed:** **search -> product -> add to cart -> cart -> checkout",
      "summary": "A builder ran a full Amazon shopping flow to checkout with small local Qwen models that read a compact semantic DOM snapshot and no screenshots."
    },
    {
      "id": "reddit:t3_1tedj6u",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1tedj6u/confused_about_agentic_sales_channel/",
      "postId": null,
      "author": "iamwazor",
      "community": "shopify",
      "created": "2026-05-16",
      "engagement": 5,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Docs stale",
        "Region restricted"
      ],
      "patterns": [],
      "quote": "When I open it, it shows 0 products in my Shopify catalog, which is confusing.",
      "summary": "An EU-only Shopify merchant found the new Agentic sales channel with zero products and unclear documentation; the merchant thinks a US market is necessary before agents can see the products."
    },
    {
      "id": "reddit:t3_1tgqbpw",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1tgqbpw/we_are_experimenting_with_automatically/",
      "postId": null,
      "author": "esterling",
      "community": "mcp",
      "created": "2026-05-18",
      "engagement": 5,
      "sites": [
        "lexogrine.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "lexogrine.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Policy permits agents",
        "WebMCP"
      ],
      "quote": "A potential client would tell us something like: “ChatGPT helped us compare a few companies and told us to reach out to you.”",
      "summary": "An agency saw more inquiries that started with ChatGPT and not with a human on the website, so it experiments with automatic WebMCP tools for its existing site."
    },
    {
      "id": "reddit:t3_1ts7sq3",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ts7sq3/shopify_merchants_may_want_to_review_their/",
      "postId": null,
      "author": "HeavyRifleman",
      "community": "shopify",
      "created": "2026-05-30",
      "engagement": 5,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [],
      "patterns": [
        "Agents md",
        "Policy permits agents"
      ],
      "quote": "I created my own `agents.md.liquid` so I could take more control over how AI agents understand my store, my product data, my checkout flow, and my support policies.",
      "summary": "A Shopify merchant examined the default /agents.md and robots.txt that Shopify makes, found that the default text sends agents to the Shop app, and wrote a custom agents.md for the store."
    },
    {
      "id": "reddit:t3_1tu9qob",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/Entrepreneur/comments/1tu9qob/stripe_mcp_for_churn_analysis/",
      "postId": null,
      "author": "pmarks98",
      "community": "Entrepreneur",
      "created": "2026-06-01",
      "engagement": 5,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server"
      ],
      "quote": "Just used the Stripe MCP to fetch customers who cancelled with the reason \"switching\\_service\" in the last few weeks.",
      "summary": "A founder used the Stripe MCP with Claude to find customers who cancelled to change service, then drafted a short survey email through a Gmail MCP."
    },
    {
      "id": "reddit:t3_1vqpqm7",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vqpqm7/shopify_turned_on_agentic_storefronts_by_default/",
      "postId": null,
      "author": "Secure_Nose_5735",
      "community": "shopify",
      "created": "2026-08-17",
      "engagement": 5,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "No merchant opt-out"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Found out my store has been listed in AI channels since March. Shopify enrolled eligible stores automatically, so products can come up in ChatGPT, Copilot and Google AI mode.",
      "summary": "A Shopify merchant found the store was in AI channels by default since March and considers the trade: no cost and order attribution, against no opt-in and no control of how the AI describes products."
    },
    {
      "id": "x:2100245589069791421",
      "platform": "x",
      "url": "https://x.com/CoopGolfs/status/2100245589069791421",
      "postId": "2100245589069791421",
      "author": "CoopGolfs",
      "community": "",
      "created": "2026-09-16",
      "engagement": 5,
      "sites": [
        "meta.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "meta.com": "worked"
      },
      "antiPatterns": [
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "just watched Muse check the “i’m not a bot” CAPTCHA on its browser for a Meta login and complete the “select all images with cars” prompt",
      "summary": "Muse solved an image CAPTCHA during a Meta login."
    },
    {
      "id": "reddit:t1_n5i1xyq",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1majcf4/what_are_some_good_use_cases_of_agent_mode_that/n5i1xyq/",
      "postId": null,
      "author": "valar__morghulis_",
      "community": "OpenAI",
      "created": "2025-07-27",
      "engagement": 4,
      "sites": [
        "target.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "target.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "It gave me exact location and even a map. Works on stores like target and Home Depot",
      "summary": "ChatGPT agent found the aisle locations of shopping list items on Target and Home Depot sites and planned a route through the store."
    },
    {
      "id": "reddit:t1_n6ubkvv",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1mf0w9i/i_want_to_use_agent_mode_for_upwork_captcha/n6ubkvv/",
      "postId": null,
      "author": "tinphi",
      "community": "ChatGPT",
      "created": "2025-08-04",
      "engagement": 4,
      "sites": [
        "upwork.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "upwork.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "Agent mode does fine until it hits a CAPTCHA and then its just loop city. I tried the usual tricks 2FA, clearing cache, using fresh sessions",
      "summary": "ChatGPT agent mode loops on CAPTCHAs on Upwork-type sites, and the commenter moved to a stealth cloud browser to continue."
    },
    {
      "id": "reddit:t1_p47vhpg",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vqpqm7/shopify_turned_on_agentic_storefronts_by_default/p47vhpg/",
      "postId": null,
      "author": "mildlycontent",
      "community": "shopify",
      "created": "2026-08-17",
      "engagement": 4,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Those referred to my store by ChatGPT are much more likely to purchase than those arriving via other avenues, according to my stats.",
      "summary": "A Shopify merchant keeps Agentic Storefronts on because visitors from ChatGPT convert better than visitors from other sources."
    },
    {
      "id": "reddit:t3_1mi8m6v",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1mi8m6v/does_amazon_block_comet/",
      "postId": null,
      "author": "jacksonjjacks",
      "community": "perplexity_ai",
      "created": "2025-08-05",
      "engagement": 4,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "I was in the middle of checking my shopping basket, needed to reload and all over sudden Amazon prompts a site being sorry for technical difficulties.",
      "summary": "A Comet user was in the Amazon shopping basket when Amazon showed a technical difficulties page; the same page worked in Chrome."
    },
    {
      "id": "reddit:t3_1p6tfdk",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/PerplexityComet/comments/1p6tfdk/comet_is_now_blocked_on_amazon_cloudflare_and/",
      "postId": null,
      "author": "futurecomputer3000",
      "community": "PerplexityComet",
      "created": "2025-11-26",
      "engagement": 4,
      "sites": [
        "kingsoopers.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "kingsoopers.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Comet is now blocked on Amazon, Cloudflare, and KingSoopers. Anyone else?",
      "summary": "Comet user reports blocks on Amazon, on Cloudflare-protected sites and on the King Soopers grocery site, so remote add-to-cart does not work."
    },
    {
      "id": "reddit:t3_1pfohi3",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/simplifimoney/comments/1pfohi3/automatic_notescategorizationetc_of_amazon/",
      "postId": null,
      "author": "looper33",
      "community": "simplifimoney",
      "created": "2025-12-06",
      "engagement": 4,
      "sites": [
        "simplifimoney.com"
      ],
      "agents": [
        "ChatGPT Atlas"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "simplifimoney.com": "worked"
      },
      "antiPatterns": [
        "No API",
        "Slow or timeout"
      ],
      "patterns": [],
      "quote": "Log in to Simplifi using this browser 4. Launch Agent mode. In the chat session, upload the CSV you created in step 1",
      "summary": "ChatGPT Atlas agent mode matched Amazon order history to transactions in Quicken Simplifi and filled the notes column, correctly but very slowly."
    },
    {
      "id": "reddit:t3_1rmtmch",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeCode/comments/1rmtmch/claude_i_could_use_a_beer/",
      "postId": null,
      "author": "justincatalana",
      "community": "ClaudeCode",
      "created": "2026-03-06",
      "engagement": 4,
      "sites": [
        "fortpointbeer.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "fortpointbeer.com": "mixed"
      },
      "antiPatterns": [
        "Card entry"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "It wraps Shopify's MCP with a few brewery specific tools: shipping eligibility, delivery estimates, and beer recommendations. It would be really nice to be able to complete the payment from within the terminal.",
      "summary": "A craft brewery built an MCP server on top of the Shopify MCP so that customers order beer from a coding agent; payment cannot complete in the terminal."
    },
    {
      "id": "reddit:t3_1sa3esx",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/woocommerce/comments/1sa3esx/is_anyone_implementing_agentic_commerce_on/",
      "postId": null,
      "author": "vivalegoatboy",
      "community": "woocommerce",
      "created": "2026-04-02",
      "engagement": 4,
      "sites": [
        "woocommerce.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "woocommerce.com": "stuck"
      },
      "antiPatterns": [
        "Gated access program",
        "Protocol fragmentation"
      ],
      "patterns": [],
      "quote": "On the WooCommerce side, you need a UCP plugin for the /.well-known/ucp manifest, a separate ACP plugin for ChatGPT shopping, the developer-preview MCP flag enabled, Yoast schema optimization",
      "summary": "A WooCommerce specialist compares platforms: Shopify turned on agentic storefronts with zero set-up, but WooCommerce needs separate UCP, ACP and MCP plugins, and the Stripe agentic suite is not broadly available."
    },
    {
      "id": "reddit:t3_1sbwpjt",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/codex/comments/1sbwpjt/whats_your_codex_setup_for_working_with_external/",
      "postId": null,
      "author": "thecontentengineer",
      "community": "codex",
      "created": "2026-04-04",
      "engagement": 4,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Codex"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "stripe.com": "stuck"
      },
      "antiPatterns": [
        "Docs stale"
      ],
      "patterns": [],
      "quote": "every time I integrate something like stripe or supabase codex uses outdated methods and I end up debugging runtime errors for stuff compiled fine.",
      "summary": "User's Codex writes Stripe and Supabase integrations with outdated API methods, so the user looks for a way to feed it current docs."
    },
    {
      "id": "reddit:t3_1twf93d",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1twf93d/agentic_chatgpt_turned_off/",
      "postId": null,
      "author": "Long_Narwhal_9207",
      "community": "shopify",
      "created": "2026-06-04",
      "engagement": 4,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Unclear error"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "My store started popping off with ChatGPT referrals through agentic, but then it suddenly stopped.",
      "summary": "A Shopify merchant got ChatGPT referrals through the agentic channel, then the ChatGPT status went gray with no explanation, and Shopify support could not help."
    },
    {
      "id": "reddit:t3_1tz4ioc",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify_growth/comments/1tz4ioc/i_tested_17_of_the_biggest_shopify_brands_to_see/",
      "postId": null,
      "author": "ravikirany",
      "community": "shopify_growth",
      "created": "2026-06-07",
      "engagement": 4,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Docs not machine readable",
        "UI made only for people"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "A few household names scored in the 60s purely because their return policy and login are JavaScript-rendered — an agent reading the page literally can't see them.",
      "summary": "A tester ran an agent-readiness check on 17 large Shopify brands; only 5 were ready, cart functions were fine, but product pages lacked structured specifications and some policies were visible only after JavaScript."
    },
    {
      "id": "reddit:t3_1v7tue4",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1v7tue4/agentic_sales_channel_how_to_push_more/",
      "postId": null,
      "author": "Difficult-Cap-6950",
      "community": "shopify",
      "created": "2026-07-27",
      "engagement": 4,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [
        "Lost attribution"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "in the past 45 days or so I received like 6 Sales initiated through the agentic sales channel in Shopify (all from chatgpt), which had a volume of 800$. Thats like free money and I love it.",
      "summary": "A shop owner got six ChatGPT-initiated sales worth $800 in 45 days through the Shopify agentic channel, but the traffic is random and the owner does not know how to increase it."
    },
    {
      "id": "x:2100255560797171962",
      "platform": "x",
      "url": "https://x.com/BackseatVC/status/2100255560797171962",
      "postId": "2100255560797171962",
      "author": "BackseatVC",
      "community": "",
      "created": "2026-09-16",
      "engagement": 4,
      "sites": [
        "atom.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "atom.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)",
        "MCP server"
      ],
      "quote": "just monetized their MCP server, so agents can buy domains for you",
      "summary": "Atom's paid MCP server lets an agent find and buy a domain; before, the agent told the user to sign up on the site."
    },
    {
      "id": "x:2100271864388211121",
      "platform": "x",
      "url": "https://x.com/vysecurity/status/2100271864388211121",
      "postId": "2100271864388211121",
      "author": "vysecurity",
      "community": "",
      "created": "2026-09-16",
      "engagement": 4,
      "sites": [
        "x.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "x.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Bruh Grok bot can't login to X.",
      "summary": "Grok Bot cannot log in to X."
    },
    {
      "id": "x:2100323121979129959#1",
      "platform": "x",
      "url": "https://x.com/milliemyang/status/2100323121979129959",
      "postId": "2100323121979129959",
      "author": "milliemyang",
      "community": "",
      "created": "2026-09-16",
      "engagement": 4,
      "sites": [
        "opentable.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "opentable.com": "stuck"
      },
      "antiPatterns": [
        "Account ban",
        "Rate limit"
      ],
      "patterns": [],
      "quote": "Saw someone had their OpenTable account blocked because it scanned a couple of hundred times.",
      "summary": "Second-hand: OpenTable blocked a user's account after Instinct scanned it some hundreds of times."
    },
    {
      "id": "x:2100347781672296731",
      "platform": "x",
      "url": "https://x.com/mariosundar/status/2100347781672296731",
      "postId": "2100347781672296731",
      "author": "mariosundar",
      "community": "",
      "created": "2026-09-16",
      "engagement": 4,
      "sites": [
        "amctheatres.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amctheatres.com": "worked"
      },
      "antiPatterns": [
        "Payment declined"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "When Link fumbled the card handoff and checkout errors triggered, standard automated scripts crash and dump the cart. Instinct kept the seats held in memory",
      "summary": "Instinct bought two IMAX seats at AMC Metreon in 20 minutes; the Link card handoff failed one time, but Instinct kept the seats and recovered."
    },
    {
      "id": "x:2101699762869121278",
      "platform": "x",
      "url": "https://x.com/tanayj/status/2101699762869121278",
      "postId": "2101699762869121278",
      "author": "tanayj",
      "community": "",
      "created": "2026-09-20",
      "engagement": 4,
      "sites": [
        "marriott.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "marriott.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Hotel bookings on Marriott",
      "summary": "Reply to the Stripe question: agents struggle to book hotels on Marriott."
    },
    {
      "id": "x:2101730549153120675#1",
      "platform": "x",
      "url": "https://x.com/petehalvorsen/status/2101730549153120675",
      "postId": "2101730549153120675",
      "author": "petehalvorsen",
      "community": "",
      "created": "2026-09-20",
      "engagement": 4,
      "sites": [
        "alaskaair.com",
        "jsx.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "alaskaair.com": "worked",
        "jsx.com": "worked"
      },
      "antiPatterns": [
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "then let me know that Chase was offering a $200 deal on @flyjsx which would make it cheaper on my return flight. Asked if that would work for me… Then Booked it.",
      "summary": "Muse passed a CAPTCHA and booked an Alaska Airlines flight."
    },
    {
      "id": "x:2101775827369418873",
      "platform": "x",
      "url": "https://x.com/utsengar/status/2101775827369418873",
      "postId": "2101775827369418873",
      "author": "utsengar",
      "community": "",
      "created": "2026-09-20",
      "engagement": 4,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [
        "Card entry"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "link didnt have the cc I use for travel, so had to install iso app and add it - not sure if i will get my points there if i used via link",
      "summary": "Payment with Stripe Link was seamless, but the user first installed the Link app to add a travel card and is not sure about card points."
