RRepoGEO

REPOGEO REPORT · LITE

divar-ir/ai-doc-gen

Default branch main · commit d68196b6 · scanned 6/14/2026, 4:18:04 PM

GitHub: 727 stars · 76 forks

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 divar-ir/ai-doc-gen, 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 README's opening paragraph to clarify output and application type

    Why:

    CURRENT
    # AI Documentation Generator

An AI-powered code documentation generator that automatically analyzes repositories and creates comprehensive documentation using advanced language models. The system employs a multi-agent architecture to perform specialized code analysis and generate structured documentation.
    COPY-PASTE FIX
    # AI Documentation Generator

An AI-powered *application* that automatically analyzes codebases using a multi-agent system to generate comprehensive *project-level documentation files* (like READMEs, CLAUDE.md, AGENTS.md). Designed for developers and teams, it automates documentation and improves onboarding with features like GitLab integration and multiple LLM support.
  • mediumtopics#2
    Add more specific topics to highlight application and integration

    Why:

    CURRENT
    agent, ai, ai-documentation, code-analysis, documentation, multi-agent, pydantic-ai, python
    COPY-PASTE FIX
    agent, ai, ai-documentation, code-analysis, documentation, multi-agent, pydantic-ai, python, documentation-generator, devops-tool, gitlab-integration, llm-application, code-documentation-tool
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the most relevant URL for the project (e.g., a project website, demo, or main organization page) to the repository's 'About' section.

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 divar-ir/ai-doc-gen
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Swimm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Swimm · recommended 2×
  2. Mintlify · recommended 2×
  3. GitHub Copilot Chat / GitHub Copilot for Docs · recommended 1×
  4. Documatic · recommended 1×
  5. Tabnine · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate up-to-date documentation for my codebase using AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Chat / GitHub Copilot for Docs
    2. Swimm
    3. Mintlify
    4. Documatic
    5. Tabnine
    6. OpenAI API
    7. Google Cloud Vertex AI

    AI recommended 7 alternatives but never named divar-ir/ai-doc-gen. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use multi-agent AI to generate code documentation and integrate with GitLab CI?
    you: not recommended
    AI recommended (in order):
    1. OpenAI's GPT-4
    2. Anthropic's Claude 3
    3. Google's Gemini Pro
    4. LangChain
    5. LlamaIndex
    6. AutoGen
    7. tree-sitter
    8. esprima
    9. pygments
    10. GitLab CI
    11. GitHub Copilot
    12. pydocstyle
    13. jsdoc
    14. Sourcegraph Cody
    15. Swimm
    16. Mintlify

    AI recommended 16 alternatives but never named divar-ir/ai-doc-gen. 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 divar-ir/ai-doc-gen?
    pass
    AI named divar-ir/ai-doc-gen explicitly

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

  • If a team adopts divar-ir/ai-doc-gen in production, what risks or prerequisites should they evaluate first?
    pass
    AI named divar-ir/ai-doc-gen 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 divar-ir/ai-doc-gen solve, and who is the primary audience?
    pass
    AI named divar-ir/ai-doc-gen 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
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