RRepoGEO

REPOGEO REPORT · LITE

ozgrozer/ai-renamer

Default branch main · commit f45d4f64 · scanned 5/11/2026, 11:57:47 AM

GitHub: 2,076 stars · 141 forks

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 ozgrozer/ai-renamer, 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
    Strengthen README's opening to emphasize CLI and local LLM unique value

    Why:

    CURRENT
    # ai-renamer

A Node.js CLI that uses Ollama and LM Studio models (Llava, Gemma, Llama etc.) to intelligently rename files by their contents
    COPY-PASTE FIX
    # ai-renamer

ai-renamer is a powerful Node.js CLI that leverages local LLMs like Ollama and LM Studio models (Llava, Gemma, Llama etc.) to intelligently rename files by their contents.
  • mediumtopics#2
    Add topics for 'local LLM' and 'on-device AI' to improve query matching

    Why:

    CURRENT
    ai, automation, cli-tool, file-management, file-renamer, files, image-renamer, llama3, lm-studio, machine-learning, ollama, openai, video-renamer
    COPY-PASTE FIX
    ai, automation, cli-tool, file-management, file-renamer, files, image-renamer, llama3, lm-studio, machine-learning, ollama, openai, video-renamer, local-llm, on-device-ai
  • lowreadme#3
    Add a sentence clarifying the relationship between the CLI and the desktop app

    Why:

    COPY-PASTE FIX
    This repository provides the core Node.js CLI for intelligent file renaming. A desktop application is also available at airenamer.app.

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 ozgrozer/ai-renamer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ExifTool
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ExifTool · recommended 2×
  2. OpenCV · recommended 1×
  3. scikit-learn · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. TensorFlow · recommended 1×
  • CATEGORY QUERY
    How to intelligently rename many files, including images and videos, using AI analysis?
    you: not recommended
    AI recommended (in order):
    1. ExifTool
    2. OpenCV
    3. scikit-learn
    4. Hugging Face Transformers
    5. TensorFlow
    6. PyTorch
    7. BLIP
    8. CLIP
    9. ACDSee Photo Studio Ultimate
    10. Zoner Photo Studio X
    11. Adobe Bridge
    12. Lightroom
    13. Photoshop
    14. Darktable
    15. digiKam
    16. Advanced Renamer
    17. Google Photos
    18. Apple Photos
    19. FileBot
    20. TheTVDB
    21. TheMovieDB
    22. AniDB

    AI recommended 22 alternatives but never named ozgrozer/ai-renamer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a CLI utility that renames media files using locally hosted large language models.
    you: not recommended
    AI recommended (in order):
    1. transformers (huggingface/transformers)
    2. pathlib
    3. Pillow (python-pillow/Pillow)
    4. exifread (ianare/exifread)
    5. llama.cpp (ggerganov/llama.cpp)
    6. ollama (ollama/ollama)
    7. ExifTool

    AI recommended 7 alternatives but never named ozgrozer/ai-renamer. 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 ozgrozer/ai-renamer?
    pass
    AI named ozgrozer/ai-renamer explicitly

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

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

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

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