星火 SparkCN

Human Signal

创始人 / Maker 评论

优先展示 Product Hunt 上对理解条目有帮助的人类文本。

Topics

APISocial MediaArtificial Intelligence

I’ve built a TRMNL plugin with the Buffer API; it shows my queue counts, along with my next scheduled posts and previously sent posts, on an e-ink display sitting on my desk. I’ll make this available for installation soon. The API is straightforward to work with, and AI tooling makes prototyping extremely quick. If you're building anything that touches social media, this is worth a look.

评论作者信息不可用Maker 身份13 votes查看原评论

痛点分析发布于 2026/05/28

痛点为 AI 基于上游原始证据的初步提炼；未包含额外中国市场检索。

痛点

用户需要跨多个社交平台发布和管理内容，但每个平台的API、媒体约束、速率限制和帖子格式各不相同，导致“一次发布到所有平台”的自动化流程变得复杂且容易出错。现有方案要么需要为每个平台单独开发集成，要么依赖手动操作，造成重复劳动和效率低下。一位评论者指出“大多数社交发布API在边缘情况上会失败”，比如平台特定的媒体约束、不同账户的速率限制差异、以及每个网络不同的帖子格式，这迫使开发者必须了解每个平台的细节，增加了开发和维护成本。另一位用户也提到“每个平台的行为差异足够大，一旦自动化介入，‘到处发布’很快就会变得混乱”。这种不一致性导致团队在构建自动化工作流时面临摩擦，需要花费额外精力处理平台差异，否则可能导致发布失败、内容格式错误或违反平台规则，进而影响内容分发效果和团队协作效率。

Discussion

精选 Product Hunt 讨论

保留原始讨论语境，用来交叉验证上游条目的真实反馈。

👋 Hey everyone, Mike here, another one of the makers on the Buffer team. A bit more about the API: Buffer's API lets you connect Buffer to the tools you already use, whether that's an AI agent, a no-code automation tool, or your own stack. You can publish, schedule, and manage your social presence from wherever you already work. Under the hood: GraphQL API, MCP server, CLI, managed OAuth, pre-built workflow templates with no-code tools like Zapier and n8n, and an interactive API explorer. A few more examples of what people have been building with it: An automated weekly reporting system across 77 social channels in 10 languages, built with n8n by someone who isn't a developer. A Friday morning Slack bot that recaps what was posted, what's scheduled, and what's missing. Plus a full LinkedIn content library and analyzer on Lovable, both built entirely through conversation with AI. A power-user layer on top of Buffer with thread splitting, a content calendar with planning notes, and a snippet library. A Substack growth platform for creators, with Buffer handling social distribution automatically. It's also available on every Buffer plan, including Free. Let us know if you have any questions and excited to see what other folks build with it!

评论作者信息不可用筛选：高信号评论10 votes查看原评论

Most social publishing APIs fall apart on edge cases like platform-specific media constraints, rate limit variance across accounts, or diff post formats per network. Curious how the Buffer API handles those inconsistencies at the normalization layer. Do you expose a unified schema and translate per-platform, or does the caller still need to know what Twitter vs LinkedIn expects?

评论作者信息不可用筛选：高信号评论4 votes查看原评论

We’ve hit this exact problem internally. Every platform behaves just differently enough that “post everywhere” becomes messy really fast once automations enter the picture. The MCP + API combo here is smart. Are most teams using Buffer API as infrastructure inside agents/workflows now, or still mainly for traditional scheduling flows?

评论作者信息不可用筛选：高信号评论2 votes查看原评论

Hey all! Jakub here, one of the makers ❤️ Happy to answer any questions you might have! Also be sure to checkout our discord if you'd like to learn more! https://buffer.com/our-community Happy Thursday!

