RRepoGEO

REPOGEO REPORT · LITE

Merkie/freespeech

Default branch master · commit 82bb3346 · scanned 6/3/2026, 5:11:56 AM

GitHub: 597 stars · 72 forks

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 Merkie/freespeech, 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
    Clarify the About description to explicitly state its purpose as an AAC app

    Why:

    CURRENT
    A free program designed to help the non-verbal.
    COPY-PASTE FIX
    Free and open-source assistive communication (AAC) app for non-verbal individuals, powered by AI voices and text analysis.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Add a `LICENSE` file to the repository root, containing the full text of the chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumreadme#3
    Emphasize that FreeSpeech AAC is a complete application, not a component

    Why:

    COPY-PASTE FIX
    Add a sentence to the README's introduction, such as: 'Unlike generic text-to-speech APIs or UI frameworks, FreeSpeech AAC is a complete, ready-to-use application designed specifically for non-verbal communication.'

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 Merkie/freespeech
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mozilla TTS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mozilla TTS · recommended 2×
  2. Google Cloud Text-to-Speech · recommended 2×
  3. SvelteKit · recommended 1×
  4. Web Speech API · recommended 1×
  5. Coqui TTS · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source assistive communication app built with Svelte and AI voices.
    you: not recommended
    AI recommended (in order):
    1. SvelteKit
    2. Web Speech API
    3. Coqui TTS
    4. Mozilla TTS
    5. OpenAI API
    6. Google Cloud Text-to-Speech

    AI recommended 6 alternatives but never named Merkie/freespeech. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a free alternative to commercial AAC software with advanced AI text-to-speech features.
    you: not recommended
    AI recommended (in order):
    1. CereProc CereVoice Cloud
    2. Google Cloud Text-to-Speech
    3. Microsoft Azure Text-to-Speech
    4. NVDA
    5. Balabolka
    6. Voice Dream Reader
    7. Mozilla TTS

    AI recommended 7 alternatives but never named Merkie/freespeech. 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 Merkie/freespeech?
    pass
    AI named Merkie/freespeech explicitly

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

  • If a team adopts Merkie/freespeech in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Merkie/freespeech 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 Merkie/freespeech solve, and who is the primary audience?
    pass
    AI named Merkie/freespeech 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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Merkie/freespeech — RepoGEO report