← Machine RelationsCONTENT HISTORY

Update to Machine Relations

Snapshot Oct 30, 2026 · 00:00 UTC · version 1.1.0

WHAT CHANGED

Declared capabilities changed

Full description — Now says: Build evidence-backed Machine Relations briefs for AI visibility, GEO/AEO, SEO content discovery and digital PR; research cited sources with the Machine...

Observed in instructions or declared skills. Runtime behavior has not been tested.

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Full description

Before

Oct 24, 2026 · 12:40 UTC

Which source domains AI answer engines cite, by buyer category and question shape, from the Machine Relations Index.

After

Oct 30, 2026 · 00:00 UTC

Build evidence-backed Machine Relations briefs for AI visibility, GEO/AEO, SEO content discovery and digital PR; research cited sources with the Machine Relations Index.

Long description

Before

Oct 24, 2026 · 12:40 UTC

Research which sources appear in AI-generated answers using measured citation data. Find ranked domains by buyer category and question type, filter for editorial publications or vendor sites, and look up a domain’s observed citations. Co...

After

Oct 30, 2026 · 00:00 UTC

Use the official Machine Relations skill to turn a brand objective and available evidence into a client-ready intervention brief: a justified move, usable pitch or work draft, and separate execution and outcome checks. Supports AI visibi...

Short description

Before

Oct 24, 2026 · 12:40 UTC

Find sources cited by AI

After

Oct 30, 2026 · 00:00 UTC

Plan your next authority move

Declared skills

Before

Oct 24, 2026 · 12:40 UTC

[{"description":"Use when asked which sources or publications AI answer engines cite for a topic or category, where coverage gets cited by AI, or how often a given site is cited. Answers from the Machine Relations Index tools with measur...

After

Oct 30, 2026 · 00:00 UTC

[{"description":"Build an evidence-backed authority intervention brief for a brand: choose what to publish, improve, substantiate or pitch, draft the work, and define how to verify it. Use for Machine Relations, AI visibility, GEO/AEO, S...

Compare saved observations

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Full technical diff · 13 changed fields

changed /release/description

BEFORE
"Which source domains AI answer engines cite, by buyer category and question shape, from the Machine Relations Index."
AFTER
"Build evidence-backed Machine Relations briefs for AI visibility, GEO/AEO, SEO content discovery and digital PR; research cited sources with the Machine Relations Index."

changed /release/display_name

BEFORE
"Machine Relations Index"
AFTER
"Machine Relations"

changed /release/id

BEFORE
"pluginrel_acea9204c4908191af5baf95d4bf6c6a"
AFTER
"pluginrel_69615a2825488191aef7bd5cc1491ce9"

changed /release/interface/composer_icon_url

BEFORE
"https://files.openai.com/content?id=file_00000000b6d081f6893d156cecebb2be"
AFTER
"https://files.openai.com/content?id=file_00000000b534820c802a1826be72b1a9"

changed /release/interface/default_prompt

BEFORE
"Which publications are cited most for cybersecurity tools?"
AFTER
"Help me choose and draft the next digital PR move for my client using public evidence."

changed /release/interface/default_prompts

BEFORE
[
  "Which publications are cited most for cybersecurity tools?",
  "Look up techcrunch.com in the Machine Relations Index."
]
AFTER
[
  "Help me choose and draft the next digital PR move for my client using public evidence.",
  "Which publications are cited most for cybersecurity tools?",
  "Use Machine Relations to assess my brand’s AI visibility evidence and prepare an intervention brief."
]

changed /release/interface/logo_url

BEFORE
"https://files.openai.com/content?id=file_00000000051481f6be0d970f6eafcd82"
AFTER
"https://files.openai.com/content?id=file_00000000550881f48cf9dbe94808d5c1"

changed /release/interface/long_description

BEFORE
"Research which sources appear in AI-generated answers using measured citation data. Find ranked domains by buyer category and question type, filter for editorial publications or vendor sites, and look up a domain’s observed citations. Compare sources to inform research and content planning. Results include release windows, sample counts and source links. Read-only access to public Machine Relations Index data; no account required. Data is licensed under CC BY 4.0."
AFTER
"Use the official Machine Relations skill to turn a brand objective and available evidence into a client-ready intervention brief: a justified move, usable pitch or work draft, and separate execution and outcome checks. Supports AI visibility, GEO/AEO, SEO content discovery and digital PR planning. Includes the existing Machine Relations Index research skill and four read-only tools for measured category/source citations. No MRI account, compulsory purchase, outreach sending or paid measurement panel. Public MRI data is licensed CC BY 4.0; plugin code is MIT."