    },
    {
      "id": "reddit:t1_n4pdmzd",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1m75ww6/just_used_supabase_mcp_didnt_even_open_the/n4pdmzd/",
      "postId": null,
      "author": "Lukas233",
      "community": "mcp",
      "created": "2025-07-23",
      "engagement": 3,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Cursor"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "stripe.com": "mixed"
      },
      "antiPatterns": [
        "Api key manual"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "By connecting the stripe MCP it just makes it easier to diagnose any payment or configuration issues you're having. You still have to set it up the same way with the API and webhooks",
      "summary": "User's agent uses the Stripe MCP to diagnose payment and configuration problems, but the API keys and webhooks still need the usual manual setup."
    },
    {
      "id": "reddit:t1_n5l3a0v",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1majcf4/what_are_some_good_use_cases_of_agent_mode_that/n5l3a0v/",
      "postId": null,
      "author": "chloro-phil99",
      "community": "OpenAI",
      "created": "2025-07-28",
      "engagement": 3,
      "sites": [
        "poshmark.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "poshmark.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I’ll stop gatekeeping. eBay to poshmark. Took awhile to work out the prompt.",
      "summary": "ChatGPT agent moved listings from eBay to Poshmark after the user refined the prompt."
    },
    {
      "id": "reddit:t1_n613nkd",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPTPro/comments/1mdaru1/canva_blocked_by_cloudflare_when_using_chatgpt/n613nkd/",
      "postId": null,
      "author": "Prestigious-Cover744",
      "community": "ChatGPTPro",
      "created": "2025-07-30",
      "engagement": 3,
      "sites": [
        "k-ruoka.fi"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "k-ruoka.fi": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "I can't get to another service (Finnish grocery store K-ruoka.fi) that worked for me with agent 4 days ago EVEN THOUGH I CLICK THE \"Verify you are a human\" checkbox.",
      "summary": "ChatGPT agent used the Finnish grocery site K-ruoka.fi four days before, but then a Cloudflare human check blocked it even when the user clicked the checkbox."
    },
    {
      "id": "reddit:t1_n9pt5k8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mv2lgz/agent_mode_is_so_impressive/n9pt5k8/",
      "postId": null,
      "author": "Equivalent-Cup7679",
      "community": "OpenAI",
      "created": "2025-08-20",
      "engagement": 3,
      "sites": [
        "amazon.co.uk"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.co.uk": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "it went to some weird price comparison sites and found the cheapest price £99. On Amazon the same item was £79.",
      "summary": "ChatGPT agent mode searched price comparison sites and reported 99 pounds as cheapest, but the item was 79 pounds on Amazon, which the agent did not check."
    },
    {
      "id": "reddit:t1_oc3v4uk",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/SEO/comments/1s1k1j0/walmart_chatgpt_checkout_converted_3x_worse_than/oc3v4uk/",
      "postId": null,
      "author": "HustlinInTheHall",
      "community": "SEO",
      "created": "2026-03-23",
      "engagement": 3,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Card entry"
      ],
      "patterns": [],
      "quote": "the major hangup to conversion is entering payment info, which walmart's app does much better than Instant Checkout, which doesn't save anything.",
      "summary": "A commerce practitioner explains the weak ChatGPT Instant Checkout conversion for Walmart: payment entry is not saved, and the chat makes users compare products."
    },
    {
      "id": "reddit:t1_oe3w93c",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1sbgfw6/agentic_chatgpt_sales_channel_defaulted_on_today/oe3w93c/",
      "postId": null,
      "author": "besttype",
      "community": "shopify",
      "created": "2026-04-03",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "No merchant opt-out"
      ],
      "patterns": [],
      "quote": "Ai driven sales channels are extremely high churn and low quality.",
      "summary": "A Shopify merchant wants to turn off the default ChatGPT agentic sales channel and found no option to do so."
    },
    {
      "id": "reddit:t1_oomxy0t",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1trdkdk/whats_the_consensus_on_the_agentic_storefront/oomxy0t/",
      "postId": null,
      "author": "districtcurrent",
      "community": "shopify",
      "created": "2026-05-29",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "We already get a good amount of orders from ChatGPT and Gemini. Returns are the same as other channels",
      "summary": "A Shopify merchant gets a good number of orders from ChatGPT and Gemini with normal return rates, and does not understand merchants who opt out."
    },
    {
      "id": "reddit:t1_oon4hxb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1trdkdk/whats_the_consensus_on_the_agentic_storefront/oon4hxb/",
      "postId": null,
      "author": "ugh_8719",
      "community": "shopify",
      "created": "2026-05-29",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Subscriptions not supported"
      ],
      "patterns": [],
      "quote": "I still have my concerns as a subscription business that allowing for checkout in ChatGPT allows for proper pricing + contractual/recurring charge agreements.",
      "summary": "A subscription merchant doubts that checkout in ChatGPT can show correct pricing and get agreement to recurring charges."
    },
    {
      "id": "reddit:t1_ot4ice7",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ucg6bw/shopify_spring_2026_dropped_150_updates_the_one/ot4ice7/",
      "postId": null,
      "author": "GratefulForGarcia",
      "community": "shopify",
      "created": "2026-06-22",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Lost attribution"
      ],
      "patterns": [],
      "quote": "Shopify claims $7k generated from Agentic Storefronts over the last 30 days.. but their Shop app takes credit for 95% of them.",
      "summary": "A merchant says the Shopify Agentic Storefronts report gives most of the revenue to the Shop app, so the true ChatGPT and Copilot sales are small."
    },
    {
      "id": "reddit:t1_p2215h2",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1vh0yd3/top_15_mcp_servers_that_are_actually_useful_in/p2215h2/",
      "postId": null,
      "author": "Salt-Razzmatazz-2132",
      "community": "ClaudeAI",
      "created": "2026-08-06",
      "engagement": 3,
      "sites": [
        "reddit.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "reddit.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Only MCP i run is a self built reddit mcp that can access reddit content, as reddit blocks web crawlers pretty well rn",
      "summary": "User built a private Reddit MCP because Reddit blocks the agent's normal web fetches."
    },
    {
      "id": "reddit:t1_p2yfz0s",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vl43vs/flat_rate_shipping/p2yfz0s/",
      "postId": null,
      "author": "spamjunk150",
      "community": "shopify",
      "created": "2026-08-11",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Codex"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Public API"
      ],
      "quote": "codex setup about 130 LTL truck freight profiles, calculated parcel shipping, and free shipping profiles for me. It would of taken me days to do it manually.",
      "summary": "Merchant with 3000 items had Codex create about 130 freight and shipping profiles in the Shopify store in minutes."
    },
    {
      "id": "reddit:t1_p48rh2g",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vqpqm7/shopify_turned_on_agentic_storefronts_by_default/p48rh2g/",
      "postId": null,
      "author": "Novadina",
      "community": "shopify",
      "created": "2026-08-17",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Policy permits agents"
      ],
      "quote": "If you turn it off, wont they ONLY be recommending your competitors? I would rather show up with them than not at all.",
      "summary": "A Shopify merchant keeps the agentic channel on, does not rewrite pages for machines, and makes sure all product information is on the site."
    },
    {
      "id": "reddit:t3_1jbsob2",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1jbsob2/i_tried_these_5_ai_agent_tools_and_heres_my/",
      "postId": null,
      "author": "maunilparikh",
      "community": "OpenAI",
      "created": "2025-03-15",
      "engagement": 3,
      "sites": [
        "thefork.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "thefork.com": "worked"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [
        "Human handoff"
      ],
      "quote": "After I manually logged in with my Google account (it prompted me when login was needed), it successfully completed the reservation without any issues. The fact that it worked on a non-partnered website in europe is crazy.",
      "summary": "Operator reserved a restaurant table in Rome on TheFork after the user did the Google login, and also took an Airbnb search to the booking page."
    },
    {
      "id": "reddit:t3_1rgo03v",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1rgo03v/claude_commerce_buy_coffee_hates_whole_foods_sign/",
      "postId": null,
      "author": "Opposite-Exam3541",
      "community": "ClaudeAI",
      "created": "2026-02-28",
      "engagement": 3,
      "sites": [
        "wholefoodsmarket.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "wholefoodsmarket.com": "stuck"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [
        "Agent payments (Stripe Link)",
        "Guest checkout"
      ],
      "quote": "**Then hits the \"Whole Foods sign in to buy\"** \\- realizes what it is, **just filters out Whole Foods/Groceries**, and finds something to add to cart directly.",
      "summary": "In a test of a virtual-card MCP, Claude wanted to buy coffee, skipped Whole Foods because of the sign-in wall, and bought from a store that let it add to cart directly."
    },
    {
      "id": "reddit:t3_1rq5t8j",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1rq5t8j/microsoft_copilot_shopping/",
      "postId": null,
      "author": "Defiant_Reserve5637",
      "community": "shopify",
      "created": "2026-03-10",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "In chat checkout not available"
      ],
      "patterns": [],
      "quote": "attempted to shop our brand in Co-Pilot but it keeps redirecting me to our site instead of being able to checkout in AI chat.",
      "summary": "A Shopify merchant with agentic commerce enabled for Microsoft Copilot tried to buy the brand's product in Copilot; Copilot sent the merchant to the website and did not offer in-chat checkout."
    },
    {
      "id": "reddit:t3_1rtn1el",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1rtn1el/built_an_amazon_shopping_agent_with_a_3b_local/",
      "postId": null,
      "author": "Aggressive_Bed7113",
      "community": "AI_Agents",
      "created": "2026-03-14",
      "engagement": 3,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [
        "False success report",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "The bigger failure mode in browser tasks seems less about reasoning and more about agents declaring success before the page actually reached th",
      "summary": "Builder's 3B local model completed a 9-step Amazon shopping flow when the page was compressed to key DOM elements and each action was verified."
    },
    {
      "id": "reddit:t3_1rvgmt0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1rvgmt0/psa_the_stripe_mcp_server_gives_your_agent_access/",
      "postId": null,
      "author": "PolicyLayer",
      "community": "mcp",
      "created": "2026-03-16",
      "engagement": 3,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "stripe.com": "mixed"
      },
      "antiPatterns": [
        "No agent spend limits"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "27 tools, 16 of which are write/financial operations with no rate limiting",
      "summary": "A builder of an MCP policy proxy examined the Stripe MCP server and found that refund, invoice and subscription tools have no caps, so an agent in a loop or under prompt injection can cause financial damage."
    },
    {
      "id": "reddit:t3_1s5682e",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1s5682e/use_openclaw_but_twitter_account_was_quickly/",
      "postId": null,
      "author": "Dry-Development-492",
      "community": "openclaw",
      "created": "2026-03-27",
      "engagement": 3,
      "sites": [
        "x.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "x.com": "stuck"
      },
      "antiPatterns": [
        "Account ban"
      ],
      "patterns": [],
      "quote": "However, my Twitter account was quickly banned, in fact, I've already had two accounts banned..",
      "summary": "OpenClaw skills that operate X to collect data caused two account bans for the user."
    },
    {
      "id": "reddit:t3_1tpzjvp",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/aiagents/comments/1tpzjvp/chatgpt_is_now_my_1_referrer_and_im_not_sure_how/",
      "postId": null,
      "author": "Mo_Ramez",
      "community": "aiagents",
      "created": "2026-05-28",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [
        "Lost attribution"
      ],
      "patterns": [
        "Agent payments (Stripe Link)",
        "Policy permits agents"
      ],
      "quote": "Conversion rate from those visits is a 2.4% vs 0.6% from paid social.",
      "summary": "A store owner on Shopify Agentic Storefronts reports that AI assistants passed Google organic as the top referrer and convert at 2.4%, but there is no data on why the AI recommends the store."
    },
    {
      "id": "reddit:t3_1tpzp74",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/microsaas/comments/1tpzp74/three_months_on_agentic_storefronts_real_numbers/",
      "postId": null,
      "author": "Mo_Ramez",
      "community": "microsaas",
      "created": "2026-05-28",
      "engagement": 3,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Higher return rate",
        "More support load"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "Customer service load from AI buyers is meaningfully higher. They ask weird questions. They don't read confirmation emails.",
      "summary": "A small merchant reports three months on Shopify Agentic Storefronts: 14% of new orders came from AI surfaces, but order value was 22% lower, returns were higher and support load increased."
    },
    {
      "id": "reddit:t3_1ubee7g",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1ubee7g/oh_sorry_i_should_have_told_you_im_stuck_but/",
      "postId": null,
      "author": "maxiedaniels",
      "community": "openclaw",
      "created": "2026-06-21",
      "engagement": 3,
      "sites": [
        "ebay.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "ebay.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA",
        "False success report"
      ],
      "patterns": [],
      "quote": "I guess it hit a captcha and rather than stopping, it kept going for literally an hour and a half. Never tried to tell me anything was wrong.",
      "summary": "OpenClaw hit a CAPTCHA on an eBay search result page and retried browser calls for 90 minutes without telling the user."
    },
    {
      "id": "x:2099455164725739806",
      "platform": "x",
      "url": "https://x.com/cyberbeast_fl/status/2099455164725739806",
      "postId": "2099455164725739806",
      "author": "cyberbeast_fl",
      "community": "",
      "created": "2026-09-14",
      "engagement": 3,
      "sites": [
        "tesla.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "tesla.com": "mixed"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "You couldn't even access the Tesla website on Grok Bot to look up car prices before!",
      "summary": "User reports that Grok Bot could not open the Tesla website to read car prices, and welcomes a fix."
    },
    {
      "id": "x:2100789159522664568#1",
      "platform": "x",
      "url": "https://x.com/danielhayesmith/status/2100789159522664568",
      "postId": "2100789159522664568",
      "author": "danielhayesmith",
      "community": "",
      "created": "2026-09-18",
      "engagement": 3,
      "sites": [
        "ebay.com",
        "facebook.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "ebay.com": "worked",
        "facebook.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "just found me a a few more MacBooks under $600 on eBay + Facebook Marketplace",
      "summary": "A Grok Bot deal scout reads eBay and Facebook Marketplace listings and sends good deals."
    },
    {
      "id": "x:2101327816495095872",
      "platform": "x",
      "url": "https://x.com/owendesign/status/2101327816495095872",
      "postId": "2101327816495095872",
      "author": "owendesign",
      "community": "",
      "created": "2026-09-19",
      "engagement": 3,
      "sites": [
        "delta.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "delta.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Anyone have a good way to let your AI agent book @Delta flights? It keeps blocking it as bot traffic.",
      "summary": "Delta blocks the agent of the user as bot traffic during flight booking."
    },
    {
      "id": "x:2101819973396242639",
      "platform": "x",
      "url": "https://x.com/jalohann/status/2101819973396242639",
      "postId": "2101819973396242639",
      "author": "jalohann",
      "community": "",
      "created": "2026-09-20",
      "engagement": 3,
      "sites": [
        "united.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "united.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "And @united !",
      "summary": "United also blocks agents."
    },
    {
      "id": "reddit:t1_mf6fyxu",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1izu5z3/has_anyone_tried_using_operator_to_order/mf6fyxu/",
      "postId": null,
      "author": "ginger_beer_m",
      "community": "OpenAI",
      "created": "2025-02-28",
      "engagement": 2,
      "sites": [
        "waitrose.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "waitrose.com": "worked"
      },
      "antiPatterns": [
        "Login wall",
        "Slow or timeout"
      ],
      "patterns": [
        "Human handoff"
      ],
      "quote": "Then I pasted that to operator with the instruction to first visit the website, wait for me to login, then buy everything in the shopping list.",
      "summary": "Operator filled a Waitrose grocery basket from a shopping list after the user logged in; it worked well but was very slow, and the user did the final checkout."
    },
    {
      "id": "reddit:t1_n4pkyb0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1m75ww6/just_used_supabase_mcp_didnt_even_open_the/n4pkyb0/",
      "postId": null,
      "author": "Lukas233",
      "community": "mcp",
      "created": "2025-07-23",
      "engagement": 2,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server",
        "Webhooks"
      ],
      "quote": "I was really struggling to get this to work so I connected stripe mCP and it was able to much more easily debug on its own and figure out what was going on.",
      "summary": "A developer could not get Stripe webhooks to update token balances; after the developer connected the Stripe MCP, the agent debugged the webhook problem by itself."
    },
    {
      "id": "reddit:t1_n5dlfp8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1macefo/chatgpt_agent_mode_is_trying_to_do_my_grocery/n5dlfp8/",
      "postId": null,
      "author": "Explorer-bug",
      "community": "ChatGPT",
      "created": "2025-07-27",
      "engagement": 2,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I experienced the same , my agent cannot access Amazon.com.",
      "summary": "A second ChatGPT agent user confirms that the agent cannot access Amazon.com."
    },
    {
      "id": "reddit:t1_n5xa1f0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mce797/agent_mode_kind_of_useless/n5xa1f0/",
      "postId": null,
      "author": "BenAttanasio",
      "community": "OpenAI",
      "created": "2025-07-30",
      "engagement": 2,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "Agent refuses the task"
      ],
      "patterns": [],
      "quote": "1. Buy coffee on Amazon (got all the way but bugged out and didn’t press “buy”) 2. Make a reservation at a restaurant (worked 100%)",
      "summary": "ChatGPT agent got to the last step of an Amazon coffee purchase but did not press buy, and it completed a restaurant reservation and a calendar task fully."
    },
    {
      "id": "reddit:t1_n6f97un",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/n6f97un/",
      "postId": null,
      "author": "Fit_Jury_9909",
      "community": "ChatGPT",
      "created": "2025-08-01",
      "engagement": 2,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "the “sorry something went wrong” dog page is a soft block for anything coming from a datacenter or headless browser session. agents running from OpenAI infra get flagged instantly.",
      "summary": "Commenter explains that Amazon soft-blocks agents from datacenter IPs with its error page, based on TLS fingerprints and interaction timing."
    },
    {
      "id": "reddit:t1_n6iryir",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1mfpmv7/agent_mode_is_pretty_much_garbage_at_this_point/n6iryir/",
      "postId": null,
      "author": "Chiefs24x7",
      "community": "ChatGPT",
      "created": "2025-08-02",
      "engagement": 2,
      "sites": [
        "tripadvisor.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "tripadvisor.com": "worked"
      },
      "antiPatterns": [
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "ChatGPT Agent looked at multiple sources, including Google Maps, TripAdvisor, and hotel websites.",
      "summary": "ChatGPT agent spent 15 minutes on Google Maps, TripAdvisor and hotel sites and made a ranked table of hotels with parking, pool and room availability; it has trouble with dynamic content."
    },
    {
      "id": "reddit:t1_n6z4vlj",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/n6z4vlj/",
      "postId": null,
      "author": "DrMistyDNP",
      "community": "ChatGPT",
      "created": "2025-08-05",
      "engagement": 2,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "Login wall"
      ],
      "patterns": [],
      "quote": "You have to open another browser tab and log into your [amazon.com](http://amazon.com) account then just prompt asking to add XYZ to your currently open Amazon tab.",
      "summary": "A user found that Comet can add items to an Amazon cart if the user first logs in to Amazon in a different tab; this does not work for ChatGPT agent mode."
    },
    {
      "id": "reddit:t1_n9u8ndw",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mv2lgz/agent_mode_is_so_impressive/n9u8ndw/",
      "postId": null,
      "author": "mrbritchicago",
      "community": "OpenAI",
      "created": "2025-08-21",
      "engagement": 2,
      "sites": [
        "hotels.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "hotels.com": "stuck"
      },
      "antiPatterns": [
        "Slow or timeout",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "it literally just went to hotels.com, spent about an hour trying to figure out how to filter by star rating, and then just chose the first cheap room it found",
      "summary": "ChatGPT agent spent about an hour on Hotels.com trying to use the star-rating filter and then picked the first cheap room without the user's criteria."
    },
    {
      "id": "reddit:t1_nzeqgae",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1qb3626/agentic_storefronts_are_coming/nzeqgae/",
      "postId": null,
      "author": "Stoneblossoms10",
      "community": "shopify",
      "created": "2026-01-13",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "No merchant opt-out"
      ],
      "patterns": [],
      "quote": "The fact that we are automatically in on this and need to figure out how to opt out makes it feel like we don’t own our websites.",
      "summary": "A Shopify merchant objects that Agentic Storefronts is on by default and the merchant must find the opt-out."
    },
    {
      "id": "reddit:t1_nzfcoma",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1qb3626/agentic_storefronts_are_coming/nzfcoma/",
      "postId": null,
      "author": "SmrtDllatKitnKatShop",
      "community": "shopify",
      "created": "2026-01-13",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Chargeback risk",
        "No merchant opt-out"
      ],
      "patterns": [],
      "quote": "I don't want or need folks finding us on a whim. I've already had my first chargeback from an unknown customer.",
      "summary": "A small handmade-goods merchant objects to the default opt-in to Shopify Agentic Storefronts and reports a first chargeback from an unknown customer."
    },
    {
      "id": "reddit:t1_oakn5qn",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rude4j/my_agent_was_massvisiting_linkedin_profiles_and/oakn5qn/",
      "postId": null,
      "author": "MaddisonoRenata",
      "community": "openclaw",
      "created": "2026-03-15",
      "engagement": 2,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "linkedin.com": "mixed"
      },
      "antiPatterns": [
        "Account ban",
        "Rate limit"
      ],
      "patterns": [],
      "quote": "I have been running a linkedin setup, but am often limited by linkedin flagging me. I have my agent sending voice messages in my voice",
      "summary": "User's agent sends LinkedIn voice messages at low volume, but LinkedIn flags the account when the user tries to scale."
    },
    {
      "id": "reddit:t1_ocoj9yx",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1s4mklc/agentic_storefronts_i_thought_we_could_opt_out/ocoj9yx/",
      "postId": null,
      "author": "DaveFromMicroKits",
      "community": "shopify",
      "created": "2026-03-27",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [],
      "patterns": [
        "Webhooks"
      ],
      "quote": "I just did this for my store but instead of canceling the order I'm just going to send myself an email.",
      "summary": "A Shopify merchant made a Shopify Flow that sends an email alert when an order comes from the ChatGPT sales channel, to monitor agent orders."
    },
    {
      "id": "reddit:t1_ofdyacc",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1shkh81/did_shopify_just_made_every_shopify_plugin/ofdyacc/",
      "postId": null,
      "author": "phantacc",
      "community": "shopify",
      "created": "2026-04-10",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Api key manual",
        "Dashboard only"
      ],
      "patterns": [
        "Api key self serve",
        "Public API"
      ],
      "quote": "Made a custom app on dev.shopify.com with read-only scopes, which was mostly just clicking buttons to choose allowed access.",
      "summary": "Merchant created a read-only custom app in the Shopify developer dashboard by hand so the agent could query shop data through the Admin API."
    },
    {
      "id": "reddit:t1_oob4gup",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1tps9u7/redirect_from_llmstxt_to_agentsmd_is_changing_the/oob4gup/",
      "postId": null,
      "author": "phauwn",
      "community": "shopify",
      "created": "2026-05-28",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "No merchant control of agent instructions"
      ],
      "patterns": [
        "Agents md"
      ],
      "quote": "Recently tried to dig into this an make some specific changes but have not had success overwriting any of it via liquid code.",
      "summary": "A Shopify merchant tried to change the agents.md and llms.txt content that Shopify generates for agents, but could not overwrite it with Liquid code."
    },
    {
      "id": "reddit:t1_oont6j5",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1trdkdk/whats_the_consensus_on_the_agentic_storefront/oont6j5/",
      "postId": null,
      "author": "skinpixel",
      "community": "shopify",
      "created": "2026-05-29",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Product detail lost"
      ],
      "patterns": [],
      "quote": "Most of my products require user input for customisation. Using Agentic storefronts while I’m not against it, does add numerous steps, as I’d have to chase the customer for additional info",
      "summary": "A merchant of made-to-order products says agentic storefront orders arrive without the customization input, so the merchant must contact the customer after the order."
    },
    {
      "id": "reddit:t1_ooq05xz",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1trdkdk/whats_the_consensus_on_the_agentic_storefront/ooq05xz/",
      "postId": null,
      "author": "John___Matrix",
      "community": "shopify",
      "created": "2026-05-30",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Lost attribution"
      ],
      "patterns": [],
      "quote": "About 2% from Agentic by the look of it although the bulk of that is from Shop App rather than ChatGPT.",
      "summary": "A Shopify merchant reports that about 2% of sales come from the Agentic channel, and most of that is the Shop app, not ChatGPT."
    },
    {
      "id": "reddit:t1_ot8utyb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ucg6bw/shopify_spring_2026_dropped_150_updates_the_one/ot8utyb/",
      "postId": null,
      "author": "Mammoth-Pitch-6128",
      "community": "shopify",
      "created": "2026-06-23",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "i have been getting consistent sales (like a few hundred dollars) from chat gpt (agentic storefront) since april end.",
      "summary": "A Shopify merchant gets steady small sales from ChatGPT through Agentic Storefronts and did no data clean-up; all products are approved in Shopify Catalog."
    },
    {
      "id": "reddit:t1_paq4g7r",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1wjidu6/how_to_connect_multiple_stores_to_claude_code_via/paq4g7r/",
      "postId": null,
      "author": "datagekko",
      "community": "shopify",
      "created": "2026-09-19",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Mcp wrong data",
        "Unclear error"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "nothing tells you which store a tool call actually hit. We've had a global config quietly win over the project one and pull from the wrong shop. No error, just wrong numbers.",
      "summary": "Agency runs the Shopify MCP for many client stores in Claude Code and found that a tool call can go to the wrong shop with no error."
    },
    {
      "id": "reddit:t3_1io5rx7",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1io5rx7/alternatives_for_operator_for_product_research/",
      "postId": null,
      "author": "TheBigBrezinski",
      "community": "AI_Agents",
      "created": "2025-02-13",
      "engagement": 2,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "Slow or timeout"
      ],
      "patterns": [],
      "quote": "The biggest issues seem to be connectivity problems and freezing, which I assume are due to Operator being a virtual machine.",
      "summary": "Operator pulled product details from Amazon listings into an online spreadsheet, but connection problems and freezes gave mixed results."
    },
    {
      "id": "reddit:t3_1o28vxo",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1o28vxo/whats_the_point_of_agent_mode_if_most_websites/",
      "postId": null,
      "author": "SlapDashUser",
      "community": "ChatGPT",
      "created": "2025-10-09",
      "engagement": 2,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I used Agent to try to do a quick shopping comparison for a test item across CVS, Walgreens, Giant Food, Walmart, and Target. Three of the five sites blocked it from retrieving anything.",
      "summary": "ChatGPT agent mode tried a price comparison across CVS, Walgreens, Giant Food, Walmart and Target, and three of the five sites blocked it."
    },
    {
      "id": "reddit:t3_1psuy3i",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1psuy3i/claude_for_chrome/",
      "postId": null,
      "author": "tkenaz",
      "community": "ClaudeAI",
      "created": "2025-12-22",
      "engagement": 2,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "Claude in Chrome"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "linkedin.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "1.LinkedIn finally usable — posts, comments, reactions, all the stuff LinkedIn blocks from automation",
      "summary": "Claude for Chrome did posts, comments and reactions on LinkedIn in the user's own logged-in browser, which other automation tools cannot do."
    },
    {
      "id": "reddit:t3_1r0ofpz",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1r0ofpz/reddit_blocked_my_bot/",
      "postId": null,
      "author": "AAA_battery",
      "community": "openclaw",
      "created": "2026-02-10",
      "engagement": 2,
      "sites": [
        "reddit.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "reddit.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Guess reddit wasn't a fan. my bot now gets a 403 error when trying to browse reddit.",
      "summary": "OpenClaw bot with a Reddit scraper skill now gets a 403 error on Reddit."
    },
    {
      "id": "reddit:t3_1rxc0jp",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeCode/comments/1rxc0jp/i_gave_my_ai_agent_a_debit_card_and_told_it_to/",
      "postId": null,
      "author": "Joozio",
      "community": "ClaudeCode",
      "created": "2026-03-18",
      "engagement": 2,
      "sites": [
        "empik.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "empik.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "Card entry",
        "Login wall",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "Five hours. Four major Polish online stores. Zero completed purchases.",
      "summary": "A Claude-based agent with a $25 virtual debit card failed to buy a gift: Cloudflare blocked it on Allegro, Amazon.pl had no guest checkout, Turnstile stopped it on Empik, and a cross-origin payment iframe stopped the last try."
    },
    {
      "id": "reddit:t3_1rxhdaf",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rxhdaf/solved_my_personal_pain_of_booking_restaurant_for/",
      "postId": null,
      "author": "Eeshita77",
      "community": "openclaw",
      "created": "2026-03-18",
      "engagement": 2,
      "sites": [
        "opentable.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "opentable.com": "worked"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [
        "Connector or skill",
        "Runs in the user's browser"
      ],
      "quote": "I logged OpenClaw into my OpenTable, created an OpenTable booking skill, and now it looks at my food dot md to understand what to book, and uses the skill to book it.",
      "summary": "OpenClaw books restaurants reliably on OpenTable after the user logged it in one time and made a booking skill; it booked three restaurants in one day."
    },
    {
      "id": "reddit:t3_1s1k4dl",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeCowork/comments/1s1k4dl/claude_and_nytimes_website/",
      "postId": null,
      "author": "FairObjective3416",
      "community": "ClaudeCowork",
      "created": "2026-03-23",
      "engagement": 2,
      "sites": [
        "nytimes.com"
      ],
      "agents": [
        "Claude in Chrome"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "nytimes.com": "stuck"
      },
      "antiPatterns": [
        "Agent refuses the task"
      ],
      "patterns": [],
      "quote": "It couldn't navigate there on its own, and even after I opened [nytimes.com](http://nytimes.com) myself, it still couldn't take a screenshot. I got a \"This site is blocked\" error.",
      "summary": "Claude in Chrome refused to open or take a screenshot of the New York Times site because the extension blocks the domain."
    },
    {
      "id": "reddit:t3_1szyyl5",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1szyyl5/psa_agentic_sales_channels_are_live_for/",
      "postId": null,
      "author": "Squatront",
      "community": "shopify",
      "created": "2026-04-30",
      "engagement": 2,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "No merchant opt-out"
      ],
      "patterns": [],
      "quote": "Mine were set to automatically sell, so if anyone wants to opt out I recommend turning it to sell on your storefront.",
      "summary": "A Shopify merchant found the ChatGPT and Microsoft agentic sales channels set to sell automatically, and tells merchants who want out to change the setting to checkout on the storefront."
    },
    {
      "id": "reddit:t3_1uf7pk0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeCode/comments/1uf7pk0/how_are_you_getting_claude_code_to_actually_book/",
      "postId": null,
      "author": "burkebrewery",
      "community": "ClaudeCode",
      "created": "2026-06-25",
      "engagement": 2,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "3-D Secure",
        "Bot block",
        "CAPTCHA",
        "No API"
      ],
      "patterns": [
        "MCP server",
        "Public API"
      ],
      "quote": "it places Amazon orders via Zinc's BYO-account API, sends flowers through Florist One with headless card tokenization, books restaurants, etc. The one thing I keep failing at is **travel booking across the three legs: airline, hotel, rental car.**",
      "summary": "Builder's Claude Code assistant orders on Amazon through the Zinc API, but flight, hotel and car booking fail because no self-serve booking API exists and browser checkout stalls on CAPTCHA and 3DS."
    },
    {
      "id": "x:2099353028373762149",
      "platform": "x",
      "url": "https://x.com/iproductAI/status/2099353028373762149",
      "postId": "2099353028373762149",
      "author": "iproductAI",
      "community": "",
      "created": "2026-09-14",
      "engagement": 2,
      "sites": [
        "x.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "x.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "blocked Grok @bot to login into X",
      "summary": "X blocked the Grok Bot login to X."
