RRepoGEO

REPOGEO REPORT · LITE

steipete/sag

Default branch main · commit 06700cdf · scanned 6/10/2026, 5:31:48 AM

GitHub: 556 stars · 55 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 steipete/sag, 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 repository's "Description" field

    Why:

    CURRENT
    Like the macOS say command, but with a modern voice.
    COPY-PASTE FIX
    A Go-based command-line Text-to-Speech utility, powered by ElevenLabs, mimicking the macOS `say` command.
  • hightopics#2
    Add more specific Text-to-Speech related topics

    Why:

    CURRENT
    elevenlabs, go, say
    COPY-PASTE FIX
    elevenlabs, go, say, text-to-speech, tts, cli, speech-synthesis
  • mediumreadme#3
    Strengthen the README's opening sentence to explicitly state its core identity

    Why:

    CURRENT
    One-liner TTS that works like `say`: stream to speakers by default, list voices, or save audio files.
    COPY-PASTE FIX
    sag is a Go-based command-line Text-to-Speech (TTS) utility, powered by ElevenLabs, designed to work like the macOS `say` command. It offers one-liner TTS functionality: stream to speakers by default, list available voices, or save audio files.

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 steipete/sag
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Text-to-Speech
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Text-to-Speech · recommended 1×
  2. AWS Polly · recommended 1×
  3. Microsoft Azure Text-to-Speech · recommended 1×
  4. espeak-ng/espeak-ng · recommended 1×
  5. festival · recommended 1×
  • CATEGORY QUERY
    How can I generate speech from text using a command-line interface?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech
    2. AWS Polly
    3. Microsoft Azure Text-to-Speech
    4. espeak-ng (espeak-ng/espeak-ng)
    5. festival
    6. mimic (MycroftAI/mimic)
    7. gTTS-cli (pndurette/gTTS)

    AI recommended 7 alternatives but never named steipete/sag. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Go-based utility to convert text into high-quality spoken audio.
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Text-to-Speech (googleapis/google-cloud-go)
    2. Amazon Polly (aws/aws-sdk-go)
    3. Microsoft Azure Text-to-Speech (Azure/azure-sdk-for-go)
    4. ElevenLabs
    5. OpenAI TTS (openai/openai-go)
    6. Mozilla TTS (mozilla/TTS)

    AI recommended 6 alternatives but never named steipete/sag. This is the gap to close.

    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 steipete/sag?
    pass
    AI named steipete/sag explicitly

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

  • If a team adopts steipete/sag in production, what risks or prerequisites should they evaluate first?
    pass
    AI named steipete/sag 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 steipete/sag solve, and who is the primary audience?
    pass
    AI named steipete/sag 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 steipete/sag. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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steipete/sag — 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