RRepoGEO

REPOGEO REPORT · LITE

LoredCast/filewizard

Default branch main · commit d7d2c948 · scanned 6/10/2026, 9:13:05 PM

GitHub: 844 stars · 51 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 LoredCast/filewizard, 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 the README's opening sentence to emphasize "web UI" and "wrapper."

    Why:

    CURRENT
    A self-hosted, browser-based utility for file conversion, OCR and audio transcription. It wraps common CLI and Python converters (FFmpeg, LibreOffice, Pandoc, ImageMagick, etc.), plus `faster-whisper` and Tesseract OCR.
    COPY-PASTE FIX
    File Wizard is a self-hosted, browser-based **web UI** that provides a unified interface for file conversion, OCR, and audio transcription. It **wraps and orchestrates** common CLI and Python tools like FFmpeg, LibreOffice, Pandoc, ImageMagick, `faster-whisper`, and Tesseract OCR.
  • hightopics#2
    Add specific topics to improve categorization.

    Why:

    COPY-PASTE FIX
    file-converter, ocr, transcription, tts, web-ui, self-hosted, ffmpeg, tesseract, whisper, libreoffice, pandoc, imagemagick, fastapi, docker
  • mediumhomepage#3
    Add a homepage URL to the repository metadata.

    Why:

    COPY-PASTE FIX
    https://hub.docker.com/r/loredcast/filewizard

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 LoredCast/filewizard
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
paperless-ngx/paperless-ngx
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. paperless-ngx/paperless-ngx · recommended 1×
  2. tesseract-ocr/tesseract · recommended 1×
  3. nextcloud/server · recommended 1×
  4. LibreOffice · recommended 1×
  5. docspell/docspell · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted web tool to convert files, perform OCR, and transcribe audio.
    you: not recommended
    AI recommended (in order):
    1. Paperless-ngx (paperless-ngx/paperless-ngx)
    2. Tesseract (tesseract-ocr/tesseract)
    3. Nextcloud (nextcloud/server)
    4. LibreOffice
    5. Docspell (docspell/docspell)
    6. Mayan EDMS (mayan-edms/mayan-edms)
    7. Cuneiform
    8. FFmpeg
    9. Whisper (openai/whisper)
    10. Vosk (alphacep/vosk-api)
    11. Immich (immich-app/immich)

    AI recommended 11 alternatives but never named LoredCast/filewizard. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to set up a local web interface for audio transcription and document OCR?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. Tesseract OCR
    3. Flask
    4. Django
    5. Vosk
    6. Streamlit
    7. DeepSpeech
    8. Gradio
    9. Google Cloud Speech-to-Text
    10. Google Cloud Vision
    11. Pocketsphinx

    AI recommended 11 alternatives but never named LoredCast/filewizard. 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 LoredCast/filewizard?
    pass
    AI named LoredCast/filewizard explicitly

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

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

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

Embed your GEO score

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
LoredCast/filewizard — RepoGEO report