    },
    {
      "id": "x:2101262023963340803",
      "platform": "x",
      "url": "https://x.com/virtuallysarvad/status/2101262023963340803",
      "postId": "2101262023963340803",
      "author": "virtuallysarvad",
      "community": "",
      "created": "2026-09-19",
      "engagement": 2,
      "sites": [
        "lg.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "lg.com": "mixed"
      },
      "antiPatterns": [
        "Broken links"
      ],
      "patterns": [],
      "quote": "most of the LG's links and bots were dead and useless. Instinct later found the WhatsApp support number and gave me exactly what I should send it.",
      "summary": "LG service links were dead; Instinct found the WhatsApp support route and then booked the refrigerator service request from the link that the bot gave."
    },
    {
      "id": "x:2101686456091557925",
      "platform": "x",
      "url": "https://x.com/glennonchain/status/2101686456091557925",
      "postId": "2101686456091557925",
      "author": "glennonchain",
      "community": "",
      "created": "2026-09-20",
      "engagement": 2,
      "sites": [
        "delta.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "delta.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "I tried using Instinct to change my @Delta flight and hit a wall due to anti bot captcha",
      "summary": "Instinct tried to change a Delta flight and an anti-bot CAPTCHA stopped it."
    },
    {
      "id": "x:2101691360386666631",
      "platform": "x",
      "url": "https://x.com/rywigs/status/2101691360386666631",
      "postId": "2101691360386666631",
      "author": "rywigs",
      "community": "",
      "created": "2026-09-20",
      "engagement": 2,
      "sites": [
        "usps.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "usps.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "usps",
      "summary": "Reply to the Stripe question: agents struggle to transact on USPS."
    },
    {
      "id": "x:2101707913660453130#1",
      "platform": "x",
      "url": "https://x.com/suvirjain/status/2101707913660453130",
      "postId": "2101707913660453130",
      "author": "suvirjain",
      "community": "",
      "created": "2026-09-20",
      "engagement": 2,
      "sites": [
        "thumbtack.com",
        "yelp.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "thumbtack.com": "stuck",
        "yelp.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Thumbtack and Yelp block instinct. Would love to find yellow page services that welcome agents.",
      "summary": "Thumbtack and Yelp block Instinct; the user wants local-service directories that accept agents."
    },
    {
      "id": "x:2101717033398235618",
      "platform": "x",
      "url": "https://x.com/kevinyien/status/2101717033398235618",
      "postId": "2101717033398235618",
      "author": "kevinyien",
      "community": "",
      "created": "2026-09-20",
      "engagement": 2,
      "sites": [
        "texas.gov"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "texas.gov": "stuck"
      },
      "antiPatterns": [
        "UI made only for people",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "oddly fails at (texas) gov sites due to lag in button state: - muse enters information - muse clicks “submit” - “submit” stays enabled - muse clicks it again (and again) - site gives error",
      "summary": "On Texas government sites the submit button stays enabled after a click, Muse clicks again, and the site gives an error and tells the user to phone the office."
    },
    {
      "id": "x:2101744460589842881#1",
      "platform": "x",
      "url": "https://x.com/CalebPolley/status/2101744460589842881",
      "postId": "2101744460589842881",
      "author": "CalebPolley",
      "community": "",
      "created": "2026-09-20",
      "engagement": 2,
      "sites": [
        "aircanada.com",
        "amextravel.com",
        "marriott.com"
      ],
      "agents": [
        "Instinct",
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amextravel.com": "stuck",
        "aircanada.com": "stuck",
        "marriott.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "amex travel, aeroplan, marriot",
      "summary": "Reply to the Stripe question: agents struggle to transact on Amex Travel, Aeroplan (Air Canada) and Marriott."
    },
    {
      "id": "x:2101805437771186225",
      "platform": "x",
      "url": "https://x.com/chum94555/status/2101805437771186225",
      "postId": "2101805437771186225",
      "author": "chum94555",
      "community": "",
      "created": "2026-09-20",
      "engagement": 2,
      "sites": [
        "xfinity.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "xfinity.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Add Xfinity too",
      "summary": "Xfinity also blocks agents."
    },
    {
      "id": "x:2101824554972610647",
      "platform": "x",
      "url": "https://x.com/RedDevi52539977/status/2101824554972610647",
      "postId": "2101824554972610647",
      "author": "RedDevi52539977",
      "community": "",
      "created": "2026-09-21",
      "engagement": 2,
      "sites": [
        "amextravel.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amextravel.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Amex Travel is blocking too!",
      "summary": "Amex Travel also blocks agents."
    },
    {
      "id": "x:2101836223874572691",
      "platform": "x",
      "url": "https://x.com/Yairyup/status/2101836223874572691",
      "postId": "2101836223874572691",
      "author": "Yairyup",
      "community": "",
      "created": "2026-09-21",
      "engagement": 2,
      "sites": [
        "opentable.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "opentable.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Connector or skill",
        "Policy permits agents"
      ],
      "quote": "OpenTable has a Muse connector that works without any blocks (for fair use)",
      "summary": "The official OpenTable connector in Muse works without blocks for fair use."
    },
    {
      "id": "reddit:t1_mfoswm9",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1izu5z3/has_anyone_tried_using_operator_to_order/mfoswm9/",
      "postId": null,
      "author": "ginger_beer_m",
      "community": "OpenAI",
      "created": "2025-03-02",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I have this suspicion that amazon is blocking Operator.",
      "summary": "The same Operator user then tried Amazon and found that Amazon appeared to block Operator."
    },
    {
      "id": "reddit:t1_mtj60gd",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ks6vhj/is_llmstxt_the_new_seo_for_ai_shopping/mtj60gd/",
      "postId": null,
      "author": "FudgingEgo",
      "community": "shopify",
      "created": "2025-05-21",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Public API"
      ],
      "quote": "I launched a product last night, appeared in ChatGPT already, with photos and a link and pricing.",
      "summary": "A Shopify brand operator saw a new product in ChatGPT shopping results one day after launch, with photos, price and link; the operator says the real problem is how few products ChatGPT recommends."
    },
    {
      "id": "reddit:t1_n57p6vl",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1m85lag/agent_mode_what_are_you_doing_with_it/n57p6vl/",
      "postId": null,
      "author": "Zealousideal_Oil822",
      "community": "OpenAI",
      "created": "2025-07-26",
      "engagement": 1,
      "sites": [
        "qantas.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "qantas.com": "stuck"
      },
      "antiPatterns": [
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "The Agent struggled on a few websites I asked it to go to. Eg Qantas to book a flight.",
      "summary": "ChatGPT agent struggled to book a flight on Qantas and got caught in loops on sites that assume a human user."
    },
    {
      "id": "reddit:t1_n5begn2",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/n5begn2/",
      "postId": null,
      "author": "c3534l",
      "community": "ChatGPT",
      "created": "2025-07-26",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Terms prohibit agents"
      ],
      "patterns": [],
      "quote": "It is indeed blocked. > User-agent: GPTBot > Disallow: / source: amazon.com/robots.txt",
      "summary": "Commenter shows that Amazon's robots.txt disallows OpenAI's bot, which agrees with the block that ChatGPT agent users see."
    },
    {
      "id": "reddit:t1_n5f4teq",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1m9u7e6/agent_mode_ordered_this_grocery_haul/n5f4teq/",
      "postId": null,
      "author": "allhallows13",
      "community": "OpenAI",
      "created": "2025-07-27",
      "engagement": 1,
      "sites": [
        "bjs.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "bjs.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I tried something similar but my preferred pickup locations (Walmart, BJs wholesale) would block agent from navigating their sites.",
      "summary": "ChatGPT agent could not do a grocery pickup order because Walmart and BJ's Wholesale blocked it from their sites."
    },
    {
      "id": "reddit:t1_n5jdfxi",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1m85lag/agent_mode_what_are_you_doing_with_it/n5jdfxi/",
      "postId": null,
      "author": "Financial-Throat-602",
      "community": "OpenAI",
      "created": "2025-07-28",
      "engagement": 1,
      "sites": [
        "medium.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "medium.com": "worked"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [
        "Human handoff"
      ],
      "quote": "I had to take control when sign on confirmation was needed, but what's interesting is that sign on is not necessary each time.",
      "summary": "ChatGPT agent published an article on Medium, read the user's LinkedIn profile and made images in Midjourney; the user took control only for sign-in confirmation."
    },
    {
      "id": "reddit:t1_n5oshyk",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1majcf4/what_are_some_good_use_cases_of_agent_mode_that/n5oshyk/",
      "postId": null,
      "author": "bespoke_tech_partner",
      "community": "OpenAI",
      "created": "2025-07-28",
      "engagement": 1,
      "sites": [
        "delta.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "delta.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "finding disproportionately valued \"cool\" award ticket bookings on delta (like overly cheap flights to Mexico)",
      "summary": "ChatGPT agent found low-cost award ticket bookings on Delta for the user."
    },
    {
      "id": "reddit:t1_n5wo1zb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mce797/agent_mode_kind_of_useless/n5wo1zb/",
      "postId": null,
      "author": "v0w",
      "community": "OpenAI",
      "created": "2025-07-30",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I asked it to do some pricing on jeans on Amazon and it failed in this simple task.",
      "summary": "ChatGPT agent failed a price check for jeans on Amazon."
    },
    {
      "id": "reddit:t1_n63i1tp",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mdk2pb/running_in_to_captcha_and_restrictions_when_using/n63i1tp/",
      "postId": null,
      "author": "Dizzy-Cantaloupe8892",
      "community": "OpenAI",
      "created": "2025-07-31",
      "engagement": 1,
      "sites": [
        "shein.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shein.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Login wall"
      ],
      "patterns": [],
      "quote": "Gmail, Vinted, and Shein specifically flag Agent Mode's browser as \"not safe\" because it runs in a sandboxed environment that doesn't match standard browser fingerprints.",
      "summary": "Commenter explains that Gmail, Vinted and Shein flag the ChatGPT agent browser as not safe at login, and recommends manual login before the agent continues."
    },
    {
      "id": "reddit:t1_n6xky9t",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/n6xky9t/",
      "postId": null,
      "author": "SnooSongs5398",
      "community": "ChatGPT",
      "created": "2025-08-04",
      "engagement": 1,
      "sites": [
        "target.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "target.com": "mixed"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "amazon blocks all agents, you can do this with target and other sites as of right now though.",
      "summary": "User reports that Amazon blocks all agents, but Target and other sites still let ChatGPT agent shop."
    },
    {
      "id": "reddit:t1_n72srpl",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1majcf4/what_are_some_good_use_cases_of_agent_mode_that/n72srpl/",
      "postId": null,
      "author": "johnee99",
      "community": "OpenAI",
      "created": "2025-08-05",
      "engagement": 1,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "linkedin.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I was attending a conference and fed it pictures with names and asked it to go on LinkedIn and connect with about 20 people. Worked great.",
      "summary": "ChatGPT agent sent LinkedIn connection requests to about 20 conference contacts from photos of their names."
    },
    {
      "id": "reddit:t1_n9d22vu",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1ma0wub/is_amazon_blocking_chatgpt_agents_any_workarounds/n9d22vu/",
      "postId": null,
      "author": "Material_Finance_720",
      "community": "ChatGPT",
      "created": "2025-08-18",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Trying to order something from Amazon using ChatGPT agent mode but it failed",
      "summary": "ChatGPT agent mode failed to place an Amazon order."
    },
    {
      "id": "reddit:t1_n9qlgop",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1mv2lgz/agent_mode_is_so_impressive/n9qlgop/",
      "postId": null,
      "author": "FinalFantasiesGG",
      "community": "OpenAI",
      "created": "2025-08-20",
      "engagement": 1,
      "sites": [
        "ebay.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "ebay.com": "stuck"
      },
      "antiPatterns": [
        "Slow or timeout",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "Hmm clicking back on the browser didn't achieve the expected result on Ebay.",
      "summary": "ChatGPT agent lost its place on eBay after a back-button click and looped between Google and eBay filters to find the product page again."
    },
    {
      "id": "reddit:t1_n9qudve",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1mi8m6v/does_amazon_block_comet/n9qudve/",
      "postId": null,
      "author": "GenmaPanda",
      "community": "perplexity_ai",
      "created": "2025-08-20",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "i need to clear cookies, to reload the page, but after im instantly blocked again. (tried switching user agent, but same problem)",
      "summary": "A new Comet user is blocked by Amazon with an internal error message; other browsers work, and clearing cookies or a change of user agent does not help."
    },
    {
      "id": "reddit:t1_nm1mrtg",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1oj0e6n/llmstxt_actually_useful/nm1mrtg/",
      "postId": null,
      "author": "Nervous-Project7107",
      "community": "shopify",
      "created": "2025-10-29",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [
        "llms.txt"
      ],
      "quote": "I made an app that does this for free and I’m 95% sure it’s useless.",
      "summary": "A Shopify app developer built a free llms.txt generator because paid apps looked like scams, and thinks the file has almost no effect."
    },
    {
      "id": "reddit:t1_nz96omq",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1qb3626/agentic_storefronts_are_coming/nz96omq/",
      "postId": null,
      "author": "AthenaGaiaJewelry",
      "community": "shopify",
      "created": "2026-01-12",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Product detail lost"
      ],
      "patterns": [],
      "quote": "we use third-party apps for many option choices and I'm sure those will not carry over like they do not carry over to shop",
      "summary": "A jewelry merchant uses third-party apps for product options; these options do not carry over to the Shop app, and the merchant expects the same fault in agentic channels."
    },
    {
      "id": "reddit:t1_o70zvh2",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rcuk6y/agi_is_here_any_automating_me_life_i_cant_get_my/o70zvh2/",
      "postId": null,
      "author": "GamerTex",
      "community": "openclaw",
      "created": "2026-02-23",
      "engagement": 1,
      "sites": [
        "facebook.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "facebook.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "Login wall"
      ],
      "patterns": [
        "Runs in the user's browser"
      ],
      "quote": "I had an issue getting Facebook Marketolace data automated but the Claw suggested ideas and pushed through. It took quite a few tries but it got going",
      "summary": "OpenClaw automated Facebook Marketplace data collection after many tries, with agent-made accounts in a logged-in browser."
    },
    {
      "id": "reddit:t1_o8xsdkx",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/VibeCodingSaaS/comments/1rm8rhj/i_vibe_coded_a_saas_in_a_weekend_spent_the_next_3/o8xsdkx/",
      "postId": null,
      "author": "UnderstandingDry1256",
      "community": "VibeCodingSaaS",
      "created": "2026-03-06",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "CLI",
        "MCP server"
      ],
      "quote": "I gave it pricing screenshot and it created products and prices with stripe cli so that I did not have to click through the stripe UI.",
      "summary": "A developer added the Clerk and Stripe MCP servers; the coding agent created Stripe products and prices from a pricing screenshot through the Stripe CLI, with no dashboard work."
    },
    {
      "id": "reddit:t1_oebo51u",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1sci1z1/replace_sidekick_with_another_ai/oebo51u/",
      "postId": null,
      "author": "acraswell",
      "community": "shopify",
      "created": "2026-04-04",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Unclear error"
      ],
      "patterns": [
        "CLI",
        "Public API"
      ],
      "quote": "Claude can figure it out, but if you looked thought the chain of thought you'll find it needs to make many attempts for each query.",
      "summary": "Merchant says Claude can query the Shopify API directly but needs many failed attempts per query, which is why they built a CLI adapter for the agent."
    },
    {
      "id": "reddit:t1_oj2pld6",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/lovable/comments/1szleb7/been_building_on_lovable_for_a_while_payments_are/oj2pld6/",
      "postId": null,
      "author": "Odd-Management-417",
      "community": "lovable",
      "created": "2026-04-30",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "stripe.com": "stuck"
      },
      "antiPatterns": [
        "Unclear error"
      ],
      "patterns": [
        "Webhooks"
      ],
      "quote": "stripe on lovable nearly broke me, spent like 3 days thinking i was the problem.",
      "summary": "User's Lovable-built Stripe webhook failed signature verification for 3 days, until the webhook moved to a Supabase edge function."
