RRepoGEO

REPOGEO REPORT · LITE

kingbootoshi/cartographer

Default branch main · commit a62d1698 · scanned 6/10/2026, 2:12:45 PM

GitHub: 587 stars · 42 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 kingbootoshi/cartographer, 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
    ai-agents, code-analysis, code-mapping, llm, claude-plugin, codebase-documentation, cli-tool, generative-ai
  • highreadme#2
    Reposition the README's opening sentence to emphasize AI and codebase mapping

    Why:

    CURRENT
    # Cartographer

A standalone Cartographer CLI plus Claude Code plugin for mapping and navigating codebases.
    COPY-PASTE FIX
    # Cartographer

A standalone CLI and Claude Code plugin for **AI-powered codebase mapping and documentation**. Cartographer uses intelligent subagents to understand, navigate, and audit codebases of any size.
  • highlicense#3
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of a suitable open-source license (e.g., MIT License).

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 kingbootoshi/cartographer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Enterprise
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Enterprise · recommended 1×
  2. Codeium · recommended 1×
  3. Sourcegraph Cody · recommended 1×
  4. Tabnine · recommended 1×
  5. Swimm · recommended 1×
  • CATEGORY QUERY
    Need a tool to automatically understand and document large codebases using intelligent agents.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. Codeium
    3. Sourcegraph Cody
    4. Tabnine
    5. Swimm

    AI recommended 5 alternatives but never named kingbootoshi/cartographer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best CLI tools for AI-powered code analysis and project auditing?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot CLI
    2. DeepCode AI
    3. Snyk Code
    4. Snyk CLI
    5. CodeGuru Security
    6. AWS CLI
    7. SonarQube CLI
    8. SonarScanner CLI

    AI recommended 8 alternatives but never named kingbootoshi/cartographer. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 kingbootoshi/cartographer?
    pass
    AI named kingbootoshi/cartographer explicitly

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

  • If a team adopts kingbootoshi/cartographer in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kingbootoshi/cartographer 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 kingbootoshi/cartographer solve, and who is the primary audience?
    pass
    AI named kingbootoshi/cartographer explicitly

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

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kingbootoshi/cartographer — 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