RRepoGEO

REPOGEO REPORT · LITE

iannuttall/claude-sessions

Default branch main · commit c50709bd · scanned 5/16/2026, 2:38:35 PM

GitHub: 1,200 stars · 140 forks

AI VISIBILITY SCORE
22 /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
1 / 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 iannuttall/claude-sessions, 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 improve categorization

    Why:

    COPY-PASTE FIX
    ["claude-ai", "ai-assistant", "session-management", "developer-tools", "productivity", "slash-commands"]
  • highreadme#2
    Clarify the AI assistant specific context in the README's opening

    Why:

    CURRENT
    Custom slash commands for Claude Code that provide comprehensive development session tracking and documentation.
    COPY-PASTE FIX
    Custom slash commands for Claude Code that provide comprehensive development session tracking and documentation, specifically designed for developers working with AI coding assistants.
  • mediumreadme#3
    Add a differentiator sentence to the README overview

    Why:

    CURRENT
    These commands extend Claude Code's built-in functionality with project-specific session management capabilities.
    COPY-PASTE FIX
    These commands extend Claude Code's built-in functionality with project-specific session management capabilities, offering a tailored solution for AI-assisted development that general note-taking apps or version control cannot provide.

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 iannuttall/claude-sessions
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Obsidian
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Obsidian · recommended 2×
  2. Notion · recommended 2×
  3. Jupyter Notebooks / JupyterLab · recommended 1×
  4. VS Code · recommended 1×
  5. Git · recommended 1×
  • CATEGORY QUERY
    How can I track my coding progress and decisions when working with an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Jupyter Notebooks / JupyterLab
    2. VS Code
    3. Obsidian
    4. Notion
    5. Git
    6. Trello
    7. Asana
    8. Jira

    AI recommended 8 alternatives but never named iannuttall/claude-sessions. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a tool to document AI coding assistant interactions for project continuity and knowledge transfer.
    you: not recommended
    AI recommended (in order):
    1. Notion
    2. Obsidian
    3. Confluence
    4. Logseq
    5. Joplin
    6. Google Docs
    7. Microsoft Word

    AI recommended 7 alternatives but never named iannuttall/claude-sessions. 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 iannuttall/claude-sessions?
    pass
    AI did not name iannuttall/claude-sessions — 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?

  • If a team adopts iannuttall/claude-sessions in production, what risks or prerequisites should they evaluate first?
    pass
    AI named iannuttall/claude-sessions 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 iannuttall/claude-sessions solve, and who is the primary audience?
    pass
    AI did not name iannuttall/claude-sessions — 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?

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iannuttall/claude-sessions — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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iannuttall/claude-sessions — RepoGEO report