changed /release/interface/short_description

BEFORE
"Find sources cited by AI"
AFTER
"Plan your next authority move"

changed /release/interface/website_url

BEFORE
"https://machinerelations.ai/machine-relations-index"
AFTER
"https://machinerelations.ai/skill"

changed /release/keywords

BEFORE
[
  "ai-search",
  "citations",
  "geo",
  "aeo",
  "ai-visibility",
  "sources",
  "research"
]
AFTER
[
  "machine-relations",
  "ai-search",
  "seo",
  "geo",
  "aeo",
  "ai-visibility",
  "digital-pr",
  "citations",
  "research"
]

changed /release/skills

BEFORE
[
  {
    "description": "Use when asked which sources or publications AI answer engines cite for a topic or category, where coverage gets cited by AI, or how often a given site is cited. Answers from the Machine Relations Index tools with measured rates and a citation.",
    "interface": {
      "brand_color": null,
      "default_prompt": null,
      "display_name": "machine-relations-index",
      "icon_large_url": null,
      "icon_small_url": null,
      "iconography": "chart",
      "short_description": "Use when asked which sources or publications AI answer engines cite for a topic or category, where coverage gets cited by AI, or how often a given site is cited. Answers from the Machine Relations Index tools with measured rates and a citation."
    },
    "name": "machine-relations-index",
    "plugin_release_skill_id": "pluginrsk_6ad512432f708191a40b12a9838b72f0"
  }
]
AFTER
[
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    "description": "Build an evidence-backed authority intervention brief for a brand: choose what to publish, improve, substantiate or pitch, draft the work, and define how to verify it. Use for Machine Relations, AI visibility, GEO/AEO, SEO content discovery and digital PR planning; use the MRI research skill for citation-data lookups alone.",
    "interface": {
      "brand_color": null,
      "default_prompt": "Use $machine-relations to choose an evidence-backed authority move for my brand and draft the intervention brief.",
      "display_name": "Machine Relations",
      "icon_large_url": null,
      "icon_small_url": null,
      "iconography": "radar",
      "short_description": "Turn authority evidence into a client-ready move"
    },
    "name": "machine-relations",
    "plugin_release_skill_id": "pluginrsk_6ada38d8fde08191b01e7905f3738399"
  },
  {
    "description": "Use when asked which sources or publications AI answer engines cite for a topic or category, where coverage gets cited by AI, or how often a given site is cited. Answers from the Machine Relations Index tools with measured rates and a citation.",
    "interface": {
      "brand_color": null,
      "default_prompt": null,
      "display_name": "machine-relations-index",
      "icon_large_url": null,
      "icon_small_url": null,
      "iconography": "radar",
      "short_description": "Use when asked which sources or publications AI answer engines cite for a topic or category, where coverage gets cited by AI, or how often a given site is cited. Answers from the Machine Relations Index tools with measured rates and a citation."
    },
    "name": "machine-relations-index",
    "plugin_release_skill_id": "pluginrsk_6ada38d8fea8819186e1eed2fde856a3"
  }
]

changed /release/version

BEFORE
"1.0.3"
AFTER
"1.1.0"
Full snapshot data
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    "app_templates": [],
    "description": "Build evidence-backed Machine Relations briefs for AI visibility, GEO/AEO, SEO content discovery and digital PR; research cited sources with the Machine Relations Index.",
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      "brand_color": "#111111",
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      "default_prompt": "Help me choose and draft the next digital PR move for my client using public evidence.",
      "default_prompts": [
        "Help me choose and draft the next digital PR move for my client using public evidence.",
        "Which publications are cited most for cybersecurity tools?",
        "Use Machine Relations to assess my brand’s AI visibility evidence and prepare an intervention brief."
      ],
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      "plugin_category_id": "data & analytics",
      "privacy_policy_url": "https://machinerelations.ai/privacy",
      "screenshot_urls": [],
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        "description": "Build an evidence-backed authority intervention brief for a brand: choose what to publish, improve, substantiate or pitch, draft the work, and define how to verify it. Use for Machine Relations, AI visibility, GEO/AEO, SEO content discovery and digital PR planning; use the MRI research skill for citation-data lookups alone.",
        "interface": {
          "brand_color": null,
          "default_prompt": "Use $machine-relations to choose an evidence-backed authority move for my brand and draft the intervention brief.",
          "display_name": "Machine Relations",
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        "description": "Use when asked which sources or publications AI answer engines cite for a topic or category, where coverage gets cited by AI, or how often a given site is cited. Answers from the Machine Relations Index tools with measured rates and a citation.",
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  "status": "ENABLED"
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SHA-256 of public snapshot: 5060b767dcddbe78bc315c653dd71faab9742082d94342935e162790433f727a