    },
    {
      "id": "reddit:t1_oj3afqt",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1syzzqc/has_anyone_else_tested_claude_code_on_their/oj3afqt/",
      "postId": null,
      "author": "Lanky-Figure996",
      "community": "shopify",
      "created": "2026-04-30",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "CLI",
        "Connector or skill"
      ],
      "quote": "a shopify Claude skill (gives context for the latest documentation)",
      "summary": "Merchant built a full store theme with Claude Code and says the necessary setup is only the Shopify CLI for safe dev mode plus a Shopify skill for current docs."
    },
    {
      "id": "reddit:t1_omh0bib",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1tgee0c/is_anyone_actually_using_mcp/omh0bib/",
      "postId": null,
      "author": "jeannen",
      "community": "mcp",
      "created": "2026-05-18",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server"
      ],
      "quote": "connect to my product/users analytics (Posthog MCP + Stripe MCP) and my internal task system (custom MCP)!",
      "summary": "A founder uses the PostHog MCP and the Stripe MCP each day so that the agent reads product and revenue analytics."
    },
    {
      "id": "reddit:t1_oqva4vt",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1u25yot/connected_shopify_with_ai_for_a_client_via_mcp/oqva4vt/",
      "postId": null,
      "author": "trailmix17",
      "community": "shopify",
      "created": "2026-06-10",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server",
        "Public API"
      ],
      "quote": "Claude is good at using the graphql api in my experience. And it's a bit smarter. Sidekick is stubborn.",
      "summary": "Merchant finds that Claude with the Shopify GraphQL API and MCP does bigger tasks better than Shopify's built-in Sidekick assistant."
    },
    {
      "id": "reddit:t1_oqzrexb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/codex/comments/1u2lqon/all_i_want_for_christmas_is_a_stripe_setup_gooood/oqzrexb/",
      "postId": null,
      "author": "xSpiky",
      "community": "codex",
      "created": "2026-06-11",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [
        "Region restricted"
      ],
      "patterns": [
        "CLI"
      ],
      "quote": "Make sure you authenticate through stripe cli and you should be fine, even gemini 3 was able to set it up for me when it first launch",
      "summary": "A developer says a coding agent completed the Stripe set-up after authentication through the Stripe CLI; earlier problems came from features blocked in the developer's country."
    },
    {
      "id": "reddit:t1_ot9tfw8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1ucg6bw/shopify_spring_2026_dropped_150_updates_the_one/ot9tfw8/",
      "postId": null,
      "author": "Born_Programmer_1089",
      "community": "shopify",
      "created": "2026-06-23",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "In chat checkout not available"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "What we're seeing is consistent discovery traffic and redirects to the store; actual in-chat checkout is still thin.",
      "summary": "An agency with some Shopify stores live on Agentic Storefronts sees steady discovery traffic from AI assistants, but few purchases complete in the chat."
    },
    {
      "id": "reddit:t1_ox8rmtt",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1utx3te/has_anyone_redesigned_a_shopify_store_using_codex/ox8rmtt/",
      "postId": null,
      "author": "1o1development",
      "community": "shopify",
      "created": "2026-07-13",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Codex"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "CLI"
      ],
      "quote": "Codex can handle Liquid, sections, JSON templates and larger theme refactors well, especially when working locally with Shopify CLI and Git.",
      "summary": "Developer reports that Codex does Shopify theme work well when it uses the Shopify CLI and Git locally."
    },
    {
      "id": "reddit:t1_oy6atgb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/aiagents/comments/1uz64z1/has_anyone_actually_completed_a_purchase_with/oy6atgb/",
      "postId": null,
      "author": "ZioniteSoldier",
      "community": "aiagents",
      "created": "2026-07-17",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "stripe.com": "stuck"
      },
      "antiPatterns": [
        "Gated access program"
      ],
      "patterns": [],
      "quote": "I’ve asked stripe for agent payment capabilities and they never emailed back. The rails are built but they’re gatekept right now",
      "summary": "An agent builder asked Stripe for access to agent payment features and got no reply; the agent payment rails exist but access is restricted."
    },
    {
      "id": "reddit:t1_p47kn6p",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vqpqm7/shopify_turned_on_agentic_storefronts_by_default/p47kn6p/",
      "postId": null,
      "author": "gemillogical",
      "community": "shopify",
      "created": "2026-08-17",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "No merchant opt-out",
        "Unwanted agent customers"
      ],
      "patterns": [],
      "quote": "I dont want customers that are browsing for us that way. I can't stop it, but if I can limit it I will.",
      "summary": "An occult shop owner wants to limit AI-channel discovery because AI-referred customers caused problem transactions, such as a $7k order attempt against a $50 average."
    },
    {
      "id": "reddit:t1_p4afcce",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vqpqm7/shopify_turned_on_agentic_storefronts_by_default/p4afcce/",
      "postId": null,
      "author": "mildlycontent",
      "community": "shopify",
      "created": "2026-08-17",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "It was $1400 CA the past couple of months. Significant for my small business.",
      "summary": "A small Shopify merchant got about CA$1,400 in orders in two months from the agentic channel, mostly from AI suggestions in gift and hobby conversations."
    },
    {
      "id": "reddit:t1_p7cootj",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1vnydav/my_agent_spent_40_minutes_on_a_task_that_takes_me/p7cootj/",
      "postId": null,
      "author": "Infinite_Dimension13",
      "community": "AI_Agents",
      "created": "2026-09-02",
      "engagement": 1,
      "sites": [
        "ticketmaster.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "ticketmaster.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA",
        "False success report",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "i had a flow where click kept returning ok while the seat tile never were selected.",
      "summary": "An agent builder had a seat-map flow where the click tool gave OK but the seat was not selected; a read after each write removed the false progress, but a CAPTCHA still stopped the flow."
    },
    {
      "id": "reddit:t3_1ku8ace",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1ku8ace/using_cuaoperator_for_linkedin_scraping/",
      "postId": null,
      "author": "feelosober",
      "community": "OpenAI",
      "created": "2025-05-24",
      "engagement": 1,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Account ban",
        "Bot block"
      ],
      "patterns": [],
      "quote": "Problem is: it just blocks the account after a couple of tries.",
      "summary": "Builder used a logged-in LinkedIn session cookie with a computer-use agent on SageMaker to read company pages, and LinkedIn blocked the account after a few tries."
    },
    {
      "id": "reddit:t3_1ludmrd",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/stripe/comments/1ludmrd/using_stripe_remote_mcp/",
      "postId": null,
      "author": "joentze",
      "community": "stripe",
      "created": "2025-07-08",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "stripe.com": "stuck"
      },
      "antiPatterns": [
        "Docs stale",
        "Unclear error"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "I've tried connecting to it with a test mode restricted api key in the header as suggested in the documentation. But I'm thrown a 401 error",
      "summary": "A developer tried the remote Stripe MCP with a restricted test-mode API key in the header, as the documentation says, and got a 401 error."
    },
    {
      "id": "reddit:t3_1macefo",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1macefo/chatgpt_agent_mode_is_trying_to_do_my_grocery/",
      "postId": null,
      "author": "DowntownShop1",
      "community": "ChatGPT",
      "created": "2025-07-27",
      "engagement": 1,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "Walmart keeps making it/me press the “Hold to verify you are not a bot.” I’m supervising everything, and yeah no dice.",
      "summary": "ChatGPT agent mode tried a Walmart grocery order, but the press-and-hold bot check stopped the agent and also the supervising user."
    },
    {
      "id": "reddit:t3_1mern45",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1mern45/possible_security_issue_llmstxt_apps_scraping/",
      "postId": null,
      "author": "HomeTeamHeroesTCG",
      "community": "shopify",
      "created": "2025-08-01",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Llms txt leaks private content"
      ],
      "patterns": [
        "llms.txt"
      ],
      "quote": "Each app scraped your entire store content",
      "summary": "A Shopify merchant tested three llms.txt generator apps; each one put draft products and unpublished pages into the public llms.txt file, and the merchant reported the apps to Shopify."
    },
    {
      "id": "reddit:t3_1mf0w9i",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ChatGPT/comments/1mf0w9i/i_want_to_use_agent_mode_for_upwork_captcha/",
      "postId": null,
      "author": "nlbuilds",
      "community": "ChatGPT",
      "created": "2025-08-01",
      "engagement": 1,
      "sites": [
        "upwork.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "upwork.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "It works - up until the CAPTCHA. I take over the screen and it just goes in a loop.",
      "summary": "ChatGPT agent mode filtered Upwork jobs until a CAPTCHA appeared, and the CAPTCHA looped even when the user took over the browser."
    },
    {
      "id": "reddit:t3_1n7iafj",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1n7iafj/do_we_need_a_ai_agent_friendly_ui/",
      "postId": null,
      "author": "Clean_Wave_6580",
      "community": "AI_Agents",
      "created": "2025-09-03",
      "engagement": 1,
      "sites": [
        "easemytrip.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "easemytrip.com": "stuck"
      },
      "antiPatterns": [
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "However, the \"Continue\" button that is meant to advance you to traveler details/payment is present, but currently not appearing as a clickable element within the interface.",
      "summary": "Comet selected round-trip flights on EaseMyTrip but could not click the Continue button to go to traveler details and payment."
    },
    {
      "id": "reddit:t3_1o12j7e",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/perplexity_ai/comments/1o12j7e/comet_agentic_assistant_completely_broken_or_i/",
      "postId": null,
      "author": "machopsychologist",
      "community": "perplexity_ai",
      "created": "2025-10-08",
      "engagement": 1,
      "sites": [
        "skyscanner.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "skyscanner.com": "stuck"
      },
      "antiPatterns": [
        "Agent refuses the task",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "I was unable to search for flights on Skyscanner because your privacy settings currently prevent personal searches from being completed.",
      "summary": "Comet refused to open Skyscanner and search flights to Singapore, with an unclear message about privacy settings."
    },
    {
      "id": "reddit:t3_1pw86pm",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1pw86pm/has_anyone_noticed_stricter_product_data/",
      "postId": null,
      "author": "Ok_Estate_1102",
      "community": "shopify",
      "created": "2025-12-26",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Unclear error"
      ],
      "patterns": [],
      "quote": "It seems like small data issues (missing attributes, inconsistent formatting, images, etc.) can quietly disqualify products.",
      "summary": "A Shopify merchant sees products that do not appear in ChatGPT Instant Checkout although they look correct in Shopify; small product data faults remove them with no message."
    },
    {
      "id": "reddit:t3_1r8xjgj",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1r8xjgj/what_are_the_top_chatgpt_appmcp_apps_you_have/",
      "postId": null,
      "author": "Cautious-Royal-8032",
      "community": "mcp",
      "created": "2026-02-19",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "stripe.com": "mixed"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server"
      ],
      "quote": "Most of the things I would believe it is better to have the AI inside the app ( I regularly use Stripe AI, Mercury AI) instead of the app inside Claude.",
      "summary": "A user tried several MCP servers and found little use; the user prefers the AI assistant in the Stripe and Mercury dashboards to a connection of those services to Claude."
    },
    {
      "id": "reddit:t3_1rq01u9",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rq01u9/booking_restaurant_on_opentable/",
      "postId": null,
      "author": "megawoot",
      "community": "openclaw",
      "created": "2026-03-10",
      "engagement": 1,
      "sites": [
        "opentable.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "opentable.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "My OC can't book online, it says it's being aggressively blocked. I have Chrome set up on my VPS.",
      "summary": "OpenClaw with Chrome on a VPS could not book a restaurant on OpenTable because the site blocked it aggressively."
    },
    {
      "id": "reddit:t3_1rx76d1",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/openclaw/comments/1rx76d1/why_your_openclaws_browser_keeps_getting_captchas/",
      "postId": null,
      "author": "sleepingbenb",
      "community": "openclaw",
      "created": "2026-03-18",
      "engagement": 1,
      "sites": [
        "google.com"
      ],
      "agents": [
        "OpenClaw"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "google.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "False success report",
        "Login wall"
      ],
      "patterns": [],
      "quote": "Turns out it was getting blocked by almost every major site, even with my accounts logged in, and quietly falling back to much worse sources or just hallucinating.",
      "summary": "OpenClaw's Playwright browser got CAPTCHAs on Google and Bing, login walls on X and Cloudflare blocks on Medium, even from a home network with logged-in accounts."
    },
    {
      "id": "reddit:t3_1rydv52",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1rydv52/simple_way_to_put_hard_limits_over_every_mcp_tool/",
      "postId": null,
      "author": "PolicyLayer",
      "community": "mcp",
      "created": "2026-03-19",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "stripe.com": "mixed"
      },
      "antiPatterns": [
        "No agent spend limits"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "I got nervous thinking that if the agent went off on one, he had essentially unlimited access to all the endpoints Stripe offered, despite us trying to put soft safeguards in place.",
      "summary": "A team built a customer service bot that gives refunds through the Stripe MCP, then built a proxy for hard limits because the agent had access to all Stripe tools."
    },
    {
      "id": "reddit:t3_1sh6wts",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1sh6wts/i_connected_claude_desktop_to_my_shopify_store_so/",
      "postId": null,
      "author": "Hot-Tree1541",
      "community": "AI_Agents",
      "created": "2026-04-10",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Mcp low coverage"
      ],
      "patterns": [
        "Public API"
      ],
      "quote": "From what I can tell, Shopify's official MCP offerings don't really provide that yet, so I'm building my own MCP server backed by the Shopify Admin API.",
      "summary": "Merchant wanted Claude Desktop to manage products, orders, and inventory, found that Shopify's official MCP servers do not cover store operations, and built a custom MCP on the Admin API."
    },
    {
      "id": "reddit:t3_1str7tb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1str7tb/investingcom_blocked_for_chrome_navigation/",
      "postId": null,
      "author": "imshg",
      "community": "ClaudeAI",
      "created": "2026-04-23",
      "engagement": 1,
      "sites": [
        "investing.com"
      ],
      "agents": [
        "Claude in Chrome"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "investing.com": "stuck"
      },
      "antiPatterns": [
        "Agent refuses the task",
        "Login wall"
      ],
      "patterns": [],
      "quote": "claude is unable to access [https://www.investing.com/portfolio/?portfolio](https://www.investing.com/portfolio/?portfolio)",
      "summary": "Claude in Chrome could not open the user's Investing.com portfolio page to read watchlist prices, and it works only in its own isolated tabs."
    },
    {
      "id": "reddit:t3_1t4ot03",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/SideProject/comments/1t4ot03/built_an_iphone_push_app_in_a_few_days_my_claude/",
      "postId": null,
      "author": "No_Independence1158",
      "community": "SideProject",
      "created": "2026-05-05",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "stripe.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "MCP server",
        "Webhooks"
      ],
      "quote": "For the revenue Routine I use the Stripe MCP.",
      "summary": "A founder runs a scheduled Claude routine that gets the last 24 hours of revenue through the Stripe MCP and sends a push notification."
    },
    {
      "id": "reddit:t3_1tjplse",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1tjplse/update_drop_in_shopify_sales_coming_from_chatgp/",
      "postId": null,
      "author": "DiscoverMyBusiness",
      "community": "shopify",
      "created": "2026-05-21",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Unclear error"
      ],
      "patterns": [
        "llms.txt"
      ],
      "quote": "referral traffic and direct sales coming from ChatGPT slammed to ZERO.",
      "summary": "An agency saw ChatGPT referral traffic and sales drop to zero on some Shopify client stores for one month; after work on llms.txt and JSON-LD, the first ChatGPT-attributed sales came back."
    },
    {
      "id": "reddit:t3_1tlmkrv",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/mcp/comments/1tlmkrv/i_spent_500_hours_making_my_mcpdriven_chrome/",
      "postId": null,
      "author": "GreenNo2789",
      "community": "mcp",
      "created": "2026-05-23",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "stripe.com": "stuck"
      },
      "antiPatterns": [
        "2FA app",
        "Api key manual",
        "Bot block",
        "Dashboard only",
        "UI made only for people"
      ],
      "patterns": [],
      "quote": "Every \"go grab the Stripe API key\" or \"configure this webhook\" turned into me copy-pasting back to the chat.",
      "summary": "A builder says agent flows stopped at each dashboard task, such as get an API key or configure a webhook, because headless browsers lack the user's log-in state and 2FA; the builder spent 500 hours on a Chrome extension that passes anti-bot checks."