评论作者信息不可用筛选：高信号评论3 votes查看原评论

源数据· Raw Archive

source: Product Hunt
upstream_source: producthunt_api
upstream_item_id: 1157197
daily_ranking_item_id: 87aa27a9-b725-437e-99f0-186b9aebd7d7
rank_date: 2026-05-28
rank: 5
name: Buffer API
tagline: One API to publish across every social platform.
description: Buffer's API lets you publish and manage content across 10 social platforms through a single endpoint. Connect it to AI assistants, no-code automation tools, or build full custom integrations. Ships with an MCP server, pre-built automation templates, a CLI, and an interactive API explorer. Available on every Buffer plan, including Free.
maker_comment: I’ve built a TRMNL plugin with the Buffer API; it shows my queue counts, along with my next scheduled posts and previously sent posts, on an e-ink display sitting on my desk. I’ll make this available for installation soon.The API is straightforward to work with, and AI tooling makes prototyping extremely quick. If you're building anything that touches social media, this is worth a look.
votes_count: 176
comments_count: 13
reviews_count: 0
featured_at: 2026-05-28T07:01:00.000Z
created_at_on_source: 2026-05-28T07:01:00.000Z
source_url: https://www.producthunt.com/products/buffer-api?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29
website_url: https://www.producthunt.com/r/NIXIFPYZYBK72W?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29
thumbnail_url: https://ph-files.imgix.net/4f06eced-8b12-4f6d-9aee-dcfc20ba63d4.png?auto=format
og_image_url: https://ph-files.imgix.net/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format

makers

item-1item-2item-3item-4item-5item-6item-7item-8item-9item-10item-11item-12

topics

APISocial MediaArtificial Intelligence

media / source-specific data

[
  {
    "url": "https://ph-files.imgix.net/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/57a6039e-d824-49a5-a4ad-f55ab42e323c.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/e9e365ba-3c20-41a0-bf10-53df77ba5c62.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/e24036fa-162e-4d7a-9d25-86b36af3c140.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/45ef3c3f-2083-4790-99a1-b5611086122d.png?auto=format",
    "type": "image",
    "videoUrl": null
  },
  {
    "url": "https://ph-files.imgix.net/764dd286-736b-49e8-85a7-cf03aa8939e9.jpeg?auto=format",
    "type": "video",
    "videoUrl": "https://www.youtube.com/watch?v=lgB0HMkbx34"
  }
]

raw_payload

{
  "post_id": "1157197",
  "fetched_at": "2026-05-28T22:00:00.897Z",
  "has_post_detail": true,
  "snapshot_version": "producthunt_v1",
  "has_maker_comment": true,
  "maker_comment_source": "maker_match",
  "comments_fetch_status": "ok",
  "selected_comment_count": 5
}

source_raw_snapshot

{
  "id": "d1cd959d-9cbf-46dd-92de-2ecfbe95b636",
  "daily_ranking_item_id": "87aa27a9-b725-437e-99f0-186b9aebd7d7",
  "source": "producthunt_api",
  "product_hunt_id": "1157197",
  "fetched_at": "2026-05-28T22:00:00.897Z",
  "post_raw": {
    "id": "1157197",
    "url": "https://www.producthunt.com/products/buffer-api?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "name": "Buffer API",
    "media": [
      {
        "url": "https://ph-files.imgix.net/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/57a6039e-d824-49a5-a4ad-f55ab42e323c.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/e9e365ba-3c20-41a0-bf10-53df77ba5c62.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/e24036fa-162e-4d7a-9d25-86b36af3c140.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/45ef3c3f-2083-4790-99a1-b5611086122d.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/764dd286-736b-49e8-85a7-cf03aa8939e9.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://www.youtube.com/watch?v=lgB0HMkbx34"
      }
    ],
    "tagline": "One API to publish across every social platform.",
    "thumbnail": {
      "url": "https://ph-files.imgix.net/4f06eced-8b12-4f6d-9aee-dcfc20ba63d4.png?auto=format"
    },
    "votesCount": 176,
    "description": "Buffer's API lets you publish and manage content across 10 social platforms through a single endpoint. Connect it to AI assistants, no-code automation tools, or build full custom integrations. Ships with an MCP server, pre-built automation templates, a CLI, and an interactive API explorer. Available on every Buffer plan, including Free."
  },
  "post_detail_raw": {
    "id": "1157197",
    "slug": "buffer-api",
    "user": {
      "id": "9695",
      "url": "https://www.producthunt.com/@ay8s?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "name": "Andrew Yates",
      "headline": "iOS Developer at Buffer",
      "username": "ay8s",
      "websiteUrl": "http://www.andydev.co.uk",
      "profileImage": "https://ph-avatars.imgix.net/9695/original.jpeg?auto=format&crop=faces&fit=crop&h=original&w=original",
      "twitterUsername": "ay8s"
    },
    "media": [
      {
        "url": "https://ph-files.imgix.net/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/57a6039e-d824-49a5-a4ad-f55ab42e323c.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/e9e365ba-3c20-41a0-bf10-53df77ba5c62.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/e24036fa-162e-4d7a-9d25-86b36af3c140.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/45ef3c3f-2083-4790-99a1-b5611086122d.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/764dd286-736b-49e8-85a7-cf03aa8939e9.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://www.youtube.com/watch?v=lgB0HMkbx34"
      }
    ],
    "makers": [
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      },
      {
        "id": "0",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "websiteUrl": null,
        "profileImage": null,
        "twitterUsername": null
      }
    ],
    "topics": {
      "edges": [
        {
          "node": {
            "id": "88",
            "name": "API",
            "slug": "api-1"
          }
        },
        {
          "node": {
            "id": "104",
            "name": "Social Media",
            "slug": "social-media"
          }
        },
        {
          "node": {
            "id": "268",
            "name": "Artificial Intelligence",
            "slug": "artificial-intelligence"
          }
        }
      ]
    },
    "website": "https://www.producthunt.com/r/NIXIFPYZYBK72W?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "createdAt": "2026-05-28T07:01:00Z",
    "dailyRank": 5,
    "thumbnail": {
      "url": "https://ph-files.imgix.net/4f06eced-8b12-4f6d-9aee-dcfc20ba63d4.png?auto=format",
      "type": "image",
      "videoUrl": null
    },
    "featuredAt": "2026-05-28T07:01:00Z",
    "weeklyRank": 23,
    "yearlyRank": null,
    "monthlyRank": 377,
    "scheduledAt": "2026-05-28T07:01:00Z",
    "productLinks": [
      {
        "url": "https://www.producthunt.com/r/NIXIFPYZYBK72W?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
        "type": "Website"
      },
      {
        "url": "https://www.producthunt.com/r/I6IHEOKEX7UMCX?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
        "type": "Twitter"
      }
    ],
    "reviewsCount": 0,
    "commentsCount": 13,
    "reviewsRating": 0
  },
  "maker_comment_raw": {
    "id": "5407019",
    "url": "https://www.producthunt.com/products/buffer-api?comment=5407019&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "body": "<p>I’ve built a TRMNL plugin with the Buffer API; it shows my queue counts, along with my next scheduled posts and previously sent posts, on an e-ink display sitting on my desk. I’ll make this available for installation soon.</p><p></p><p>The API is straightforward to work with, and AI tooling makes prototyping extremely quick. If you're building anything that touches social media, this is worth a look.</p>",
    "user": {
      "id": "9695",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profile_url": "[REDACTED]",
      "website_url": null,
      "profile_image": null,
      "twitter_username": null
    },
    "user_id": "9695",
    "is_maker": true,
    "parent_id": null,
    "created_at": "2026-05-28T05:14:24Z",
    "replies_raw": [],
    "votes_count": 13
  },
  "selected_comments_raw": [
    {
      "id": "5407019",
