RRepoGEO

REPOGEO REPORT · LITE

Tommy-yw/RunbookHermes

Default branch main · commit d651fd6d · scanned 5/7/2026, 5:02:43 PM

GitHub: 531 stars · 29 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Tommy-yw/RunbookHermes, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    aiops, incident-response, runbook-automation, hermes-agent, sre-tools, devops, observability, root-cause-analysis, remediation
  • highreadme#2
    Reposition README H1 and opening sentence to clarify core differentiator

    Why:

    CURRENT
    # RunbookHermes

**Hermes-native AIOps Agent for payment incident response, evidence-driven root-cause analysis, approval-gated remediation, and runbook learning.**
    COPY-PASTE FIX
    # RunbookHermes: The Hermes-native AIOps Agent for Evidence-Driven Incident Response

**RunbookHermes is a specialized AIOps agent, uniquely built on the official Hermes Agent runtime, to provide evidence-driven incident response, approval-gated remediation, and continuous runbook learning, especially for critical systems like payment services.**
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to the project's main website or documentation portal (e.g., `https://your-project-website.com`)

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface Tommy-yw/RunbookHermes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PagerDuty
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PagerDuty · recommended 1×
  2. Splunk On-Call · recommended 1×
  3. BigPanda · recommended 1×
  4. Moogsoft · recommended 1×
  5. ServiceNow IT Service Management (ITSM) · recommended 1×
  • CATEGORY QUERY
    How to automate incident response with AIOps and learn from past resolutions?
    you: not recommended
    AI recommended (in order):
    1. PagerDuty
    2. Splunk On-Call
    3. BigPanda
    4. Moogsoft
    5. ServiceNow IT Service Management (ITSM)
    6. Dynatrace
    7. Resolve Actions

    AI recommended 7 alternatives but never named Tommy-yw/RunbookHermes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool for evidence-driven root cause analysis and approval-gated incident remediation?
    you: not recommended
    AI recommended (in order):
    1. Rootly
    2. FireHydrant
    3. PagerDuty Incident Management
    4. Jira Service Management
    5. ServiceNow IT Service Management
    6. Transposit
    7. Squadcast

    AI recommended 7 alternatives but never named Tommy-yw/RunbookHermes. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of Tommy-yw/RunbookHermes?
    pass
    AI named Tommy-yw/RunbookHermes explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Tommy-yw/RunbookHermes in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name Tommy-yw/RunbookHermes — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo Tommy-yw/RunbookHermes solve, and who is the primary audience?
    pass
    AI named Tommy-yw/RunbookHermes explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of Tommy-yw/RunbookHermes. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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