    },
    {
      "id": "reddit:t3_1tz4n0o",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/Dropshipping_Guide/comments/1tz4n0o/i_tested_17_of_the_biggest_shopify_brands_to_see/",
      "postId": null,
      "author": "ravikirany",
      "community": "Dropshipping_Guide",
      "created": "2026-06-07",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Docs not machine readable"
      ],
      "patterns": [],
      "quote": "Almost every store had the inventory/cart plumbing fine, but wrote product",
      "summary": "Tester ran an agent-readiness check on 17 large Shopify brands such as Allbirds, SKIMS and Gymshark; only 5 let an agent read price, stock and policies and add to cart."
    },
    {
      "id": "reddit:t3_1u2lqon",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/codex/comments/1u2lqon/all_i_want_for_christmas_is_a_stripe_setup_gooood/",
      "postId": null,
      "author": "Critical-Teacher-115",
      "community": "codex",
      "created": "2026-06-11",
      "engagement": 1,
      "sites": [
        "stripe.com"
      ],
      "agents": [
        "Codex"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "stripe.com": "stuck"
      },
      "antiPatterns": [
        "Slow or timeout",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "Of all the things Codex 5.5 Xhigh, it has no idea how to set up stripe. \\*no, stripe MCP does not work.",
      "summary": "A developer spent three weeks and many hours of Codex time and could not complete a Stripe Connect integration; the developer says the Stripe MCP did not help."
    },
    {
      "id": "reddit:t3_1uzz2n0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1uzz2n0/any_one_of_you_have_tried_agentic_sales_channel/",
      "postId": null,
      "author": "ajay9452",
      "community": "shopify",
      "created": "2026-07-18",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Region restricted"
      ],
      "patterns": [],
      "quote": "They are saying that it is not available in my country.",
      "summary": "A Shopify merchant outside the supported countries cannot use the Agentic sales channel and asks if UCP, ACP and Shopify Catalog work and if the old and wrong product data problem is solved."
    },
    {
      "id": "reddit:t3_1w78uqe",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1w78uqe/grok_bot_vs_chatgpt_astra_for_running_2_etsy/",
      "postId": null,
      "author": "ImayaLinary",
      "community": "AI_Agents",
      "created": "2026-09-04",
      "engagement": 1,
      "sites": [
        "etsy.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "etsy.com": "stuck"
      },
      "antiPatterns": [
        "Rate limit"
      ],
      "patterns": [],
      "quote": "I’ve literally just finished setting up my whole workflow with Grok Bot.",
      "summary": "Etsy seller set up Grok Bot to do repeated shop tasks for two Etsy shops but reached the usage limit very quickly."
    },
    {
      "id": "reddit:t3_1w7pp0z",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/dropshipping/comments/1w7pp0z/has_anyone_else_tested_shopifys_new_agentic/",
      "postId": null,
      "author": "Ok-Syrup-1559",
      "community": "dropshipping",
      "created": "2026-09-05",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [
        "Lost attribution"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "I've been testing it on my own store and have been happy with the performance so far.",
      "summary": "A store owner used Shopify Agentic Storefronts for one to two months, is satisfied, likes the report of agentic queries and products, but cannot attribute the added orders with confidence."
    },
    {
      "id": "reddit:t3_1wc1hhq",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1wc1hhq/muse_can_buy_that_does_not_mean_your_shopify/",
      "postId": null,
      "author": "KamilKad",
      "community": "AI_Agents",
      "created": "2026-09-09",
      "engagement": 1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Lost attribution",
        "Low merchant adoption"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "\"direct checkout on Meta surfaces\" does not establish that Shop Pay is already live inside Muse for every eligible store.",
      "summary": "An analyst compares the Meta Muse, Stripe Link and Shopify documents and warns that an agent that can pay with Link does not mean each Shopify store can sell to it and record an attributed order."
    },
    {
      "id": "reddit:t3_1wd97ip",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1wd97ip/building_agents_for_ecommerce_price_checks_auto/",
      "postId": null,
      "author": "ZealousidealGuide882",
      "community": "AI_Agents",
      "created": "2026-09-11",
      "engagement": 1,
      "sites": [
        "ebay.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "ebay.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "Session expiry"
      ],
      "patterns": [],
      "quote": "also curious how you guys deal with cart persistence without hitting dynamic anti-bot triggers every few days.",
      "summary": "Phone repair technician automates Amazon and eBay parts price checks and carts with a headless agent, but anti-bot triggers break the cart sessions every few days."
    },
    {
      "id": "x:2099332726847582686#1",
      "platform": "x",
      "url": "https://x.com/pupsierra/status/2099332726847582686",
      "postId": "2099332726847582686",
      "author": "pupsierra",
      "community": "",
      "created": "2026-09-14",
      "engagement": 1,
      "sites": [
        "costco.com",
        "target.com",
        "walmart.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "costco.com": "stuck",
        "walmart.com": "mixed",
        "target.com": "mixed"
      },
      "antiPatterns": [
        "CAPTCHA",
        "Login wall"
      ],
      "patterns": [
        "Human handoff"
      ],
      "quote": "Anyone else having issues with the Costco website sign in form not working in Grok Bot?",
      "summary": "The Costco sign-in form did not work in the Grok Bot browser."
    },
    {
      "id": "x:2099531295143481372",
      "platform": "x",
      "url": "https://x.com/KamilZonesmart/status/2099531295143481372",
      "postId": "2099531295143481372",
      "author": "KamilZonesmart",
      "community": "",
      "created": "2026-09-14",
      "engagement": 1,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Low conversion"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "ChatGPT Instant Checkout is gone. Walmart: in-chat buys converted at 1/3 of click-out. Retired in March.",
      "summary": "Report that Walmart purchases in ChatGPT Instant Checkout converted at one third of the click-out rate, and that the feature was retired in March 2026."
    },
    {
      "id": "x:2099724607523590513#1",
      "platform": "x",
      "url": "https://x.com/hey1tspriyanshu/status/2099724607523590513",
      "postId": "2099724607523590513",
      "author": "hey1tspriyanshu",
      "community": "",
      "created": "2026-09-15",
      "engagement": 1,
      "sites": [
        "ebay.com",
        "facebook.com",
        "verizon.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "verizon.com": "stuck",
        "facebook.com": "mixed",
        "ebay.com": "mixed"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA",
        "Login wall",
        "Security alert on agent login",
        "Session expiry"
      ],
      "patterns": [],
      "quote": "i tried logging into verizon through grok and through muse and it simply won’t. “this page isn’t available right now.” even when the egress was supposed to be through my own computer.",
      "summary": "User tried to log in to the Verizon account portal with Grok Bot and with Meta Muse; the portal refused both, and a basic CAPTCHA stopped the agent."
    },
    {
      "id": "x:2099902409447227392#1",
      "platform": "x",
      "url": "https://x.com/uniquesupri/status/2099902409447227392",
      "postId": "2099902409447227392",
      "author": "uniquesupri",
      "community": "",
      "created": "2026-09-15",
      "engagement": 1,
      "sites": [
        "tesla.com",
        "x.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "x.com": "stuck",
        "tesla.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Grok bot worked quite well with many usecases except with https://t.co/SJpGPRzKIN and Tesla website. Both blocked the bot usage. Ironic.",
      "summary": "Grok Bot worked on many sites, but x.com blocked it."
    },
    {
      "id": "x:2100204369148883287",
      "platform": "x",
      "url": "https://x.com/MyPerfectGoatee/status/2100204369148883287",
      "postId": "2100204369148883287",
      "author": "MyPerfectGoatee",
      "community": "",
      "created": "2026-09-16",
      "engagement": 1,
      "sites": [
        "kroger.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "kroger.com": "mixed"
      },
      "antiPatterns": [
        "Session expiry"
      ],
      "patterns": [],
      "quote": "Works well, but I still have to log back in through the Grok computer at Kroger checkout. Persistent login would make it much better.",
      "summary": "A Grok Bot meal-plan bot fills a Kroger cart, but the user must log in again at each checkout because the session does not stay."
    },
    {
      "id": "x:2100362187705340000",
      "platform": "x",
      "url": "https://x.com/throwabull/status/2100362187705340000",
      "postId": "2100362187705340000",
      "author": "throwabull",
      "community": "",
      "created": "2026-09-16",
      "engagement": 1,
      "sites": [
        "robinhood.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "robinhood.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "created a separate card with a monthly limit to set up stripe link payment for my $meta muse agent. feel a lot more comfortable with guardrails in place.",
      "summary": "The user made a Robinhood virtual card with a monthly limit and used it for Stripe Link payments by Muse."
    },
    {
      "id": "x:2100717431878811746",
      "platform": "x",
      "url": "https://x.com/PujaraMihir/status/2100717431878811746",
      "postId": "2100717431878811746",
      "author": "PujaraMihir",
      "community": "",
      "created": "2026-09-17",
      "engagement": 1,
      "sites": [
        "chatgpt.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "chatgpt.com": "stuck"
      },
      "antiPatterns": [
        "Low conversion"
      ],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "february, forrester counted about 30 actually live. march, instant checkout got reframed as moving to apps. walmart measured in chat converting roughly 3x worse than sending people to their own site.",
      "summary": "One-year review of ChatGPT agentic checkout: about 30 merchants live, Walmart in-chat conversion about 3x worse; discovery worked and checkout did not."
    },
    {
      "id": "x:2100760653128687819",
      "platform": "x",
      "url": "https://x.com/chintu30/status/2100760653128687819",
      "postId": "2100760653128687819",
      "author": "chintu30",
      "community": "",
      "created": "2026-09-18",
      "engagement": 1,
      "sites": [
        "xfinity.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "xfinity.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Xfinity didn’t allow muse to login. Even when I took over the browser control , it blocked me",
      "summary": "Xfinity blocked the Muse login, and also blocked the user when the user took control of the agent browser."
    },
    {
      "id": "x:2100823024928788963",
      "platform": "x",
      "url": "https://x.com/udaybb/status/2100823024928788963",
      "postId": "2100823024928788963",
      "author": "udaybb",
      "community": "",
      "created": "2026-09-18",
      "engagement": 1,
      "sites": [
        "regaleira.pt"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "regaleira.pt": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Agent payments (Stripe Link)"
      ],
      "quote": "it loaded the website, found the slot, handled checkout, Paid via @link and tickets in my inbox minutes later.",
      "summary": "Muse bought 4 tickets for Quinta da Regaleira on the venue site and paid with Stripe Link."
    },
    {
      "id": "x:2101143617100550612#1",
      "platform": "x",
      "url": "https://x.com/vigram_void/status/2101143617100550612",
      "postId": "2101143617100550612",
      "author": "vigram_void",
      "community": "",
      "created": "2026-09-19",
      "engagement": 1,
      "sites": [
        "linkedin.com",
        "x.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "x.com": "stuck",
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "@ChatGPT access @LinkedIn but every other agents are blocked! @claudeai has access to no socials!",
      "summary": "User complains that X permits only Grok and blocks all other agents for data collection."
    },
    {
      "id": "x:2101146288008147374#1",
      "platform": "x",
      "url": "https://x.com/chandnirao_here/status/2101146288008147374",
      "postId": "2101146288008147374",
      "author": "chandnirao_here",
      "community": "",
      "created": "2026-09-19",
      "engagement": 1,
      "sites": [
        "ubereats.com"
      ],
      "agents": [
        "Instinct",
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "ubereats.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA",
        "Login wall",
        "Verification code"
      ],
      "patterns": [
        "Login link by email"
      ],
      "quote": "Muse: - can't connect to uber eats so sorry - asks for postal code - opens ue in browser - needs verification code for sign-in - blocked by CAPTCHA - hands the task back to me??",
      "summary": "Instinct connected to Uber Eats through an email link, found items, filled the cart and gave the cart to the user for review."
    },
    {
      "id": "x:2101200804405559646",
      "platform": "x",
      "url": "https://x.com/vboctor/status/2101200804405559646",
      "postId": "2101200804405559646",
      "author": "vboctor",
      "community": "",
      "created": "2026-09-19",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Multi account credentials"
      ],
      "patterns": [],
      "quote": "seems to struggle with storing credentials from two accounts from the same site - e.g. two amazon accounts.",
      "summary": "Muse overwrites stored credentials when the user has two accounts on the same site, for example Amazon."
    },
    {
      "id": "x:2101409822625173815",
      "platform": "x",
      "url": "https://x.com/owendesign/status/2101409822625173815",
      "postId": "2101409822625173815",
      "author": "owendesign",
      "community": "",
      "created": "2026-09-19",
      "engagement": 1,
      "sites": [
        "delta.com"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "delta.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Delta seems to do a great job of blocking every agent I've tried.",
      "summary": "Delta blocked each agent that the user tried."
    },
    {
      "id": "x:2101695186329829624",
      "platform": "x",
      "url": "https://x.com/TalentedTargets/status/2101695186329829624",
      "postId": "2101695186329829624",
      "author": "TalentedTargets",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "The final boss is amazon",
      "summary": "Reply to the Stripe question: Amazon is the hardest site for agents."
    },
    {
      "id": "x:2101697264876195892#1",
      "platform": "x",
      "url": "https://x.com/ibaklanov/status/2101697264876195892",
      "postId": "2101697264876195892",
      "author": "ibaklanov",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "seatgeek.com",
        "stubhub.com",
        "ticketmaster.com"
      ],
      "agents": [
        "Instinct",
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "stubhub.com": "stuck",
        "seatgeek.com": "stuck",
        "ticketmaster.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Stubhub, SeatGeek, TicketMaster",
      "summary": "Reply to the Stripe question: agents struggle to buy tickets on StubHub, SeatGeek and Ticketmaster."
    },
    {
      "id": "x:2101697568111497419",
      "platform": "x",
      "url": "https://x.com/nestorsolari/status/2101697568111497419",
      "postId": "2101697568111497419",
      "author": "nestorsolari",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Have been able to purchase/repurchase stuff on Amazon pretty easily with my Instinct so far.",
      "summary": "Instinct buys and buys again on Amazon easily."
    },
    {
      "id": "x:2101707864301609043",
      "platform": "x",
      "url": "https://x.com/jamesfzhang/status/2101707864301609043",
      "postId": "2101707864301609043",
      "author": "jamesfzhang",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "nyc.gov"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "nyc.gov": "stuck"
      },
      "antiPatterns": [
        "Payment declined"
      ],
      "patterns": [],
      "quote": "nyc parking ticket portal appears to block link txns, failed with muse and instinct",
      "summary": "The NYC parking ticket portal refused Stripe Link transactions from Muse and from Instinct."
    },
    {
      "id": "x:2101735619206479984#1",
      "platform": "x",
      "url": "https://x.com/851_171_997_129/status/2101735619206479984",
      "postId": "2101735619206479984",
      "author": "851_171_997_129",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent",
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "why does @OpenAI @ChatGPT @sama @thsottiaux get blocked when trying to use the work browser to login to @amazon but @Meta @Muse has no issues?",
      "summary": "Amazon blocked the ChatGPT work browser at login."
    },
    {
      "id": "x:2101750558688223491",
      "platform": "x",
      "url": "https://x.com/srcasm/status/2101750558688223491",
      "postId": "2101750558688223491",
      "author": "srcasm",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "delta.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "delta.com": "stuck"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [],
      "quote": "Mine is struggling to login to Delta. But that’s a “them” problem.",
      "summary": "Muse struggles to log in to Delta."
    },
    {
      "id": "x:2101754284224520324",
      "platform": "x",
      "url": "https://x.com/danieloleary/status/2101754284224520324",
      "postId": "2101754284224520324",
      "author": "danieloleary",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "homedepot.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "homedepot.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Please @HomeDepot , trying to buy new smart lights and it’s been painful. Goal would be Muse + Stripe and a 1 shot",
      "summary": "Muse tried to buy smart lights from Home Depot; the process was painful and not one-shot."
