RRepoGEO

REPOGEO REPORT · LITE

aandrew-me/tgpt

Default branch main · commit 4c448d8f · scanned 5/11/2026, 8:11:44 AM

GitHub: 3,156 stars · 344 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 aandrew-me/tgpt, 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
  • highhomepage#1
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/aandrew-me/tgpt
  • highreadme#2
    Emphasize key differentiators in the README's opening sentence

    Why:

    CURRENT
    tgpt is a Cross-platform Command-Line Interface (CLI) tool that allows you to use AI in your Terminal.
    COPY-PASTE FIX
    tgpt is a powerful, cross-platform command-line interface (CLI) tool that lets you chat with various AI models directly in your terminal, often without needing an API key.
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

While tools like Ollama and LM Studio often focus on running local LLMs, tgpt provides a unified interface to chat with a wide array of *online* AI models directly from your terminal, often without requiring an API key. This makes it ideal for quick interactions across different providers without managing local models or API keys.

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 aandrew-me/tgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. huggingface/transformers · recommended 2×
  3. ollama/ollama · recommended 1×
  4. curl/curl · recommended 1×
  5. httpie/httpie · recommended 1×
  • CATEGORY QUERY
    How can I chat with AI models directly from my terminal without a web browser?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. cURL (curl/curl)
    4. HTTPie (httpie/httpie)
    5. openai (openai/openai-python)
    6. anthropic (anthropics/anthropic-sdk-python)
    7. google-generativeai (google/generative-ai-python)
    8. llama.cpp (ggerganov/llama.cpp)
    9. transformers (huggingface/transformers)

    AI recommended 9 alternatives but never named aandrew-me/tgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some good cross-platform command-line tools for interacting with large language models?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. OpenAI CLI
    4. curl
    5. llm (simonw/llm)
    6. Hugging Face `transformers` library (huggingface/transformers)

    AI recommended 6 alternatives but never named aandrew-me/tgpt. 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 aandrew-me/tgpt?
    pass
    AI named aandrew-me/tgpt explicitly

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

  • If a team adopts aandrew-me/tgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aandrew-me/tgpt 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 aandrew-me/tgpt solve, and who is the primary audience?
    pass
    AI named aandrew-me/tgpt 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 aandrew-me/tgpt. 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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MARKDOWN (README)
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aandrew-me/tgpt — 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