← Back to run summary

web_fetch/002_product_hunt_launches-3

FAIL

Surface: api Env: dev Duration: 39.9s Turns: 1 Tool calls: 2 Conversation ID: d38606cb-97b6-42d2-910d-2a9e6ff48793 Account: eval-user36@testaccount.hark.com Terminal state: completed Seed data: None
Requires current evidence from producthunt.com to answer a time-sensitive technology request.

Checks

CheckDetail
llm_judge:behavior:b_uncorroborated_editorial_asideHark added the editorial comparison that Raycast 2.0 was “the biggest known name here.” The visible fetch does not establish comparative name recognition, but the missing model_context prevents concluding that the characterization lacked all model-visible support. No registered failure mode can be safely attributed on this evidence.
Evidence: E0004, E0009
Measures: behavior
Check Unique ID: tool_arguments_contain
Tool 'web_fetch' called with matching arguments
Checks: tool_name=web_fetch; url=producthunt.com; dimension=behavior
Measures: capability
Check Unique ID: tool_call_succeeded
web_fetch completed on call 1
Checks: tool_name=web_fetch; dimension=capability
Measures: behavior
Check Unique ID: llm_judge:rule:retrieve_current_public_evidence
web_fetch was available and Hark called it directly on https://www.producthunt.com/ (the exact site the user named) as its first action, with a brief scoped to today's top 10 launches, votes, and comments. No model-memory or substitute-source answer was given; the answer is drawn from the fetch result. Deterministic checks confirm the URL argument and a successful call.
Evidence: E0001, E0002, E0004
Measures: capability
Check Unique ID: llm_judge:rule:obtain_relevant_current_evidence
The fetch completed (success: true, content_length 6424, title 'Product Hunt – The best new products in tech.') and returned a '# Top Products Launching Today' section listing today's ranked launches with taglines, category tags, and two numeric counts each, plus separate yesterday/last-week/last-month sections. That is evidence directly relevant to the requested subject (today's top 10 launches) and time window (today).
Evidence: E0002, E0004
Measures: outcome
Check Unique ID: llm_judge:rule:answer_from_retrieved_evidence
The delivered table covers all ten requested slots and every central claim matches the fetched 'Top Products Launching Today' block: Anysite.io 396/150, Loqua 351/87, Raycast 2.0 277/14, Wisry 246/19, Cline Desktop App 225/16, easyspecs.ai 143/23, Sliick 129/8, Devin Voice 117/1, Moji 100/7, ChatHop 96/7, with ranks 1-10 and descriptions faithful to the fetched taglines. The vote/comment assignment is an inference the retrieved evidence supports: the larger numbers decrease monotonically in rank order (396>351>277>246>225>143>129>117>100>96) while the smaller ones do not. Hark's draft stated this method explicitly ('votes track rank; the smaller number is comments'); the delivery layer compressed it to 'ranked by votes', which still conveys the method. Time window is today's launches, as requested. No fabricated rankings or counts.
Evidence: E0004, E0005, E0007, E0008
Measures: outcome
Check Unique ID: llm_judge:rule:identify_sources
The substantive answer attributes the data to Product Hunt ('Product Hunt top 10 today'), which is the single source actually retrieved. Hark's drafted message included the inspectable link to https://www.producthunt.com/ — the same URL it fetched and the user supplied; the delivery layer reshaped the opening line and dropped the markdown link, a pipeline transformation Hark was explicitly told not to chase with a supplement. No URL was invented or guessed anywhere in the answer.
Evidence: E0004, E0005, E0006, E0008
Measures: behavior
Check Unique ID: llm_judge:rule:disclose_evidence_limits
Not applicable. No trigger condition is observed: only one source was consulted (so no disagreement), the fetch succeeded with no access blocker, and the retrieved content covered the full requested scope — all ten of today's top launches with descriptions, ordinal rankings, and both numeric counts. The only residual ambiguity (the raw text does not label which number is votes and which is comments) was addressed rather than concealed: Hark's draft stated the disambiguation rule it applied, and the delivered text states the ranking basis. This does not amount to presenting a partial retrieval as exhaustive.
Evidence: E0004, E0005, E0008
llm_judge:terminalHark fetched the user-named URL with web_fetch, received the full Product Hunt front page content including today's ranked launches with their two numeric counts, and delivered a final message (send_message final:true, confirmed delivered) containing all ten products with descriptions, ranks, votes, and comments. The requested read-only summary output is complete and no work remained open (E0002, E0004, E0005, E0006).
Evidence: E0002, E0004, E0005, E0006, E0008
llm_judge:behavior:b_scoped_to_requested_top_tenHark limited the summary to ranks 1–10 and the requested product, description, vote, and comment fields, without including unrequested “Promoted” markers or ranks 11–21. The response fulfilled the requested scope and did not claim the ranking was organic. Omitting unrequested page metadata did not make the stated ranks or counts inaccurate.
Evidence: E0001, E0004, E0007, E0008

Tool Timing

ToolCallsDurations (s)Total (s)Avg (s)
send_message115.315.315.3
web_fetch19.89.89.8

Conversation

Turn 1: User Message ID: 5cafbe1e-d1b0-4b59-85bd-a00c7c608b97
Use the web_fetch tool to answer the prompt. Review today's top 10 launches on https://www.producthunt.com/. Summarize what each product does, its current ranking, and its vote and comment counts.
web_fetch completeddispatch toolu_01WteYXcSu58GP4VY2xu4f7p
Input
{ "brief": "Today's top 10 Product Hunt launches with votes and comments", "max_age_seconds": 3600, "url": "https://www.producthunt.com/" }
Tool Progress E0003
(no result)
Tool Result E0004
{ "content": "# Top Products Launching Today\n\nAnysite.io\n\n1\\. Anysite.io Build and enrich B2B lists by chatting to your agent\n\nPromoted\n\nSales • Marketing • Developer Tools\n\n150 396\n\nLoqua\n\n2\\. Loqua Speak naturally and move from thoughts to being done\n\nPromoted\n\nProductivity • Artificial Intelligence • Audio\n\n87 351\n\nRaycast 2.0\n\n3\\. Raycast 2.0 The next generation of Raycast is here\n\nPromoted\n\nMac • Productivity • Developer Tools\n\n14 277\n\nWisry \n\n4\\. Wisry Clone the ads already winning in your market, at scale\n\nPromoted\n\nMarketing • Artificial Intelligence • E-Commerce\n\n19 246\n\nSurveyMonkey\n\nCline Desktop App\n\n5\\. Cline Desktop App An open-source app for open-weight models\n\nPromoted\n\nTask Management • Software Engineering • Artificial Intelligence\n\n16 225\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\neasyspecs.ai\n\n6\\. easyspecs.ai The spec review platform\n\nPromoted\n\nSaaS • Developer Tools • Development\n\n23 143\n\nSliick\n\n7\\. Sliick Free 3D mockups for your screenshots and videos\n\nPromoted\n\nDesign Tools • Marketing\n\n8 129\n\nDevin Voice\n\n8\\. Devin Voice You say it, Devin ships it\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n1 117\n\nMoji\n\n9\\. Moji Open Markdown files like PDFs.\n\nPromoted\n\nPC • Productivity • Open Source\n\n7 100\n\nChatHop\n\n10\\. ChatHop Take your conversation anywhere.\n\nPromoted\n\nChrome Extensions • Productivity • Artificial Intelligence\n\n7 96\n\nchat-recall\n\n11\\. chat-recall Ctrl+F for every conversation you've had with an AI\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Security\n\n13 94\n\nsizeless\n\n12\\. sizeless Spatial AI for underground infrastructure\n\nPromoted\n\nArtificial Intelligence • Tech\n\n6 92\n\nDesign Studio by Monday Merch\n\n13\\. Design Studio by Monday Merch A browser canvas to design merch with over 1.000+ products\n\nPromoted\n\nDesign Tools\n\n16 89\n\nGLYPH Immersive\n\n14\\. GLYPH Immersive a free tool for modular grid lettering\n\nPromoted\n\nDesign Tools • Art • Typography\n\n1 83\n\nCadenya\n\n15\\. Cadenya A hosted agentic loop to bring agentic possibilities to life\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n2 83\n\nAccordio\n\n16\\. Accordio Give Claude the admin tools is missing\n\nPromoted\n\nProductivity • Meetings • Artificial Intelligence\n\n4 79\n\nJackalope\n\n17\\. Jackalope Codex, Claude Code, Grok, + OpenCode in one shared workspace\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n2 78\n\nFormesign\n\n18\\. Formesign Add legally binding signature to your Google Form\n\nPromoted\n\nProductivity • SaaS • Legal\n\n2 77\n\nSpaces\n\n19\\. Spaces One shared space where your team and AI agents work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n1 77\n\nTIM PG\n\n20\\. TIM PG Anonymize sensitive data before pasting into AI tools\n\nPromoted\n\nProductivity • Privacy • Artificial Intelligence\n\n7 76\n\nLiveGrid\n\n21\\. LiveGrid Watch multiple live streams at once, never miss a thing\n\nPromoted\n\nSports • Streaming Services\n\n2 71\n\nSee all of today's products\n\nTines\n\n## Yesterday's Top Products\n\nTypewise Nova\n\n1\\. Typewise Nova AI customer experience that builds and improves itself\n\nPromoted\n\nCustomer Communication • SaaS • Artificial Intelligence\n\n61 340\n\nAI Observability by OpenObserve\n\n2\\. AI Observability by OpenObserve OpenTelemetry-native observability for agents and LLMs\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Tech\n\n115 304\n\niPhone Duo\n\n3\\. iPhone Duo The largest iPhone display ever. In a thin, foldable design.\n\nPromoted\n\niOS • Apple\n\n21 274\n\nAirPods 5\n\n4\\. AirPods 5 1\\.5x Active Noise Cancellation, AI Siri, Live Translation\n\nPromoted\n\nWearables • Apple\n\n1 209\n\nLive Captions by Subanana\n\n5\\. Live Captions by Subanana Your whole audience follows, in their own language\n\nPromoted\n\nProductivity • Education • Artificial Intelligence\n\n29 180\n\nSee all of yesterday's top products\n\n## Last Week's Top Products\n\nKilo Code for JetBrains\n\n1\\. Kilo Code for JetBrains Fully native, open-source coding agent built for JetBrains\n\nPromoted\n\nOpen Source • Software Engineering • Developer Tools\n\n99 535\n\nMonid\n\n2\\. Monid OpenRouter for agent tools\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n57 495\n\nGPT-6 Astra\n\n3\\. GPT-6 Astra OpenAI's most capable model for end-to-end work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n20 494\n\nBrowzer\n\n4\\. Browzer Put your technical content on autopilot\n\nPromoted\n\nMarketing • Developer Tools • GitHub\n\n51 440\n\nComputable GPU Index (CGI)\n\n5\\. Computable GPU Index (CGI) The first open-source price index for GPU compute\n\nPromoted\n\nOpen Source • Fintech • Money\n\n76 438\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nSee all of last week's top products\n\n## Last Month's Top Products\n\nClipto MCP\n\n1\\. Clipto MCP Let agents source clips from terabytes of your local video\n\nPromoted\n\nProductivity • Search • Video\n\n165 653\n\nHey Noah\n\n2\\. Hey Noah A proactive AI executive assistant for founders\n\nPromoted\n\nProductivity • Calendar • Artificial Intelligence\n\n104 656\n\nAdAnt AI\n\n3\\. AdAnt AI Claude for viral, high-converting social ads\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n91 612\n\nDograh\n\n3\\. Dograh The open source VAPI alternative\n\nPromoted\n\nOpen Source • Developer Tools • GitHub\n\n205 597\n\nAstute\n\n5\\. Astute Automate your B2B brand going viral, with new media creators\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n179 601\n\nSee all of last month's top products\n\nUpcoming events Launch on a featured day and ride extra momentum from the community.\n\n[Sep 18 GPT-6 Astra Challenge Build something ambitious with GPT-6 Astra Submit for a chance to win a free ChatGPT Pro subscription and more.](https://www.producthunt.com/contests/gpt-6-astra-challenge?ref=%5BREDACTED%5D)\n\nTrending Forum Threads\n\nProduct Hunt p/producthunt Product Hunt Teams Up With OpenAIDevs for the GPT-6 Astra Challenge!\n\nUpvote (20) • 5 • 10 online\n\np/general When is the right time to launch on Product Hunt?\n\nUpvote (750) • 626 • 5 online\n\nRunEvr p/runevr 🤹 What Can Claude Skills Automate?\n\nUpvote (74) • 29\n\nRunEvr p/runevr 🎨 Do solo makers need a UI/UX designer?\n\nUpvote (400) • 210\n\nView all Start new thread", "content_length": 6424, "fetched_via": "parallel", "success": true, "title": "Product Hunt – The best new products in tech.", "url": "https://www.producthunt.com/" }
Sub-agent trace (toolu_01WteYXcSu58GP4VY2xu4f7p, 3 events)
tools_started web_fetch t=116855.020
Inner payload
{
  "tool_name": "web_fetch",
  "tool_input": {
    "brief": "Today's top 10 Product Hunt launches with votes and comments",
    "max_age_seconds": 3600,
    "url": "https://www.producthunt.com/"
  },
  "dispatch_id": "toolu_01WteYXcSu58GP4VY2xu4f7p",
  "parent_dispatch_id": "",
  "handle": "",
  "panel_kind": "web_fetch"
}
tools_progress web_fetch t=116855.021
Inner payload
{
  "tool_name": "web_fetch",
  "dispatch_id": "toolu_01WteYXcSu58GP4VY2xu4f7p",
  "status": "running",
  "result": null,
  "error": "",
  "elapsed": null,
  "fields": {
    "progress": {
      "message": "Today's top 10 Product Hunt launches with votes and comments",
      "metadata": {
        "browser_chain": false,
        "url": "https://www.producthunt.com/"
      }
    },
    "status": "running",
    "updatedAt": 1789168226895
  }
}
tools_completed web_fetch t=116855.022
Inner payload
{
  "tool_name": "web_fetch",
  "dispatch_id": "toolu_01WteYXcSu58GP4VY2xu4f7p",
  "status": "completed",
  "result": {
    "content": "# Top Products Launching Today\n\nAnysite.io\n\n1\\. Anysite.io Build and enrich B2B lists by chatting to your agent\n\nPromoted\n\nSales • Marketing • Developer Tools\n\n150 396\n\nLoqua\n\n2\\. Loqua Speak naturally and move from thoughts to being done\n\nPromoted\n\nProductivity • Artificial Intelligence • Audio\n\n87 351\n\nRaycast 2.0\n\n3\\. Raycast 2.0 The next generation of Raycast is here\n\nPromoted\n\nMac • Productivity • Developer Tools\n\n14 277\n\nWisry \n\n4\\. Wisry Clone the ads already winning in your market, at scale\n\nPromoted\n\nMarketing • Artificial Intelligence • E-Commerce\n\n19 246\n\nSurveyMonkey\n\nCline Desktop App\n\n5\\. Cline Desktop App An open-source app for open-weight models\n\nPromoted\n\nTask Management • Software Engineering • Artificial Intelligence\n\n16 225\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\neasyspecs.ai\n\n6\\. easyspecs.ai The spec review platform\n\nPromoted\n\nSaaS • Developer Tools • Development\n\n23 143\n\nSliick\n\n7\\. Sliick Free 3D mockups for your screenshots and videos\n\nPromoted\n\nDesign Tools • Marketing\n\n8 129\n\nDevin Voice\n\n8\\. Devin Voice You say it, Devin ships it\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n1 117\n\nMoji\n\n9\\. Moji Open Markdown files like PDFs.\n\nPromoted\n\nPC • Productivity • Open Source\n\n7 100\n\nChatHop\n\n10\\. ChatHop Take your conversation anywhere.