    },
    {
      "id": "x:2101761377513693642",
      "platform": "x",
      "url": "https://x.com/851_171_997_129/status/2101761377513693642",
      "postId": "2101761377513693642",
      "author": "851_171_997_129",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "she couldn't give me the average monthy spend figure, which @Muse pulled up uber fast",
      "summary": "Muse read the Amazon order history and calculated average monthly spend quickly; Alexa could not."
    },
    {
      "id": "x:2101778224191565829",
      "platform": "x",
      "url": "https://x.com/gordonmb/status/2101778224191565829",
      "postId": "2101778224191565829",
      "author": "gordonmb",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "njta.gov"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "njta.gov": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "The New Jersey Turnpike Authority, who I had occasion to pay online because I drove on a couple of toll roads without carrying cash",
      "summary": "Reply to the Stripe question: the agent could not pay a toll online to the New Jersey Turnpike Authority."
    },
    {
      "id": "x:2101808768430260618",
      "platform": "x",
      "url": "https://x.com/bidhan/status/2101808768430260618",
      "postId": "2101808768430260618",
      "author": "bidhan",
      "community": "",
      "created": "2026-09-20",
      "engagement": 1,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "also @LinkedIn (pls)",
      "summary": "LinkedIn also blocks agents."
    },
    {
      "id": "x:2101828299668292033",
      "platform": "x",
      "url": "https://x.com/RiffTheNews/status/2101828299668292033",
      "postId": "2101828299668292033",
      "author": "RiffTheNews",
      "community": "",
      "created": "2026-09-21",
      "engagement": 1,
      "sites": [
        "united.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "united.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I found the same issue with muse and @united",
      "summary": "United blocks Muse in the same way as Delta."
    },
    {
      "id": "x:2101838919490818281",
      "platform": "x",
      "url": "https://x.com/TeslaCybernut/status/2101838919490818281",
      "postId": "2101838919490818281",
      "author": "TeslaCybernut",
      "community": "",
      "created": "2026-09-21",
      "engagement": 1,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Walmart is blocking as well",
      "summary": "Walmart also blocks agents."
    },
    {
      "id": "x:2101843085575750140",
      "platform": "x",
      "url": "https://x.com/jdpeterson/status/2101843085575750140",
      "postId": "2101843085575750140",
      "author": "jdpeterson",
      "community": "",
      "created": "2026-09-21",
      "engagement": 1,
      "sites": [
        "opentable.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "opentable.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "Connector or skill"
      ],
      "quote": "Muse has an OpenTable connector and it works great",
      "summary": "The Muse connector for OpenTable works well."
    },
    {
      "id": "x:2101858224043696319",
      "platform": "x",
      "url": "https://x.com/JonStenstrom/status/2101858224043696319",
      "postId": "2101858224043696319",
      "author": "JonStenstrom",
      "community": "",
      "created": "2026-09-21",
      "engagement": 1,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Just bought a set of windshield wipers through @amazon using @Muse. Had it research, compare, and order",
      "summary": "Muse researched, compared and ordered windshield wipers on Amazon."
    },
    {
      "id": "reddit:t1_m8ugejh",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1i8ki8o/the_new_operator_mode_is_such_an_embarrassing/m8ugejh/",
      "postId": null,
      "author": "coloradical5280",
      "community": "OpenAI",
      "created": "2025-01-24",
      "engagement": 0,
      "sites": [
        "uber.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "uber.com": "stuck"
      },
      "antiPatterns": [
        "Login wall",
        "Session expiry"
      ],
      "patterns": [],
      "quote": "It has the credentials stored locally in my browser, it's supposed to use them, it sometimes does, but half the time forgets that it already has them.",
      "summary": "Operator sometimes used credentials stored in its browser and half of the time forgot that it had them."
    },
    {
      "id": "reddit:t1_oj35od7",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/lovable/comments/1szleb7/been_building_on_lovable_for_a_while_payments_are/oj35od7/",
      "postId": null,
      "author": "Agile-Leader7286",
      "community": "lovable",
      "created": "2026-04-30",
      "engagement": 0,
      "sites": [
        "dodopayments.com"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "dodopayments.com": "mixed"
      },
      "antiPatterns": [
        "Docs not machine readable"
      ],
      "patterns": [
        "Markdown docs"
      ],
      "quote": "Try to extract the docs of the payment providers, make an md file and attach it with the prompt when you want to integrate payments, only then the instructions are clear to lovable.",
      "summary": "User integrated Dodo Payments with Lovable in 2 hours, but only after the provider docs were copied into a markdown file for the agent."
    },
    {
      "id": "reddit:t1_p2l5gci",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1vjb6d4/over_1000month_on_shopify_apps_is_this_normal/p2l5gci/",
      "postId": null,
      "author": "hankschrader79",
      "community": "shopify",
      "created": "2026-08-09",
      "engagement": 0,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "shopify.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [
        "CLI",
        "MCP server"
      ],
      "quote": "I've replaced about $100 in monthly app costs with my own apps. Shopify CLI is and the dev MCP have made this possible.",
      "summary": "Merchant replaced paid Shopify apps with custom apps that Claude Code built through the Shopify CLI and dev MCP."
    },
    {
      "id": "reddit:t3_1ibim2d",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1ibim2d/operator_gettin_blocked_by_reddit_is_a_massive_l/",
      "postId": null,
      "author": "Ok_Calendar_851",
      "community": "OpenAI",
      "created": "2025-01-27",
      "engagement": 0,
      "sites": [
        "reddit.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "reddit.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "so it constantly tries to go to reddit but is blocked. makes sense on reddits part tho since htey have answers in beta and dont want bots to comment",
      "summary": "Operator tried to read Reddit for research and Reddit blocked it each time."
    },
    {
      "id": "reddit:t3_1mpl3hg",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/walmart/comments/1mpl3hg/why_is_walmart_blocking_chatgpt_agent_access_and/",
      "postId": null,
      "author": "PhotojournalistOne74",
      "community": "walmart",
      "created": "2025-08-14",
      "engagement": 0,
      "sites": [
        "walmart.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "walmart.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Why is walmart blocking CHATGPT agent access and deeplinks?",
      "summary": "User reports that Walmart blocks ChatGPT agent access and deep links."
    },
    {
      "id": "reddit:t3_1nx3lt8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1nx3lt8/is_there_any_ai_agent_that_is_capable_of_speaking/",
      "postId": null,
      "author": "hamudiii77",
      "community": "AI_Agents",
      "created": "2025-10-03",
      "engagement": 0,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "i am looking for an ai agent to do the tedious task of speaking to amazon cs. ChatGPT is blocked on the site",
      "summary": "User wanted an agent to chat with Amazon customer service, but ChatGPT agent is blocked on Amazon."
    },
    {
      "id": "reddit:t3_1o9x2j0",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/woocommerce/comments/1o9x2j0/anyone_else_trying_to_integrate_their_woo_store/",
      "postId": null,
      "author": "JhonDestri",
      "community": "woocommerce",
      "created": "2025-10-18",
      "engagement": 0,
      "sites": [
        "openai.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "openai.com": "stuck"
      },
      "antiPatterns": [
        "Merchant onboarding hard"
      ],
      "patterns": [],
      "quote": "I skimmed Open AI´s their integration/protocol docs and the catalog format looks pretty gnarly",
      "summary": "A WooCommerce store owner wants the store in ChatGPT checkout, finds no WooCommerce integration, and finds the OpenAI product feed format hard."
    },
    {
      "id": "reddit:t3_1ok4flb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/PerplexityComet/comments/1ok4flb/comet_autocreated_a_account_using_my_gmail_normal/",
      "postId": null,
      "author": "incognitooo_mode",
      "community": "PerplexityComet",
      "created": "2025-10-30",
      "engagement": 0,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "Comet (Perplexity)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Login wall",
        "Unapproved account creation"
      ],
      "patterns": [],
      "quote": "since Comet couldn’t view or search any LinkedIn profiles without being logged into an account, it automatically created a brand‑new LinkedIn account using my Gmail login in the browser.",
      "summary": "Comet hit the LinkedIn login wall during a profile search and created a new LinkedIn account with the user's Gmail login, without approval."
    },
    {
      "id": "reddit:t3_1qhyfnr",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeCode/comments/1qhyfnr/getting_claude_to_scrape_linkedin_profiles/",
      "postId": null,
      "author": "Exciting-Fall4070",
      "community": "ClaudeCode",
      "created": "2026-01-20",
      "engagement": 0,
      "sites": [
        "linkedin.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "linkedin.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Login wall"
      ],
      "patterns": [],
      "quote": "Linkedin seems to try to avoid crawling bots, and some things like profiles are behind login wall.",
      "summary": "User wants Claude Code to read LinkedIn profiles but LinkedIn blocks bots and keeps profiles behind a login wall."
    },
    {
      "id": "reddit:t3_1sci1z1",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1sci1z1/replace_sidekick_with_another_ai/",
      "postId": null,
      "author": "acraswell",
      "community": "shopify",
      "created": "2026-04-04",
      "engagement": 0,
      "sites": [
        "shopify.com"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "False success report",
        "Rate limit"
      ],
      "patterns": [
        "CLI",
        "Public API"
      ],
      "quote": "often doesn't page through all the results and gets only partial datasets, and even hits rate limiting.",
      "summary": "Merchant found that Shopify's Sidekick agent gets partial data, hits rate limits, and hallucinates the rest, so they built a CLI on the Shopify API for another LLM."
    },
    {
      "id": "reddit:t3_1tbysg8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/ClaudeAI/comments/1tbysg8/i_tested_whether_a_cold_claude_agent_could/",
      "postId": null,
      "author": "ajfa",
      "community": "ClaudeAI",
      "created": "2026-05-13",
      "engagement": 0,
      "sites": [
        "cielstay.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "cielstay.com": "stuck"
      },
      "antiPatterns": [
        "Agent fetch allowlist"
      ],
      "patterns": [
        "Public API",
        "llms.txt"
      ],
      "quote": "Claude couldn't fetch the URL at all. Not because the file was broken — it returns 200 fine.",
      "summary": "Site owner published llms.txt with API docs, but a cold Claude agent could not fetch the domain because it was not yet in search results."
    },
    {
      "id": "reddit:t3_1u25yot",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1u25yot/connected_shopify_with_ai_for_a_client_via_mcp/",
      "postId": null,
      "author": "Wonderful_Pirate76",
      "community": "shopify",
      "created": "2026-06-10",
      "engagement": 0,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Api key manual",
        "Dashboard only"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "the first thing i tried was going to her shopify admin settings to create a custom app and get an API token. blocked. collaborator accounts don't have that permission.",
      "summary": "Consultant wanted to connect Claude to a client's Shopify store through MCP, but a collaborator account could not create the custom app and API token."
    },
    {
      "id": "reddit:t3_1uuyvna",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/homeassistant/comments/1uuyvna/got_my_alexa_shopping_list_home_assistant_ai/",
      "postId": null,
      "author": "scottnelson_",
      "community": "homeassistant",
      "created": "2026-07-13",
      "engagement": 0,
      "sites": [
        "instacart.com"
      ],
      "agents": [
        "Claude in Chrome"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "instacart.com": "worked"
      },
      "antiPatterns": [
        "2FA app"
      ],
      "patterns": [
        "MCP server",
        "Runs in the user's browser"
      ],
      "quote": "matched each to a product (mostly) via the Instacart MCP, and let Claude in Chrome drive the final bits for updating my preferences for how to handle out of stock/replacements.",
      "summary": "User built a pipeline from an Alexa shopping list to an Instacart cart with the Instacart MCP, and Claude in Chrome set the replacement preferences; the user reviews and schedules the order."
    },
    {
      "id": "reddit:t3_1v8op6k",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1v8op6k/stuck_on_the_bra_size_the_23check_update_skimscom/",
      "postId": null,
      "author": "nikta456",
      "community": "shopify",
      "created": "2026-07-28",
      "engagement": 0,
      "sites": [
        "skims.com"
      ],
      "agents": [
        "Custom agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "skims.com": "mixed"
      },
      "antiPatterns": [
        "Hidden price",
        "UI made only for people"
      ],
      "patterns": [
        "Guest checkout",
        "Public API"
      ],
      "quote": "The AI agent couldn't find the bra through search, couldn't navigate to it from the homepage, got stuck on the size picker, and extracted the wrong price.",
      "summary": "Scanner vendor ran a shopping agent on SKIMS.com; the agent could not find the product, stuck on the size picker and read the wrong price, but the Shopify cart API and guest checkout passed."
    },
    {
      "id": "reddit:t3_1vm1r44",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/sysadmin/comments/1vm1r44/help_me_build_a_better_bot_blocker/",
      "postId": null,
      "author": "nerdralph",
      "community": "sysadmin",
      "created": "2026-08-12",
      "engagement": 0,
      "sites": [
        "solarsi.ca"
      ],
      "agents": [],
      "outcome": "stuck",
      "siteOutcomes": {
        "solarsi.ca": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I started with a basic filter that blocks HTTP clients that don't support HTTP/2.0, and clients that don't support brotli.",
      "summary": "A small-site operator dislikes CAPTCHA bot blockers and filters bots with Apache rules on HTTP/2 and brotli support; after two days no bad crawlers got through."
    },
    {
      "id": "reddit:t3_1w5vunu",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/alexa/comments/1w5vunu/alexa_bought_concert_tickets_without_my_permission/",
      "postId": null,
      "author": "alternikid",
      "community": "alexa",
      "created": "2026-09-03",
      "engagement": 0,
      "sites": [
        "ticketmaster.com"
      ],
      "agents": [
        "Alexa+"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "ticketmaster.com": "stuck"
      },
      "antiPatterns": [
        "False success report",
        "Payment declined",
        "Wrong item purchased"
      ],
      "patterns": [],
      "quote": "I searched for ticket prices for a 311 concert and it asked me if I wanted to purchase them. I did and it came back with Luke Combs tickets purchased.",
      "summary": "Alexa+ bought Luke Combs tickets through Ticketmaster when the user wanted 311 tickets, then reported a payment problem, then bought tickets again without approval; Amazon refused the refund."
    },
    {
      "id": "reddit:t3_1wcn6q4",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1wcn6q4/shopifys_catalog_mapping_feature_is_fake/",
      "postId": null,
      "author": "t3chnaztea",
      "community": "shopify",
      "created": "2026-09-10",
      "engagement": 0,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "ChatGPT"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "shopify.com": "stuck"
      },
      "antiPatterns": [
        "Docs stale",
        "No merchant control of agent instructions"
      ],
      "patterns": [
        "Public API"
      ],
      "quote": "Every day I check the catalog record through the UCP API. The descriptions are identical to the old PDP copy on both stores, it never updates.",
      "summary": "A Shopify merchant remapped the Catalog description to an agent-specific metafield on two stores; after 14 days the UCP API still gives the old product copy to AI assistants."
    },
    {
      "id": "x:2099689446753083806",
      "platform": "x",
      "url": "https://x.com/abhinavlal/status/2099689446753083806",
      "postId": "2099689446753083806",
      "author": "abhinavlal",
      "community": "",
      "created": "2026-09-15",
      "engagement": 0,
      "sites": [
        "goindigo.in"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "goindigo.in": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "so far the only one which successfully booked a ticket and checked me in a indigo flight with my seat preference",
      "summary": "Muse booked an IndiGo ticket and did web check-in with the seat preference."
    },
    {
      "id": "x:2100141543558422720#1",
      "platform": "x",
      "url": "https://x.com/damonmak13/status/2100141543558422720",
      "postId": "2100141543558422720",
      "author": "damonmak13",
      "community": "",
      "created": "2026-09-16",
      "engagement": 0,
      "sites": [
        "creditkarma.com",
        "t-mobile.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "t-mobile.com": "worked",
        "creditkarma.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "failed connecting @creditkarma - browser session failed due to technical issues",
      "summary": "Muse logged in to T-Mobile."
