RRepoGEO

REPOGEO REPORT · LITE

context-labs/autodoc

Default branch master · commit f6069a73 · scanned 7/1/2026, 10:02:44 AM

GitHub: 2,346 stars · 149 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
35 /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
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 context-labs/autodoc, 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
    Expand repository topics for better categorization

    Why:

    CURRENT
    cli-tool, documentation-generator, language-model, typescript
    COPY-PASTE FIX
    cli-tool, documentation-generator, language-model, typescript, code-documentation, llm-powered, ai-developer-tools, content-generation
  • highreadme#2
    Refine README's opening statement to highlight core differentiator

    Why:

    CURRENT
    ⚡ Toolkit for auto-generating codebase documentation using LLMs ⚡
    COPY-PASTE FIX
    ⚡ A CLI toolkit that uses LLMs to generate comprehensive, human-readable *documentation content* for your codebase ⚡
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://autodoc.dev

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 context-labs/autodoc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Tabnine · recommended 1×
  3. Codeium · recommended 1×
  4. OpenAI GPT-3.5/GPT-4 · recommended 1×
  5. Documatic · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate code documentation for my project using AI models?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Codeium
    4. OpenAI GPT-3.5/GPT-4
    5. Documatic
    6. Mintlify

    AI recommended 6 alternatives but never named context-labs/autodoc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools exist for generating documentation from source code with LLMs?
    you: not recommended
    AI recommended (in order):
    1. Documatic CLI
    2. GitHub Copilot
    3. GitHub CLI
    4. OpenAI API
    5. Hugging Face Transformers
    6. aider
    7. Continue.dev
    8. Sourcegraph Cody

    AI recommended 8 alternatives but never named context-labs/autodoc. 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 context-labs/autodoc?
    pass
    AI named context-labs/autodoc explicitly

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

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

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

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context-labs/autodoc — 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