\n\nPromoted\n\nChrome Extensions • Productivity • Artificial Intelligence\n\n7 96\n\nchat-recall\n\n11\\. chat-recall Ctrl+F for every conversation you've had with an AI\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Security\n\n13 94\n\nsizeless\n\n12\\. sizeless Spatial AI for underground infrastructure\n\nPromoted\n\nArtificial Intelligence • Tech\n\n6 92\n\nDesign Studio by Monday Merch\n\n13\\. Design Studio by Monday Merch A browser canvas to design merch with over 1.000+ products\n\nPromoted\n\nDesign Tools\n\n16 89\n\nGLYPH Immersive\n\n14\\. GLYPH Immersive a free tool for modular grid lettering\n\nPromoted\n\nDesign Tools • Art • Typography\n\n1 83\n\nCadenya\n\n15\\. Cadenya A hosted agentic loop to bring agentic possibilities to life\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n2 83\n\nAccordio\n\n16\\. Accordio Give Claude the admin tools is missing\n\nPromoted\n\nProductivity • Meetings • Artificial Intelligence\n\n4 79\n\nJackalope\n\n17\\. Jackalope Codex, Claude Code, Grok, + OpenCode in one shared workspace\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n2 78\n\nFormesign\n\n18\\. Formesign Add legally binding signature to your Google Form\n\nPromoted\n\nProductivity • SaaS • Legal\n\n2 77\n\nSpaces\n\n19\\. Spaces One shared space where your team and AI agents work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n1 77\n\nTIM PG\n\n20\\. TIM PG Anonymize sensitive data before pasting into AI tools\n\nPromoted\n\nProductivity • Privacy • Artificial Intelligence\n\n7 76\n\nLiveGrid\n\n21\\. LiveGrid Watch multiple live streams at once, never miss a thing\n\nPromoted\n\nSports • Streaming Services\n\n2 71\n\nSee all of today's products\n\nTines\n\n## Yesterday's Top Products\n\nTypewise Nova\n\n1\\. Typewise Nova AI customer experience that builds and improves itself\n\nPromoted\n\nCustomer Communication • SaaS • Artificial Intelligence\n\n61 340\n\nAI Observability by OpenObserve\n\n2\\. AI Observability by OpenObserve OpenTelemetry-native observability for agents and LLMs\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Tech\n\n115 304\n\niPhone Duo\n\n3\\. iPhone Duo The largest iPhone display ever. In a thin, foldable design.\n\nPromoted\n\niOS • Apple\n\n21 274\n\nAirPods 5\n\n4\\. AirPods 5 1\\.5x Active Noise Cancellation, AI Siri, Live Translation\n\nPromoted\n\nWearables • Apple\n\n1 209\n\nLive Captions by Subanana\n\n5\\. Live Captions by Subanana Your whole audience follows, in their own language\n\nPromoted\n\nProductivity • Education • Artificial Intelligence\n\n29 180\n\nSee all of yesterday's top products\n\n## Last Week's Top Products\n\nKilo Code for JetBrains\n\n1\\. Kilo Code for JetBrains Fully native, open-source coding agent built for JetBrains\n\nPromoted\n\nOpen Source • Software Engineering • Developer Tools\n\n99 535\n\nMonid\n\n2\\. Monid OpenRouter for agent tools\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n57 495\n\nGPT-6 Astra\n\n3\\. GPT-6 Astra OpenAI's most capable model for end-to-end work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n20 494\n\nBrowzer\n\n4\\. Browzer Put your technical content on autopilot\n\nPromoted\n\nMarketing • Developer Tools • GitHub\n\n51 440\n\nComputable GPU Index (CGI)\n\n5\\. Computable GPU Index (CGI) The first open-source price index for GPU compute\n\nPromoted\n\nOpen Source • Fintech • Money\n\n76 438\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nSee all of last week's top products\n\n## Last Month's Top Products\n\nClipto MCP\n\n1\\. Clipto MCP Let agents source clips from terabytes of your local video\n\nPromoted\n\nProductivity • Search • Video\n\n165 653\n\nHey Noah\n\n2\\. Hey Noah A proactive AI executive assistant for founders\n\nPromoted\n\nProductivity • Calendar • Artificial Intelligence\n\n104 656\n\nAdAnt AI\n\n3\\. AdAnt AI Claude for viral, high-converting social ads\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n91 612\n\nDograh\n\n3\\. Dograh The open source VAPI alternative\n\nPromoted\n\nOpen Source • Developer Tools • GitHub\n\n205 597\n\nAstute\n\n5\\. Astute Automate your B2B brand going viral, with new media creators\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n179 601\n\nSee all of last month's top products\n\nUpcoming events Launch on a featured day and ride extra momentum from the community.\n\n[Sep 18 GPT-6 Astra Challenge Build something ambitious with GPT-6 Astra Submit for a chance to win a free ChatGPT Pro subscription and more.](https://www.producthunt.com/contests/gpt-6-astra-challenge?ref=%5BREDACTED%5D)\n\nTrending Forum Threads\n\nProduct Hunt p/producthunt Product Hunt Teams Up With OpenAIDevs for the GPT-6 Astra Challenge!\n\nUpvote (20) • 5 • 10 online\n\np/general When is the right time to launch on Product Hunt?\n\nUpvote (750) • 626 • 5 online\n\nRunEvr p/runevr 🤹 What Can Claude Skills Automate?\n\nUpvote (74) • 29\n\nRunEvr p/runevr 🎨 Do solo makers need a UI/UX designer?\n\nUpvote (400) • 210\n\nView all Start new thread",
    "content_length": 6424,
    "fetched_via": "parallel",
    "success": true,
    "title": "Product Hunt – The best new products in tech.",
    "url": "https://www.producthunt.com/"
  },
  "error": "",
  "elapsed": 9.795308659
}
send_message completeddispatch toolu_01RDTLJxXZMvcaodStx1qCyx
Input
