RRepoGEO

REPOGEO REPORT · LITE

AnswerDotAI/fastprogress

Default branch master · commit 926ff485 · scanned 5/16/2026, 9:11:28 PM

GitHub: 1,099 stars · 106 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
28 /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
2 / 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 AnswerDotAI/fastprogress, 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 H1 to highlight live plotting

    Why:

    CURRENT
    # fastprogress

A fast and simple progress bar for Jupyter Notebook and console.
    COPY-PASTE FIX
    # fastprogress

A fast and simple progress bar for Jupyter Notebook and console, featuring live-updating plots for iterative processes like model training.
  • mediumtopics#2
    Add more specific topics for progress bars and training visualization

    Why:

    CURRENT
    developer-tools, jupyter-notebook, plots, python
    COPY-PASTE FIX
    developer-tools, jupyter-notebook, plots, python, progress-bar, training-visualization, machine-learning, deep-learning
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/AnswerDotAI/fastprogress

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 AnswerDotAI/fastprogress
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tqdm
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. tqdm · recommended 2×
  2. alive-progress · recommended 2×
  3. rich · recommended 1×
  4. ipywidgets · recommended 1×
  5. simple_progress_bar · recommended 1×
  • CATEGORY QUERY
    How to show progress for long-running Python loops in console and Jupyter?
    you: not recommended
    AI recommended (in order):
    1. tqdm
    2. rich
    3. ipywidgets
    4. alive-progress
    5. simple_progress_bar

    AI recommended 5 alternatives but never named AnswerDotAI/fastprogress. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a Python progress bar that updates live plots during iterative model training.
    you: not recommended
    AI recommended (in order):
    1. tqdm
    2. Matplotlib
    3. Plotly
    4. TensorBoard
    5. PyTorch Lightning
    6. Weights & Biases
    7. Plotly Dash
    8. alive-progress
    9. Rich

    AI recommended 9 alternatives but never named AnswerDotAI/fastprogress. 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 AnswerDotAI/fastprogress?
    pass
    AI named AnswerDotAI/fastprogress explicitly

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

  • If a team adopts AnswerDotAI/fastprogress in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AnswerDotAI/fastprogress 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 AnswerDotAI/fastprogress solve, and who is the primary audience?
    pass
    AI did not name AnswerDotAI/fastprogress — likely talking about a different project

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

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AnswerDotAI/fastprogress — 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