    },
    {
      "id": "x:2100213083981705572",
      "platform": "x",
      "url": "https://x.com/the_trono/status/2100213083981705572",
      "postId": "2100213083981705572",
      "author": "the_trono",
      "community": "",
      "created": "2026-09-16",
      "engagement": 0,
      "sites": [
        "zepto.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "zepto.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Not only did it order stuff from Zepto , but gave me step by step images as well",
      "summary": "Muse ordered recipe ingredients from Zepto and gave cooking steps."
    },
    {
      "id": "x:2100235339222917419",
      "platform": "x",
      "url": "https://x.com/AnthonyDif9999/status/2100235339222917419",
      "postId": "2100235339222917419",
      "author": "AnthonyDif9999",
      "community": "",
      "created": "2026-09-16",
      "engagement": 0,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "amazon.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I order via Grok bot on Amazon. I have Grok do my research then place my order.",
      "summary": "Grok Bot researches and orders on Amazon; it sends a text to confirm at checkout."
    },
    {
      "id": "x:2100644675761619419",
      "platform": "x",
      "url": "https://x.com/VrajTalati1/status/2100644675761619419",
      "postId": "2100644675761619419",
      "author": "VrajTalati1",
      "community": "",
      "created": "2026-09-17",
      "engagement": 0,
      "sites": [
        "blinkit.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "blinkit.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Just ordered from Blinkit using Instinct. I simply told it what I needed, and it handled the rest.",
      "summary": "Instinct ordered from Blinkit."
    },
    {
      "id": "x:2100807645859057950#1",
      "platform": "x",
      "url": "https://x.com/Mauronic/status/2100807645859057950",
      "postId": "2100807645859057950",
      "author": "Mauronic",
      "community": "",
      "created": "2026-09-18",
      "engagement": 0,
      "sites": [
        "cedars-sinai.org",
        "questdiagnostics.com"
      ],
      "agents": [],
      "outcome": "worked",
      "siteOutcomes": {
        "cedars-sinai.org": "worked",
        "questdiagnostics.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "My agent checked my Cedar Sinai portal this AM, got lab results, checked it against my medical history",
      "summary": "The agent read lab results in the Cedars-Sinai patient portal and asked the doctor for more labs."
    },
    {
      "id": "x:2100948312606040205",
      "platform": "x",
      "url": "https://x.com/SGConstantine/status/2100948312606040205",
      "postId": "2100948312606040205",
      "author": "SGConstantine",
      "community": "",
      "created": "2026-09-18",
      "engagement": 0,
      "sites": [
        "public.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "public.com": "stuck"
      },
      "antiPatterns": [
        "Credential placement"
      ],
      "patterns": [
        "Public API"
      ],
      "quote": "Muse's stored credentials can only inject into the bearer header (or query string) — there's no option for JSON-body placement.",
      "summary": "The Public.com API needs the secret in the JSON body; the Muse connector can put it only in a header, thus each call failed with 401."
    },
    {
      "id": "x:2101146127739277690#1",
      "platform": "x",
      "url": "https://x.com/chandnirao_here/status/2101146127739277690",
      "postId": "2101146127739277690",
      "author": "chandnirao_here",
      "community": "",
      "created": "2026-09-19",
      "engagement": 0,
      "sites": [
        "ubereats.com"
      ],
      "agents": [
        "Instinct",
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "ubereats.com": "stuck"
      },
      "antiPatterns": [
        "CAPTCHA",
        "Verification code"
      ],
      "patterns": [
        "Login link by email"
      ],
      "quote": "Instinct: easy authentication to ue (link to email), quick search for items, cart addition, hands the final cart back to me to review",
      "summary": "Instinct logged in to Uber Eats with an emailed link, searched, filled the cart and gave it to the user for review."
    },
    {
      "id": "x:2101232582650179971#1",
      "platform": "x",
      "url": "https://x.com/AswinDigital/status/2101232582650179971",
      "postId": "2101232582650179971",
      "author": "AswinDigital",
      "community": "",
      "created": "2026-09-19",
      "engagement": 0,
      "sites": [
        "bhphotovideo.com",
        "walmart.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "bhphotovideo.com": "stuck",
        "walmart.com": "worked"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "Grok Bot: more retailers, found the cheaper deal, admitted B&H blocked it.",
      "summary": "B&H blocked Grok Bot during a price comparison."
    },
    {
      "id": "x:2101233338556248479#1",
      "platform": "x",
      "url": "https://x.com/AswinDigital/status/2101233338556248479",
      "postId": "2101233338556248479",
      "author": "AswinDigital",
      "community": "",
      "created": "2026-09-19",
      "engagement": 0,
      "sites": [
        "amazon.com",
        "bestbuy.com",
        "bhphotovideo.com",
        "walmart.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "bestbuy.com": "stuck",
        "walmart.com": "mixed",
        "bhphotovideo.com": "stuck",
        "amazon.com": "worked"
      },
      "antiPatterns": [
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "Walmart: first load hit a “Press & Hold” bot check; product details then retrieved via page reader.",
      "summary": "Grok Bot price comparison log: Best Buy gave a protocol error in the live browser and 503 in the page reader; the price came from an indexed page."
    },
    {
      "id": "x:2101233515715236092#1",
      "platform": "x",
      "url": "https://x.com/AswinDigital/status/2101233515715236092",
      "postId": "2101233515715236092",
      "author": "AswinDigital",
      "community": "",
      "created": "2026-09-19",
      "engagement": 0,
      "sites": [
        "bestbuy.com",
        "newegg.com",
        "walmart.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "walmart.com": "stuck",
        "bestbuy.com": "worked",
        "newegg.com": "worked"
      },
      "antiPatterns": [
        "Agent refuses the task",
        "Bot block",
        "CAPTCHA"
      ],
      "patterns": [],
      "quote": "served a bot verification on search and product navigation; left unsolved per policy, so no Walmart price recorded",
      "summary": "Walmart showed Muse a bot verification; Muse did not solve it because of its policy and recorded no price."
    },
    {
      "id": "x:2101363787467219099",
      "platform": "x",
      "url": "https://x.com/SystemArch_AI/status/2101363787467219099",
      "postId": "2101363787467219099",
      "author": "SystemArch_AI",
      "community": "",
      "created": "2026-09-19",
      "engagement": 0,
      "sites": [
        "costco.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "costco.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "Unclear error"
      ],
      "patterns": [],
      "quote": "Their bot protection silently blocks the login with no error shown, so I can't place orders through it.",
      "summary": "Costco bot protection silently blocks login from the Muse app with no error, thus the user cannot order."
    },
    {
      "id": "x:2101695469231743309",
      "platform": "x",
      "url": "https://x.com/hawkinbj/status/2101695469231743309",
      "postId": "2101695469231743309",
      "author": "hawkinbj",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "united.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "united.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "@united",
      "summary": "Reply to the Stripe question: agents struggle to transact with United."
    },
    {
      "id": "x:2101710144857866336#1",
      "platform": "x",
      "url": "https://x.com/mjamei/status/2101710144857866336",
      "postId": "2101710144857866336",
      "author": "mjamei",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "amazon.com",
        "expedia.com",
        "kayak.com"
      ],
      "agents": [
        "Instinct",
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "expedia.com": "stuck",
        "kayak.com": "stuck",
        "amazon.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Travel aggregators like Expedia or kayak. Flights. Car rental. Amazon.",
      "summary": "Reply to the Stripe question: agents struggle on travel aggregators such as Expedia and Kayak, and on flights and car rental."
    },
    {
      "id": "x:2101721113680089367",
      "platform": "x",
      "url": "https://x.com/XZed87/status/2101721113680089367",
      "postId": "2101721113680089367",
      "author": "XZed87",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "ebay.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "ebay.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "EBay has bot blockers.",
      "summary": "Reply to the Stripe question: eBay blocks agents with bot blockers."
    },
    {
      "id": "x:2101733079543070920",
      "platform": "x",
      "url": "https://x.com/mitch2wilk/status/2101733079543070920",
      "postId": "2101733079543070920",
      "author": "mitch2wilk",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "venmo.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "venmo.com": "stuck"
      },
      "antiPatterns": [
        "Payment method unsupported"
      ],
      "patterns": [],
      "quote": "Through Venmo. Farmers markets, local barbers etc",
      "summary": "Agents cannot pay small local merchants (farmers markets, barbers) that accept only Venmo."
    },
    {
      "id": "x:2101744138391560337#2",
      "platform": "x",
      "url": "https://x.com/tylerjharden/status/2101744138391560337",
      "postId": "2101744138391560337",
      "author": "tylerjharden",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "bmv.ohio.gov",
        "meijer.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "meijer.com": "stuck",
        "bmv.ohio.gov": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "@meijer for groceries with @Muse last night.",
      "summary": "Muse struggled to order groceries from Meijer."
    },
    {
      "id": "x:2101749019093389761",
      "platform": "x",
      "url": "https://x.com/Claire/status/2101749019093389761",
      "postId": "2101749019093389761",
      "author": "Claire",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "aa.com"
      ],
      "agents": [
        "Muse (Meta)",
        "Instinct"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "aa.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "i cant get it to do @AmericanAir (neither Instinct)",
      "summary": "Muse and Instinct cannot book on American Airlines."
    },
    {
      "id": "x:2101754273230954706",
      "platform": "x",
      "url": "https://x.com/davidgobaud/status/2101754273230954706",
      "postId": "2101754273230954706",
      "author": "davidgobaud",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "click2mail.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "click2mail.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "Click2Mail had to do it myself Muse got stuck many times / different things",
      "summary": "Muse stopped many times on Click2Mail and the user did the task manually."
    },
    {
      "id": "x:2101761860521308331",
      "platform": "x",
      "url": "https://x.com/cynthiamcgillis/status/2101761860521308331",
      "postId": "2101761860521308331",
      "author": "cynthiamcgillis",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "amazon.com": "stuck"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I tired to use Grok with Amazon and that experience was pretty disappointing.",
      "summary": "The user tried Grok with Amazon and the result was disappointing."
    },
    {
      "id": "x:2101764015126946283",
      "platform": "x",
      "url": "https://x.com/lancehasson/status/2101764015126946283",
      "postId": "2101764015126946283",
      "author": "lancehasson",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "Verification code"
      ],
      "patterns": [],
      "quote": "Amazon works well with Muse but the 2fa is annoying",
      "summary": "Muse buys on Amazon without problems, but the 2FA step is an annoyance."
    },
    {
      "id": "x:2101777850168664388",
      "platform": "x",
      "url": "https://x.com/cynthiamcgillis/status/2101777850168664388",
      "postId": "2101777850168664388",
      "author": "cynthiamcgillis",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "amazon.com"
      ],
      "agents": [
        "Grok Bot"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "amazon.com": "mixed"
      },
      "antiPatterns": [
        "Login wall"
      ],
      "patterns": [],
      "quote": "I had to use Grok’s browser to physically log into Amazon —like on their tiny browser and then authorize the transaction. I don’t think Link was an option.",
      "summary": "Grok Bot bought on Amazon only after the user logged in by hand in the agent browser and approved the transaction; Stripe Link was not available."
    },
    {
      "id": "x:2101803631229952310#1",
      "platform": "x",
      "url": "https://x.com/unixterminal/status/2101803631229952310",
      "postId": "2101803631229952310",
      "author": "unixterminal",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "delta.com",
        "tripit.com"
      ],
      "agents": [],
      "outcome": "mixed",
      "siteOutcomes": {
        "delta.com": "worked",
        "tripit.com": "stuck"
      },
      "antiPatterns": [
        "Bot block",
        "No API"
      ],
      "patterns": [],
      "quote": "TripIt OTOh hard blocks agents and recently locked out their API. I’m just going to reimplement my own central travel planning source of truth from TripIt’s API docs.",
      "summary": "Delta works for the agent of this user."
    },
    {
      "id": "x:2101809626199261201",
      "platform": "x",
      "url": "https://x.com/christidis/status/2101809626199261201",
      "postId": "2101809626199261201",
      "author": "christidis",
      "community": "",
      "created": "2026-09-20",
      "engagement": 0,
      "sites": [
        "calibre-ebook.com"
      ],
      "agents": [
        "ChatGPT Agent"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "calibre-ebook.com": "mixed"
      },
      "antiPatterns": [
        "UI made only for people"
      ],
      "patterns": [
        "CLI"
      ],
      "quote": "I discovered today that I can work around it with calibre's CLI",
      "summary": "Calibre crashes with ChatGPT Computer Use (macOS accessibility problem); the calibredb CLI lets the agent add books."
    },
    {
      "id": "x:2101830169119863201",
      "platform": "x",
      "url": "https://x.com/cj_streetpoet/status/2101830169119863201",
      "postId": "2101830169119863201",
      "author": "cj_streetpoet",
      "community": "",
      "created": "2026-09-21",
      "engagement": 0,
      "sites": [
        "bestbuy.com"
      ],
      "agents": [
        "Muse (Meta)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "bestbuy.com": "stuck"
      },
      "antiPatterns": [
        "Bot block"
      ],
      "patterns": [],
      "quote": "I just tried Best Buy today with no luck. Apparently Best Buy has a bot detection which Muse cannot bypass or click around.",
      "summary": "Muse tried to buy from Best Buy; the bot detection of the site stopped it."
    },
    {
      "id": "x:2101843590251213301#1",
      "platform": "x",
      "url": "https://x.com/rayandabbagh/status/2101843590251213301",
      "postId": "2101843590251213301",
      "author": "rayandabbagh",
      "community": "",
      "created": "2026-09-21",
      "engagement": 0,
      "sites": [
        "delta.com",
        "opentable.com"
      ],
      "agents": [
        "Instinct"
      ],
      "outcome": "worked",
      "siteOutcomes": {
        "delta.com": "worked",
        "opentable.com": "worked"
      },
      "antiPatterns": [],
      "patterns": [],
      "quote": "I’ve been able to interact w/ these systems via Instinct, are you using different tools?",
      "summary": "The user says Instinct can use Delta without a block."
    },
    {
      "id": "reddit:t1_oiy9flb",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/shopify/comments/1syzzqc/has_anyone_else_tested_claude_code_on_their/oiy9flb/",
      "postId": null,
      "author": "tootaroni",
      "community": "shopify",
      "created": "2026-04-29",
      "engagement": -1,
      "sites": [
        "shopify.com"
      ],
      "agents": [
        "Claude Code"
      ],
      "outcome": "mixed",
      "siteOutcomes": {
        "shopify.com": "mixed"
      },
      "antiPatterns": [
        "Api key manual"
      ],
      "patterns": [
        "MCP server"
      ],
      "quote": "The setup is frictional, you need to setup a custom MCP to get it connected correctly",
      "summary": "Team found Claude Code very good for Shopify product data and SEO updates, but the first connection needed a custom MCP setup."
    },
    {
      "id": "reddit:t1_m8u9vp8",
      "platform": "reddit",
      "url": "https://www.reddit.com/r/OpenAI/comments/1i8ki8o/the_new_operator_mode_is_such_an_embarrassing/m8u9vp8/",
      "postId": null,
      "author": "coloradical5280",
      "community": "OpenAI",
      "created": "2025-01-24",
      "engagement": -16,
      "sites": [
        "uber.com"
      ],
      "agents": [
        "Operator (OpenAI)"
      ],
      "outcome": "stuck",
      "siteOutcomes": {
        "uber.com": "stuck"
      },
      "antiPatterns": [
        "Login wall",
        "Slow or timeout"
      ],
      "patterns": [],
      "quote": "it took almost 2 minutes to open a browser; type uber dot com, cursor into the form fields, forget i t had my info, ask if it should hit enter, get blocked at login",
      "summary": "Operator took two minutes to open Uber and fill the form, then was stopped at the Uber login when the user wanted a price check."
    }
  ]
}