      "url": "https://www.producthunt.com/products/buffer-api?comment=5407019&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>I’ve built a TRMNL plugin with the Buffer API; it shows my queue counts, along with my next scheduled posts and previously sent posts, on an e-ink display sitting on my desk. I’ll make this available for installation soon.</p><p></p><p>The API is straightforward to work with, and AI tooling makes prototyping extremely quick. If you're building anything that touches social media, this is worth a look.</p>",
      "user": {
        "id": "9695",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "9695",
      "is_maker": true,
      "parent_id": null,
      "created_at": "2026-05-28T05:14:24Z",
      "replies_raw": [],
      "votes_count": 13,
      "selection_score": 400,
      "selection_reason": "maker_comment"
    },
    {
      "id": "5407777",
      "url": "https://www.producthunt.com/products/buffer-api?comment=5407777&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>👋 Hey everyone, Mike here, another one of the makers on the Buffer team.</p><p></p><p>A bit more about the API:</p><p></p><p>Buffer's API lets you connect Buffer to the tools you already use, whether that's an AI agent, a no-code automation tool, or your own stack. You can publish, schedule, and manage your social presence from wherever you already work.</p><p></p><p>Under the hood: GraphQL API, MCP server, CLI, managed OAuth, pre-built workflow templates with no-code tools like Zapier and n8n, and an interactive API explorer.</p><p><br>A few more examples of what people have been building with it:</p><ul><li><p>An automated weekly reporting system across 77 social channels in 10 languages, built with n8n by someone who isn't a developer.</p></li><li><p>A Friday morning Slack bot that recaps what was posted, what's scheduled, and what's missing. Plus a full LinkedIn content library and analyzer on Lovable, both built entirely through conversation with AI.</p></li><li><p>A power-user layer on top of Buffer with thread splitting, a content calendar with planning notes, and a snippet library.</p></li><li><p>A Substack growth platform for creators, with Buffer handling social distribution automatically.</p></li></ul><p>It's also available on every Buffer plan, including Free.<br><br>Let us know if you have any questions and excited to see what other folks build with it!</p>",
      "user": {
        "id": "348550",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "348550",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T10:18:15Z",
      "replies_raw": [],
      "votes_count": 10,
      "selection_score": 400,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5407441",
      "url": "https://www.producthunt.com/products/buffer-api?comment=5407441&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Most social publishing APIs fall apart on edge cases like platform-specific media constraints, rate limit variance across accounts, or diff post formats per network. Curious how the Buffer API handles those inconsistencies at the normalization layer. Do you expose a unified schema and translate per-platform, or does the caller still need to know what Twitter vs LinkedIn expects?</p>",
      "user": {
        "id": "9763736",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "9763736",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T08:19:51Z",
      "replies_raw": [],
      "votes_count": 4,
      "selection_score": 388,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5408243",
      "url": "https://www.producthunt.com/products/buffer-api?comment=5408243&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>We’ve hit this exact problem internally. Every platform behaves just differently enough that “post everywhere” becomes messy really fast once automations enter the picture.</p><p>The MCP + API combo here is smart. Are most teams using Buffer API as infrastructure inside agents/workflows now, or still mainly for traditional scheduling flows?</p>",
      "user": {
        "id": "9702177",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "9702177",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T13:08:19Z",
      "replies_raw": [],
      "votes_count": 2,
      "selection_score": 349,
      "selection_reason": "body_signal_score"
    },
    {
      "id": "5408424",
      "url": "https://www.producthunt.com/products/buffer-api?comment=5408424&utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "body": "<p>Hey all! Jakub here, one of the makers ❤️<br><br>Happy to answer any questions you might have! </p><p>Also be sure to checkout our discord if you'd like to learn more! <a href=\"https://buffer.com/our-community\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https://buffer.com/our-community</a></p><p></p><p>Happy Thursday! </p>",
      "user": {
        "id": "1412630",
        "url": "[REDACTED]",
        "name": "[REDACTED]",
        "headline": null,
        "username": "[REDACTED]",
        "profile_url": "[REDACTED]",
        "website_url": null,
        "profile_image": null,
        "twitter_username": null
      },
      "user_id": "1412630",
      "is_maker": false,
      "parent_id": null,
      "created_at": "2026-05-28T14:19:43Z",
      "replies_raw": [],
      "votes_count": 3,
      "selection_score": 335,
      "selection_reason": "body_signal_score"
    }
  ],
  "topics_raw": [
    {
      "id": "88",
      "name": "API",
      "slug": "api-1"
    },
    {
      "id": "104",
      "name": "Social Media",
      "slug": "social-media"
    },
    {
      "id": "268",
      "name": "Artificial Intelligence",
      "slug": "artificial-intelligence"
    }
  ],
  "makers_raw": [
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    },
    {
      "id": "0",
      "url": "[REDACTED]",
      "name": "[REDACTED]",
      "headline": null,
