RRepoGEO

REPOGEO REPORT · LITE

pettarin/forced-alignment-tools

Default branch master · commit 8a029e6e · scanned 6/8/2026, 2:37:41 AM

GitHub: 940 stars · 89 forks

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 pettarin/forced-alignment-tools, 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 H1 and opening sentence to emphasize 'resource collection'

    Why:

    CURRENT
    # forced-alignment-tools

A collection of links and notes on forced alignment tools
    COPY-PASTE FIX
    # forced-alignment-tools: A Curated Collection of Resources

This repository is a curated collection of links and notes on forced alignment tools and methods.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    forced-alignment, speech-to-text, speech-processing, natural-language-processing, nlp, audio-processing, linguistics, speech-recognition, resource-list, awesome-list
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/pettarin/forced-alignment-tools

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 pettarin/forced-alignment-tools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
lowerquality/gentle
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. lowerquality/gentle · recommended 2×
  2. MontrealCorpusTools/Montreal-Forced-Aligner · recommended 2×
  3. Google Cloud Speech-to-Text API · recommended 2×
  4. readbeyond/aeneas · recommended 1×
  5. AWS Transcribe · recommended 1×
  • CATEGORY QUERY
    Need to automatically align spoken words in audio with their corresponding text transcript.
    you: not recommended
    AI recommended (in order):
    1. Gentle (lowerquality/gentle)
    2. Montreal Forced Aligner (MFA) (MontrealCorpusTools/Montreal-Forced-Aligner)
    3. PireVoice (formerly Aeneas) (readbeyond/aeneas)
    4. Google Cloud Speech-to-Text API
    5. AWS Transcribe
    6. Whisper (openai/whisper)

    AI recommended 6 alternatives but never named pettarin/forced-alignment-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for resources comparing different methods to segment audio based on a text script.
    you: not recommended
    AI recommended (in order):
    1. Gentle (lowerquality/gentle)
    2. MFA (MontrealCorpusTools/Montreal-Forced-Aligner)
    3. Mozilla DeepSpeech (mozilla/DeepSpeech)
    4. Pocketsphinx (cmusphinx/pocketsphinx)
    5. Google Cloud Speech-to-Text API
    6. AssemblyAI API

    AI recommended 6 alternatives but never named pettarin/forced-alignment-tools. 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 pettarin/forced-alignment-tools?
    pass
    AI did not name pettarin/forced-alignment-tools — 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 pettarin/forced-alignment-tools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pettarin/forced-alignment-tools 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 pettarin/forced-alignment-tools solve, and who is the primary audience?
    pass
    AI named pettarin/forced-alignment-tools explicitly

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

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pettarin/forced-alignment-tools — 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