RRepoGEO

REPOGEO REPORT · LITE

aandrew-me/tgpt

Default branch main · commit f788d78c · scanned 6/21/2026, 11:51:25 AM

GitHub: 3,191 stars · 342 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
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
  • highreadme#1
    Reposition the README's opening sentence to highlight key differentiators

    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 Cross-platform Command-Line Interface (CLI) tool that allows you to use various AI models directly in your Terminal. It provides free access to popular LLMs, often without needing an API key, making AI chat accessible to everyone.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/aandrew-me/tgpt
  • lowreadme#3
    Add a 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## ✨ Key Features

*   Access various AI models (ChatGPT, Llama, Mixtral, etc.) directly from your terminal.
*   No API keys required for many providers, offering free AI chat.
*   Cross-platform compatibility (Linux, macOS, Windows, FreeBSD).
*   Simple installation and usage.

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
cURL
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. cURL · recommended 2×
  2. LM Studio · recommended 2×
  3. OpenAI CLI · recommended 1×
  4. ollama/ollama · recommended 1×
  5. psf/requests · recommended 1×
  • CATEGORY QUERY
    How can I interact with large language models directly from my terminal?
    you: not recommended
    AI recommended (in order):
    1. cURL
    2. OpenAI CLI
    3. LM Studio
    4. Ollama (ollama/ollama)
    5. requests library (psf/requests)
    6. llm (by Simon Willison) (simonw/llm)

    AI recommended 6 alternatives but never named aandrew-me/tgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a cross-platform command-line tool to chat with AI assistants.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Continue
    4. cURL
    5. Google Cloud CLI
    6. AWS CLI
    7. ShellGPT
    8. Aider

    AI recommended 8 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

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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