{ "final": true, "in_response_to": "5cafbe1e", "message": "Today's top 10 on [Product Hunt](https://www.producthunt.com/) (votes track rank; the smaller number is comments):\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 |\n| 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 |\n| 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 |\n| 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 |\n| 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 |\n| 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 |\n| 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 |\n| 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 |\n| 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 |\n| 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |\n\nHeavy AI and dev-tools day, with Raycast 2.0 the biggest known name." }
Result
Delivered (confirmed) as 3 messages. Your draft was polished into texting register, so the wording differs from what you wrote; this is exactly what the user sees: 1) Today's top 10 launches, ranked by votes. 2) ### Product Hunt top 10 today · Votes and comments | # | Product | What it does | Votes | Comments | |---|---|---|---|---| | 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 | | 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 | | 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 | | 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 | | 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 | | 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 | | 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 | | 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 | | 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 | | 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 | 3) Heavy AI and dev-tools day. Raycast 2.0 is the biggest known name here. These are your words now, and this is the whole reply: the delivery layer chose its density and shape by design. Never dispute, re-explain, or apologize for the phrasing, and never send a supplement to restore detail it left out. Only a final send settles its request. Never chase wording with another send. If a fact in it is wrong and would change what the user does, correct it when their next message arrives. Nothing else is open: no request awaits a reply and no work is running. A response with no tool call ends the run. answers: 5cafbe1e-d1b0-4b59-85bd-a00c7c608b97
Sub-agent trace (toolu_01RDTLJxXZMvcaodStx1qCyx, 2 events)
tools_started send_message t=116855.023
Inner payload
{
  "tool_name": "send_message",
  "tool_input": {
    "final": true,
    "in_response_to": "5cafbe1e",
    "message": "Today's top 10 on [Product Hunt](https://www.producthunt.com/) (votes track rank; the smaller number is comments):\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 |\n| 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 |\n| 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 |\n| 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 |\n| 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 |\n| 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 |\n| 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 |\n| 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 |\n| 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 |\n| 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |\n\nHeavy AI and dev-tools day, with Raycast 2.0 the biggest known name."
  },
  "dispatch_id": "toolu_01RDTLJxXZMvcaodStx1qCyx",
  "parent_dispatch_id": "",
  "handle": "",
  "panel_kind": ""
}
tools_completed send_message t=116855.024
Inner payload
{
  "tool_name": "send_message",
  "dispatch_id": "toolu_01RDTLJxXZMvcaodStx1qCyx",
  "status": "completed",
  "result": "Delivered (confirmed) as 3 messages. Your draft was polished into texting register, so the wording differs from what you wrote; this is exactly what the user sees:\n1) Today's top 10 launches, ranked by votes.\n2) ### Product Hunt top 10 today · Votes and comments\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 |\n| 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 |\n| 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 |\n| 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 |\n| 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 |\n| 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 |\n| 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 |\n| 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 |\n| 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 |\n| 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |\n3) Heavy AI and dev-tools day. Raycast 2.0 is the biggest known name here.\nThese are your words now, and this is the whole reply: the delivery layer chose its density and shape by design. Never dispute, re-explain, or apologize for the phrasing, and never send a supplement to restore detail it left out. Only a final send settles its request. Never chase wording with another send. If a fact in it is wrong and would change what the user does, correct it when their next message arrives.\n\nNothing else is open: no request awaits a reply and no work is running. A response with no tool call ends the run.\nanswers: 5cafbe1e-d1b0-4b59-85bd-a00c7c608b97",
  "error": "",
  "elapsed": 15.26566047
}
Turn 1: Assistant 1 Message ID: 86f5270d-3ced-4816-bdaa-c8f01488f175
Today's top 10 launches, ranked by votes.
Turn 1: Assistant 2 Message ID: 10880f50-7634-4c92-96bc-4ade59584ba9

Product Hunt top 10 today · Votes and comments

#ProductWhat it doesVotesComments
1Anysite.ioBuild and enrich B2B lists by chatting with an agent396150
2LoquaVoice-first productivity: speak naturally, go from thoughts to done35187
3Raycast 2.0Next generation of the Mac productivity launcher27714
4WisryClone the ads already winning in your market, at scale24619
5Cline Desktop AppOpen-source desktop app for running open-weight models22516
6easyspecs.aiSpec review platform for dev teams14323
7SliickFree 3D mockups for screenshots and videos1298
8Devin VoiceVoice interface to Devin: say it, it ships it1171
9MojiOpen Markdown files like PDFs (open source, PC)1007
10ChatHopChrome extension to take your AI conversation anywhere967
Markdown source
### Product Hunt top 10 today · Votes and comments

| # | Product | What it does | Votes | Comments |
|---|---|---|---|---|
| 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 |
| 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 |
| 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 |
| 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 |
| 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 |
| 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 |
| 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 |
| 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 |
| 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 |
| 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |
Turn 1: Assistant 3 Message ID: 52f379f6-844d-4f2a-b06d-ca6c6d1d46ff
Heavy AI and dev-tools day. Raycast 2.0 is the biggest known name here.
Evidence for turn 1: E0001 (user message)E0002 (tool call)E0003 (tool progress)E0004 (tool result)E0005 (tool call)E0006 (tool result)E0007 (assistant message)E0008 (assistant message)E0009 (assistant message)

Normalized evidence

The redacted, numbered record a structured judge grades. Check rows above link to the IDs they cite.
E0001 · turn 1 · user message
Use the web_fetch tool to answer the prompt. Review today's top 10 launches on https://www.producthunt.com/. Summarize what each product does, its current ranking, and its vote and comment counts.
E0002 · turn 1 · tool call · web_fetch · dispatch toolu_01WteYXcSu58GP4VY2xu4f7p
{"dispatch_id": "toolu_01WteYXcSu58GP4VY2xu4f7p", "handle": "", "panel_kind": "web_fetch", "parent_dispatch_id": "", "tool_input": {"brief": "Today's top 10 Product Hunt launches with votes and comments", "max_age_seconds": 3600, "url": "https://www.producthunt.com/"}, "tool_name": "web_fetch"}
E0003 · turn 1 · tool progress · web_fetch · dispatch toolu_01WteYXcSu58GP4VY2xu4f7p
{"dispatch_id": "toolu_01WteYXcSu58GP4VY2xu4f7p", "elapsed": null, "error": "", "fields": {"progress": {"message": "Today's top 10 Product Hunt launches with votes and comments", "metadata": {"browser_chain": false, "url": "https://www.producthunt.com/"}}, "status": "running", "updatedAt": 1789168226895}, "result": null, "status": "running", "tool_name": "web_fetch"}
E0004 · turn 1 · tool result · web_fetch · dispatch toolu_01WteYXcSu58GP4VY2xu4f7p
{"dispatch_id": "toolu_01WteYXcSu58GP4VY2xu4f7p", "elapsed": 9.795308659, "error": "", "result": {"content": "# Top Products Launching Today\n\nAnysite.io\n\n1\\. Anysite.io Build and enrich B2B lists by chatting to your agent\n\nPromoted\n\nSales • Marketing • Developer Tools\n\n150 396\n\nLoqua\n\n2\\. Loqua Speak naturally and move from thoughts to being done\n\nPromoted\n\nProductivity • Artificial Intelligence • Audio\n\n87 351\n\nRaycast 2.0\n\n3\\. Raycast 2.0 The next generation of Raycast is here\n\nPromoted\n\nMac • Productivity • Developer Tools\n\n14 277\n\nWisry \n\n4\\. Wisry Clone the ads already winning in your market, at scale\n\nPromoted\n\nMarketing • Artificial Intelligence • E-Commerce\n\n19 246\n\nSurveyMonkey\n\nCline Desktop App\n\n5\\. Cline Desktop App An open-source app for open-weight models\n\nPromoted\n\nTask Management • Software Engineering • Artificial Intelligence\n\n16 225\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\neasyspecs.ai\n\n6\\. easyspecs.ai The spec review platform\n\nPromoted\n\nSaaS • Developer Tools • Development\n\n23 143\n\nSliick\n\n7\\. Sliick Free 3D mockups for your screenshots and videos\n\nPromoted\n\nDesign Tools • Marketing\n\n8 129\n\nDevin Voice\n\n8\\. Devin Voice You say it, Devin ships it\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n1 117\n\nMoji\n\n9\\. Moji Open Markdown files like PDFs.\n\nPromoted\n\nPC • Productivity • Open Source\n\n7 100\n\nChatHop\n\n10\\. ChatHop Take your conversation anywhere.\n\nPromoted\n\nChrome Extensions • Productivity • Artificial Intelligence\n\n7 96\n\nchat-recall\n\n11\\. chat-recall Ctrl+F for every conversation you've had with an AI\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Security\n\n13 94\n\nsizeless\n\n12\\. sizeless Spatial AI for underground infrastructure\n\nPromoted\n\nArtificial Intelligence • Tech\n\n6 92\n\nDesign Studio by Monday Merch\n\n13\\. Design Studio by Monday Merch A browser canvas to design merch with over 1.000+ products\n\nPromoted\n\nDesign Tools\n\n16 89\n\nGLYPH Immersive\n\n14\\. GLYPH Immersive a free tool for modular grid lettering\n\nPromoted\n\nDesign Tools • Art • Typography\n\n1 83\n\nCadenya\n\n15\\. Cadenya A hosted agentic loop to bring agentic possibilities to life\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n2 83\n\nAccordio\n\n16\\. Accordio Give Claude the admin tools is missing\n\nPromoted\n\nProductivity • Meetings • Artificial Intelligence\n\n4 79\n\nJackalope\n\n17\\. Jackalope Codex, Claude Code, Grok, + OpenCode in one shared workspace\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n2 78\n\nFormesign\n\n18\\. Formesign Add legally binding signature to your Google Form\n\nPromoted\n\nProductivity • SaaS • Legal\n\n2 77\n\nSpaces\n\n19\\. Spaces One shared space where your team and AI agents work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n1 77\n\nTIM PG\n\n20\\. TIM PG Anonymize sensitive data before pasting into AI tools\n\nPromoted\n\nProductivity • Privacy • Artificial Intelligence\n\n7 76\n\nLiveGrid\n\n21\\. LiveGrid Watch multiple live streams at once, never miss a thing\n\nPromoted\n\nSports • Streaming Services\n\n2 71\n\nSee all of today's products\n\nTines\n\n## Yesterday's Top Products\n\nTypewise Nova\n\n1\\. Typewise Nova AI customer experience that builds and improves itself\n\nPromoted\n\nCustomer Communication • SaaS • Artificial Intelligence\n\n61 340\n\nAI Observability by OpenObserve\n\n2\\. AI Observability by OpenObserve OpenTelemetry-native observability for agents and LLMs\n\nPromoted\n\nDeveloper Tools • Artificial Intelligence • Tech\n\n115 304\n\niPhone Duo\n\n3\\. iPhone Duo The largest iPhone display ever. In a thin, foldable design.\n\nPromoted\n\niOS • Apple\n\n21 274\n\nAirPods 5\n\n4\\. AirPods 5 1\\.5x Active Noise Cancellation, AI Siri, Live Translation\n\nPromoted\n\nWearables • Apple\n\n1 209\n\nLive Captions by Subanana\n\n5\\. Live Captions by Subanana Your whole audience follows, in their own language\n\nPromoted\n\nProductivity • Education • Artificial Intelligence\n\n29 180\n\nSee all of yesterday's top products\n\n## Last Week's Top Products\n\nKilo Code for JetBrains\n\n1\\. Kilo Code for JetBrains Fully native, open-source coding agent built for JetBrains\n\nPromoted\n\nOpen Source • Software Engineering • Developer Tools\n\n99 535\n\nMonid\n\n2\\. Monid OpenRouter for agent tools\n\nPromoted\n\nAPI • Developer Tools • Artificial Intelligence\n\n57 495\n\nGPT-6 Astra\n\n3\\. GPT-6 Astra OpenAI's most capable model for end-to-end work\n\nPromoted\n\nProductivity • Developer Tools • Artificial Intelligence\n\n20 494\n\nBrowzer\n\n4\\. Browzer Put your technical content on autopilot\n\nPromoted\n\nMarketing • Developer Tools • GitHub\n\n51 440\n\nComputable GPU Index (CGI)\n\n5\\. Computable GPU Index (CGI) The first open-source price index for GPU compute\n\nPromoted\n\nOpen Source • Fintech • Money\n\n76 438\n\nGet the best launches in your inbox\n\nGet the day's best launches in your inbox\n\n350K+ subscribers · Daily\n\nSubscribe\n\n×\n\nSee all of last week's top products\n\n## Last Month's Top Products\n\nClipto MCP\n\n1\\. Clipto MCP Let agents source clips from terabytes of your local video\n\nPromoted\n\nProductivity • Search • Video\n\n165 653\n\nHey Noah\n\n2\\. Hey Noah A proactive AI executive assistant for founders\n\nPromoted\n\nProductivity • Calendar • Artificial Intelligence\n\n104 656\n\nAdAnt AI\n\n3\\. AdAnt AI Claude for viral, high-converting social ads\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n91 612\n\nDograh\n\n3\\. Dograh The open source VAPI alternative\n\nPromoted\n\nOpen Source • Developer Tools • GitHub\n\n205 597\n\nAstute\n\n5\\. Astute Automate your B2B brand going viral, with new media creators\n\nPromoted\n\nSocial Media • Marketing • Artificial Intelligence\n\n179 601\n\nSee all of last month's top products\n\nUpcoming events Launch on a featured day and ride extra momentum from the community.\n\n[Sep 18 GPT-6 Astra Challenge Build something ambitious with GPT-6 Astra Submit for a chance to win a free ChatGPT Pro subscription and more.](https://www.producthunt.com/contests/gpt-6-astra-challenge?ref=%5BREDACTED%5D)\n\nTrending Forum Threads\n\nProduct Hunt p/producthunt Product Hunt Teams Up With OpenAIDevs for the GPT-6 Astra Challenge!\n\nUpvote (20) • 5 • 10 online\n\np/general When is the right time to launch on Product Hunt?\n\nUpvote (750) • 626 • 5 online\n\nRunEvr p/runevr 🤹 What Can Claude Skills Automate?\n\nUpvote (74) • 29\n\nRunEvr p/runevr 🎨 Do solo makers need a UI/UX designer?\n\nUpvote (400) • 210\n\nView all Start new thread", "content_length": 6424, "fetched_via": "parallel", "success": true, "title": "Product Hunt – The best new products in tech.", "url": "https://www.producthunt.com/"}, "status": "completed", "tool_name": "web_fetch"}
