RRepoGEO

REPOGEO REPORT · LITE

fossasia/susi_translator

Default branch main · commit 2d64db6b · scanned 6/25/2026, 8:33:24 PM

GitHub: 1,004 stars · 28 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
2 / 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 fossasia/susi_translator, 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
  • highabout#1
    Update the repository description to reflect its core function

    Why:

    CURRENT
    SUSI translation project
    COPY-PASTE FIX
    A real-time speech-to-text (transcription) and translation HTTP API built with Flask, supporting pluggable AI providers like OpenAI, Deepgram, and local Whisper models.
  • hightopics#2
    Add relevant topics to improve categorization and searchability

    Why:

    COPY-PASTE FIX
    speech-to-text, transcription, translation, real-time, audio-processing, flask-api, whisper, deepgram, openai, python
  • mediumhomepage#3
    Add the project's official homepage URL

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL here.

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 fossasia/susi_translator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
openai/whisper
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. openai/whisper · recommended 2×
  2. Google Cloud Speech-to-Text API · recommended 1×
  3. Google Cloud Translation API · recommended 1×
  4. Amazon Transcribe Streaming · recommended 1×
  5. Amazon Translate · recommended 1×
  • CATEGORY QUERY
    How to build a real-time speech-to-text and translation API for live audio streams?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Speech-to-Text API
    2. Google Cloud Translation API
    3. Amazon Transcribe Streaming
    4. Amazon Translate
    5. Microsoft Azure Cognitive Services Speech-to-Text
    6. Microsoft Azure Cognitive Services Translator
    7. DeepL API
    8. AssemblyAI
    9. OpenAI Whisper (openai/whisper)
    10. Whisper API

    AI recommended 10 alternatives but never named fossasia/susi_translator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best Python frameworks for building a customizable real-time audio transcription service?
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. AssemblyAI (AssemblyAI/assemblyai-python-sdk)
    3. Google Cloud Speech-to-Text (googleapis/python-speech)
    4. DeepSpeech (mozilla/DeepSpeech)
    5. Kaldi (kaldi-asr/kaldi)

    AI recommended 5 alternatives but never named fossasia/susi_translator. 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 fossasia/susi_translator?
    pass
    AI did not name fossasia/susi_translator — likely talking about a different project

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

  • If a team adopts fossasia/susi_translator in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fossasia/susi_translator 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 fossasia/susi_translator solve, and who is the primary audience?
    pass
    AI named fossasia/susi_translator 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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MARKDOWN (README)
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HTML
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fossasia/susi_translator — 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