      "username": "[REDACTED]",
      "profileUrl": "[REDACTED]",
      "websiteUrl": null,
      "profileImage": null,
      "twitterUsername": null
    }
  ],
  "launch_metadata_raw": {
    "slug": "buffer-api",
    "daily_rank": 5,
    "featured_at": "2026-05-28T07:01:00Z",
    "website_url": "https://www.producthunt.com/r/NIXIFPYZYBK72W?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
    "weekly_rank": 23,
    "yearly_rank": null,
    "monthly_rank": 377,
    "scheduled_at": "2026-05-28T07:01:00Z",
    "reviews_rating": 0,
    "created_at_on_product_hunt": "2026-05-28T07:01:00Z"
  },
  "stats_raw": {
    "votes_count": 176,
    "reviews_count": 0,
    "comments_count": 13,
    "reviews_rating": 0
  },
  "aux_raw": {
    "media_extended": [
      {
        "url": "https://ph-files.imgix.net/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/57a6039e-d824-49a5-a4ad-f55ab42e323c.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/e9e365ba-3c20-41a0-bf10-53df77ba5c62.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/e24036fa-162e-4d7a-9d25-86b36af3c140.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/45ef3c3f-2083-4790-99a1-b5611086122d.png?auto=format",
        "type": "image",
        "videoUrl": null
      },
      {
        "url": "https://ph-files.imgix.net/764dd286-736b-49e8-85a7-cf03aa8939e9.jpeg?auto=format",
        "type": "video",
        "videoUrl": "https://www.youtube.com/watch?v=lgB0HMkbx34"
      }
    ],
    "submitter_user": {
      "id": "9695",
      "url": "https://www.producthunt.com/@ay8s?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "name": "Andrew Yates",
      "headline": "iOS Developer at Buffer",
      "username": "ay8s",
      "profileUrl": "https://www.producthunt.com/@ay8s?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "websiteUrl": "http://www.andydev.co.uk",
      "profileImage": "https://ph-avatars.imgix.net/9695/original.jpeg?auto=format&crop=faces&fit=crop&h=original&w=original",
      "twitterUsername": "ay8s"
    },
    "presentation_only": {
      "thumbnail_url": "https://ph-files.imgix.net/4f06eced-8b12-4f6d-9aee-dcfc20ba63d4.png?auto=format",
      "product_hunt_url": "https://www.producthunt.com/products/buffer-api?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
      "product_hunt_slug": "buffer-api"
    },
    "unused_upstream_fields": {
      "post_aux": {},
      "comments_aux": {},
      "post_detail_aux": {
        "media_raw": [
          {
            "url": "https://ph-files.imgix.net/a1db521b-f601-41e7-9d87-59985f733086.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/57a6039e-d824-49a5-a4ad-f55ab42e323c.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/e9e365ba-3c20-41a0-bf10-53df77ba5c62.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/e24036fa-162e-4d7a-9d25-86b36af3c140.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/45ef3c3f-2083-4790-99a1-b5611086122d.png?auto=format",
            "type": "image",
            "videoUrl": null
          },
          {
            "url": "https://ph-files.imgix.net/764dd286-736b-49e8-85a7-cf03aa8939e9.jpeg?auto=format",
            "type": "video",
            "videoUrl": "https://www.youtube.com/watch?v=lgB0HMkbx34"
          }
        ],
        "thumbnail_raw": {
          "url": "https://ph-files.imgix.net/4f06eced-8b12-4f6d-9aee-dcfc20ba63d4.png?auto=format",
          "type": "image",
          "videoUrl": null
        },
        "presentation_only": {
          "product_hunt_slug": "buffer-api"
        },
        "product_links_raw": [
          {
            "url": "https://www.producthunt.com/r/NIXIFPYZYBK72W?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
            "type": "Website"
          },
          {
            "url": "https://www.producthunt.com/r/I6IHEOKEX7UMCX?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
            "type": "Twitter"
          }
        ],
        "submitter_user_raw": {
          "id": "9695",
          "url": "https://www.producthunt.com/@ay8s?utm_campaign=producthunt-api&utm_medium=api-v2&utm_source=Application%3A+jingx+%28ID%3A+278031%29",
          "name": "Andrew Yates",
          "headline": "iOS Developer at Buffer",
          "username": "ay8s",
          "websiteUrl": "http://www.andydev.co.uk",
          "profileImage": "https://ph-avatars.imgix.net/9695/original.jpeg?auto=format&crop=faces&fit=crop&h=original&w=original",
          "twitterUsername": "ay8s"
        },
        "unused_upstream_fields": {}
      }
    }
  },
  "selection_meta": {
    "scoring_basis": "maker first, then non-maker body signal score with original order tie-break",
    "first_comment_id": "5407019",
    "comments_strategy": "maker_plus_top_discussion",
    "detail_fetch_status": "ok",
    "top_candidate_count": 9,
    "maker_comment_source": "maker_match",
    "comments_fetch_status": "ok",
    "dropped_comment_count": 4,
    "comments_fetched_limit": 25,
    "newest_candidate_count": 9,
    "selected_comment_count": 5,
    "candidate_comment_count": 9,
    "selected_comment_reasons": [
      {
        "id": "5407019",
        "score": 400,
        "reason": "maker_comment"
      },
      {
        "id": "5407777",
        "score": 400,
        "reason": "body_signal_score"
      },
      {
        "id": "5407441",
        "score": 388,
        "reason": "body_signal_score"
      },
      {
        "id": "5408243",
        "score": 349,
        "reason": "body_signal_score"
      },
      {
        "id": "5408424",
        "score": 335,
        "reason": "body_signal_score"
      }
    ]
  },
  "created_at": "2026-05-28T22:00:03.864Z",
  "updated_at": "2026-05-28T22:00:03.864Z"
}