RRepoGEO

REPOGEO REPORT · LITE

susiai/susi_shell

Default branch master · commit febc7c73 · scanned 5/26/2026, 9:43:05 AM

GitHub: 1,004 stars · 3 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 susiai/susi_shell, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai, cli, terminal, llm, speech-to-text, text-to-speech, openai, generative-ai, command-line-interface
  • highreadme#2
    Strengthen the README's opening to clearly state its purpose and scope

    Why:

    CURRENT
    # AI Command Line Tools

Welcome to the `susi_shell` repository, which is part of the susi_api project aimed at providing AI capabilities in a command-line based environment. This suite of tools enables users to interact with AI services directly from their terminal.
    COPY-PASTE FIX
    # susi_shell: Unified AI Command Line Interface

Welcome to `susi_shell`, a powerful and comprehensive command-line interface (CLI) for interacting with various AI services directly from your terminal. This project, part of the broader susi_api initiative, aims to provide a unified tool for generative AI tasks, including text generation, speech-to-text, and text-to-speech, similar to tools like Ollama or the OpenAI CLI.
  • mediumabout#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://susi.ai (or relevant project homepage)

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 susiai/susi_shell
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
curl
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. curl · recommended 2×
  2. Ollama · recommended 1×
  3. OpenAI CLI · recommended 1×
  4. LM Studio · recommended 1×
  5. cURL · recommended 1×
  • CATEGORY QUERY
    What are command line tools for interacting with AI models and generating text?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. OpenAI CLI
    3. LM Studio
    4. cURL
    5. Hugging Face `transformers` library
    6. `llama.cpp`
    7. `text-generation-webui`

    AI recommended 7 alternatives but never named susiai/susi_shell. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to perform AI speech-to-text and text-to-speech tasks directly from the terminal?
    you: not recommended
    AI recommended (in order):
    1. Whisper
    2. gTTS
    3. espeak-ng
    4. DeepSpeech
    5. Coqui TTS
    6. Google Cloud Speech-to-Text API
    7. Google Cloud Text-to-Speech API
    8. gcloud CLI
    9. curl
    10. AWS Transcribe
    11. AWS Polly
    12. AWS Command Line Interface (CLI)
    13. Azure Speech Service
    14. Azure CLI
    15. curl
    16. Vosk
    17. Festival

    AI recommended 17 alternatives but never named susiai/susi_shell. 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 susiai/susi_shell?
    pass
    AI named susiai/susi_shell explicitly

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

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