RRepoGEO

REPOGEO REPORT · LITE

paperboytm/spool

Default branch main · commit 0eba0b87 · scanned 6/9/2026, 6:52:15 PM

GitHub: 554 stars · 38 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 paperboytm/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
    Reposition the README H1 to specify category and key features

    Why:

    CURRENT
    # Spool
    COPY-PASTE FIX
    # Spool: Local-First AI Session Library & Security Scanner
  • mediumtopics#2
    Add more specific topics for AI session management and tracking

    Why:

    CURRENT
    ai-agents, claude-code, codex, codex-cli, developer-tools, electron, full-text-search, gemini-cli, linux, local-first, macos, mcp, open-source, opencode, privacy, productivity, security
    COPY-PASTE FIX
    ai-agents, claude-code, codex, codex-cli, developer-tools, electron, full-text-search, gemini-cli, linux, local-first, macos, mcp, open-source, opencode, privacy, productivity, security, ai-session-management, conversation-history, code-generation-tracking
  • lowlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a 'License' section to the README, stating: 'Spool is released under [Your License Name(s)]. See the `LICENSE` file for full details.'

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 paperboytm/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. veracrypt/VeraCrypt · recommended 1×
  3. BitLocker · recommended 1×
  4. logseq/logseq · recommended 1×
  5. laurent22/joplin · recommended 1×
  • CATEGORY QUERY
    How to organize and search past local AI assistant conversations securely?
    you: not recommended
    AI recommended (in order):
    1. Obsidian
    2. VeraCrypt (veracrypt/VeraCrypt)
    3. BitLocker
    4. Logseq (logseq/logseq)
    5. Joplin (laurent22/joplin)
    6. DEVONthink
    7. Standard Notes (standardnotes/app)
    8. VS Code (microsoft/vscode)
    9. Markdown All in One (yzhang-gh/vscode-markdown)
    10. Foam (foambubble/foam)
    11. FileVault

    AI recommended 11 alternatives but never named paperboytm/spool. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to track and review all my local AI code generation sessions?
    you: not recommended
    AI recommended (in order):
    1. Weights & Biases (W&B)
    2. MLflow
    3. Comet ML
    4. DVC (Data Version Control)
    5. Neptune.ai
    6. TensorBoard
    7. Git
    8. SQLite
    9. Google Sheet

    AI recommended 9 alternatives but never named paperboytm/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 paperboytm/spool?
    pass
    AI named paperboytm/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 paperboytm/spool in production, what risks or prerequisites should they evaluate first?
    pass
    AI named paperboytm/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 paperboytm/spool solve, and who is the primary audience?
    pass
    AI named paperboytm/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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite