RRepoGEO

REPOGEO REPORT · LITE

spool-lab/spool

Default branch main · commit 2aa829c1 · scanned 6/17/2026, 12:26:57 PM

GitHub: 560 stars · 38 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 spool-lab/spool, 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
  • highreadme#1
    Update README H1 to clearly state purpose

    Why:

    CURRENT
    # Spool
    COPY-PASTE FIX
    # Spool: Your Local AI Session Library & Security Scanner
  • highreadme#2
    Add explicit positioning against general note-takers in README intro

    Why:

    COPY-PASTE FIX
    Add this sentence to the first paragraph of the README: "Unlike general note-taking apps, Spool is purpose-built for AI sessions and conversations, offering deep integration with popular AI coding assistants."
  • mediumreadme#3
    Highlight built-in secret scanning prominently in README intro

    Why:

    COPY-PASTE FIX
    Add this sentence to the first paragraph of the README: "It also includes a built-in scanner to proactively detect and prevent sensitive data from leaking from your local AI coding sessions."

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. 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 spool-lab/spool
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 1×
  2. Logseq · recommended 1×
  3. DEVONthink · recommended 1×
  4. Notion · recommended 1×
  5. VS Code · recommended 1×
  • CATEGORY QUERY
    How can I organize and search through my past AI assistant conversations locally?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. Logseq
    3. DEVONthink
    4. Notion
    5. VS Code
    6. Zim Desktop Wiki
    7. Evernote

    AI recommended 7 alternatives but never named spool-lab/spool. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to ensure sensitive data doesn't leak from local AI coding sessions?
    you: not recommended
    AI recommended (in order):
    1. GitGuardian
    2. TruffleHog
    3. SpectralOps
    4. Google Cloud DLP API
    5. Microsoft Purview
    6. HashiCorp Vault

    AI recommended 6 alternatives but never named spool-lab/spool. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 spool-lab/spool?
    pass
    AI named spool-lab/spool explicitly

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

  • If a team adopts spool-lab/spool in production, what risks or prerequisites should they evaluate first?
    pass
    AI named spool-lab/spool explicitly

    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 spool-lab/spool solve, and who is the primary audience?
    pass
    AI named spool-lab/spool explicitly

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

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spool-lab/spool — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite