RRepoGEO

REPOGEO REPORT · LITE

briefercloud/briefer

Default branch main · commit 2ee5e84b · scanned 6/18/2026, 8:36:48 PM

GitHub: 4,309 stars · 290 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 briefercloud/briefer, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Enhance the README's initial descriptive sentence

    Why:

    CURRENT
    <p align="center"> Notebooks and dashboards with Python, SQL, scheduling, native visualizations, code generation, and more. </p>
    COPY-PASTE FIX
    <p align="center"> Briefer is an open-source platform for building interactive data dashboards and collaborative notebooks using Python and SQL, all in a single place. It includes scheduling, native visualizations, and code generation. </p>
  • lowtopics#2
    Add more specific topics for data notebooks and BI

    Why:

    CURRENT
    analytics, bi, bigquery, briefer, business-intelligence, businessintelligence, dashboard, data-analysis, data-visualization, jupyter, notebook, postgres, postgresql, reporting, visualization
    COPY-PASTE FIX
    analytics, bi, bigquery, briefer, business-intelligence, businessintelligence, dashboard, data-analysis, data-visualization, jupyter, notebook, postgres, postgresql, reporting, visualization, data-science, interactive-dashboards, collaborative-notebooks, sql-notebooks, python-notebooks

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 briefercloud/briefer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hex · recommended 2×
  2. Deepnote · recommended 2×
  3. Mode Analytics · recommended 2×
  4. Apache Superset · recommended 2×
  5. JupyterLab · recommended 1×
  • CATEGORY QUERY
    How to build interactive data dashboards and shareable notebooks using Python and SQL?
    you: not recommended
    AI recommended (in order):
    1. JupyterLab
    2. Jupyter Notebooks
    3. ipywidgets
    4. Plotly Dash
    5. Streamlit
    6. Hex
    7. Deepnote
    8. Mode Analytics
    9. Apache Superset

    AI recommended 9 alternatives but never named briefercloud/briefer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to combine business intelligence dashboards and collaborative data notebooks.
    you: not recommended
    AI recommended (in order):
    1. Mode Analytics
    2. Deepnote
    3. Hex
    4. Databricks SQL Analytics
    5. Count
    6. Preset
    7. Apache Superset
    8. JupyterHub
    9. Apache Zeppelin

    AI recommended 9 alternatives but never named briefercloud/briefer. 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 briefercloud/briefer?
    pass
    AI named briefercloud/briefer explicitly

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

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

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

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briefercloud/briefer — 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