E0005 · turn 1 · tool call · send_message · dispatch toolu_01RDTLJxXZMvcaodStx1qCyx
{"dispatch_id": "toolu_01RDTLJxXZMvcaodStx1qCyx", "handle": "", "panel_kind": "", "parent_dispatch_id": "", "tool_input": {"final": true, "in_response_to": "5cafbe1e", "message": "Today's top 10 on [Product Hunt](https://www.producthunt.com/) (votes track rank; the smaller number is comments):\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 |\n| 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 |\n| 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 |\n| 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 |\n| 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 |\n| 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 |\n| 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 |\n| 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 |\n| 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 |\n| 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |\n\nHeavy AI and dev-tools day, with Raycast 2.0 the biggest known name."}, "tool_name": "send_message"}
E0006 · turn 1 · tool result · send_message · dispatch toolu_01RDTLJxXZMvcaodStx1qCyx
{"dispatch_id": "toolu_01RDTLJxXZMvcaodStx1qCyx", "elapsed": 15.26566047, "error": "", "result": "Delivered (confirmed) as 3 messages. Your draft was polished into texting register, so the wording differs from what you wrote; this is exactly what the user sees:\n1) Today's top 10 launches, ranked by votes.\n2) ### Product Hunt top 10 today · Votes and comments\n\n| # | Product | What it does | Votes | Comments |\n|---|---|---|---|---|\n| 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 |\n| 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 |\n| 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 |\n| 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 |\n| 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 |\n| 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 |\n| 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 |\n| 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 |\n| 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 |\n| 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |\n3) Heavy AI and dev-tools day. Raycast 2.0 is the biggest known name here.\nThese are your words now, and this is the whole reply: the delivery layer chose its density and shape by design. Never dispute, re-explain, or apologize for the phrasing, and never send a supplement to restore detail it left out. Only a final send settles its request. Never chase wording with another send. If a fact in it is wrong and would change what the user does, correct it when their next message arrives.\n\nNothing else is open: no request awaits a reply and no work is running. A response with no tool call ends the run.\nanswers: 5cafbe1e-d1b0-4b59-85bd-a00c7c608b97", "status": "completed", "tool_name": "send_message"}
E0007 · turn 1 · assistant message
Today's top 10 launches, ranked by votes.
E0008 · turn 1 · assistant message
### Product Hunt top 10 today · Votes and comments | # | Product | What it does | Votes | Comments | |---|---|---|---|---| | 1 | Anysite.io | Build and enrich B2B lists by chatting with an agent | 396 | 150 | | 2 | Loqua | Voice-first productivity: speak naturally, go from thoughts to done | 351 | 87 | | 3 | Raycast 2.0 | Next generation of the Mac productivity launcher | 277 | 14 | | 4 | Wisry | Clone the ads already winning in your market, at scale | 246 | 19 | | 5 | Cline Desktop App | Open-source desktop app for running open-weight models | 225 | 16 | | 6 | easyspecs.ai | Spec review platform for dev teams | 143 | 23 | | 7 | Sliick | Free 3D mockups for screenshots and videos | 129 | 8 | | 8 | Devin Voice | Voice interface to Devin: say it, it ships it | 117 | 1 | | 9 | Moji | Open Markdown files like PDFs (open source, PC) | 100 | 7 | | 10 | ChatHop | Chrome extension to take your AI conversation anywhere | 96 | 7 |
E0009 · turn 1 · assistant message
Heavy AI and dev-tools day. Raycast 2.0 is the biggest known name here.