RRepoGEO

REPOGEO REPORT · LITE

ozgrozer/ai-renamer

Default branch main · commit f45d4f64 · scanned 6/21/2026, 4:42:59 PM

GitHub: 2,082 stars · 143 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
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
    Clarify README's opening statement to emphasize unique CLI tool positioning

    Why:

    CURRENT
    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
    The Node.js CLI tool that intelligently renames files by their contents, powered by local Large Language Models (LLMs) like Llava, Gemma, and Llama via Ollama and LM Studio.
  • highreadme#2
    Add a 'Why ai-renamer?' or 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Why ai-renamer?

Unlike cloud-based services or rule-based taggers, ai-renamer leverages local Large Language Models (LLMs) via Ollama and LM Studio to perform intelligent, content-based renaming directly on your machine. This ensures:

- **Privacy:** Your files never leave your system.
- **Offline Capability:** Works without an internet connection (after initial model download).
- **Semantic Understanding:** Renames files based on their actual content, not just metadata.
- **Broad Compatibility:** Supports various LLMs (Llava, Gemma, Llama, etc.) and file types (images, videos, documents).
  • mediumtopics#3
    Add more specific topics to highlight local LLM application and content-based renaming

    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, offline-ai, semantic-renaming, content-based-renaming

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
FileBot
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. FileBot · recommended 1×
  2. Tagger · recommended 1×
  3. musicbrainz/picard · recommended 1×
  4. Google Cloud Vision AI · recommended 1×
  5. Amazon Rekognition · recommended 1×
  • CATEGORY QUERY
    How to intelligently rename my media files based on their content using AI?
    you: not recommended
    AI recommended (in order):
    1. FileBot
    2. Tagger
    3. Picard (musicbrainz/picard)
    4. Google Cloud Vision AI
    5. Amazon Rekognition
    6. FFmpeg (FFmpeg/FFmpeg)
    7. Plex
    8. Jellyfin (jellyfin/jellyfin)

    AI recommended 8 alternatives but never named ozgrozer/ai-renamer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What CLI tool can rename files using local large language models?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. Python
    3. Bash
    4. LM Studio
    5. llm (simonw/llm)
    6. llm-ollama (simonw/llm-ollama)
    7. rename
    8. mmv
    9. Hugging Face transformers (huggingface/transformers)
    10. fzf (junegunn/fzf)
    11. gum filter (charmbracelet/gum)
    12. peco (peco/peco)

    AI recommended 12 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite