RRepoGEO

REPOGEO REPORT · LITE

MontrealCorpusTools/Montreal-Forced-Aligner

Default branch main · commit 9367d56f · scanned 5/20/2026, 8:32:07 PM

GitHub: 1,818 stars · 288 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
45 /100
Critical
Category recall
1 / 2
Avg rank #6.0 when recommended
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 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 MontrealCorpusTools/Montreal-Forced-Aligner, 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
    Update README introduction to include full repo name, common abbreviation, and core differentiators

    Why:

    CURRENT
    The Montreal Forced Aligner is a command line utility for performing forced alignment of speech datasets using Kaldi (http://kaldi-asr.org/).
    COPY-PASTE FIX
    The Montreal Forced Aligner (MFA), hosted at MontrealCorpusTools/Montreal-Forced-Aligner, is a user-friendly, open-source, and highly customizable command line utility for performing forced alignment of speech datasets using the powerful Kaldi toolkit (http://kaldi-asr.org/).
  • mediumtopics#2
    Add topics related to linguistic analysis and speech transcription

    Why:

    CURRENT
    acoustic-model, forced-alignment, grapheme-to-phone, kaldi, pronunciation-dictionary, python
    COPY-PASTE FIX
    acoustic-model, forced-alignment, grapheme-to-phone, kaldi, pronunciation-dictionary, python, linguistic-analysis, speech-transcription
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

The Montreal Forced Aligner (MFA) stands out as a user-friendly, open-source, and highly customizable framework for forced alignment, built on the powerful Kaldi toolkit. While other tools like Gentle, ELAN, and Praat offer various functionalities for speech processing, MFA focuses on providing a comprehensive, command-line driven solution specifically for large-scale forced alignment tasks, offering greater control and extensibility for researchers and developers.

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
1 / 2
50% of queries surface MontrealCorpusTools/Montreal-Forced-Aligner
Avg rank
#6.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
MFA (Montreal Forced Aligner)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MFA (Montreal Forced Aligner) · recommended 1×
  2. Gentle · recommended 1×
  3. ELAN · recommended 1×
  4. Praat · recommended 1×
  5. WebMAUS Basic (BAS Forced Aligner) · recommended 1×
  • CATEGORY QUERY
    How to automatically align speech audio with its transcription for linguistic analysis?
    you: not recommended
    AI recommended (in order):
    1. MFA (Montreal Forced Aligner)
    2. Gentle
    3. ELAN
    4. Praat
    5. WebMAUS Basic (BAS Forced Aligner)
    6. P2FA (Penn Phonetics Lab Forced Aligner)

    AI recommended 6 alternatives but never named MontrealCorpusTools/Montreal-Forced-Aligner. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools are available for forced alignment using Kaldi speech recognition?
    you: #6
    AI recommended (in order):
    1. Kaldi (kaldi-asr/kaldi)
    2. align_fmllr.sh
    3. gmm-align-compiled
    4. decode.sh
    5. ali-to-text
    6. Montreal Forced Aligner (MFA) (MontrealCorpusTools/Montreal-Forced-Aligner) ← you
    7. P2FA (Penn Phonetics Lab Forced Aligner) (gregory-s/P2FA)
    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 MontrealCorpusTools/Montreal-Forced-Aligner?
    pass
    AI did not name MontrealCorpusTools/Montreal-Forced-Aligner — 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 MontrealCorpusTools/Montreal-Forced-Aligner in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name MontrealCorpusTools/Montreal-Forced-Aligner — 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?

  • In one sentence, what problem does the repo MontrealCorpusTools/Montreal-Forced-Aligner solve, and who is the primary audience?
    pass
    AI named MontrealCorpusTools/Montreal-Forced-Aligner explicitly

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

Embed your GEO score

Drop this badge into the README of MontrealCorpusTools/Montreal-Forced-Aligner. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/MontrealCorpusTools/Montreal-Forced-Aligner.svg)](https://repogeo.com/en/r/MontrealCorpusTools/Montreal-Forced-Aligner)
HTML
<a href="https://repogeo.com/en/r/MontrealCorpusTools/Montreal-Forced-Aligner"><img src="https://repogeo.com/badge/MontrealCorpusTools/Montreal-Forced-Aligner.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

MontrealCorpusTools/Montreal-Forced-Aligner — 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