RRepoGEO

REPOGEO REPORT · LITE

FireBird-Technologies/Auto-Analyst

Default branch main · commit aa80dbeb · scanned 6/4/2026, 6:53:07 AM

GitHub: 696 stars · 117 forks

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 FireBird-Technologies/Auto-Analyst, 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 README H1 and opening sentence to emphasize "self-hostable platform"

    Why:

    CURRENT
    # Auto-Analyst — Your Open-Source AI Data Scientist

**By Firebird Technologies**

Auto-Analyst is a fully open-sourced, modular AI system designed to automate data science workflows — from data cleaning and statistical analysis to machine learning and visualization.
    COPY-PASTE FIX
    # Auto-Analyst — Your Open-Source, Self-Hostable AI Data Science Platform

**By Firebird Technologies**

Auto-Analyst is a fully open-sourced, modular AI platform designed for self-hosting, automating end-to-end data science workflows — from data cleaning and statistical analysis to machine learning and visualization.
  • mediumtopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    ai, claude, data-analysis, data-science, data-visualization, dspy-ai, large-language-models, openai
    COPY-PASTE FIX
    ai, claude, data-analysis, data-science, data-visualization, dspy-ai, large-language-models, openai, self-hosted, platform, llm-agent, data-automation
  • lowreadme#3
    Add a "Why Auto-Analyst?" or "Comparison" section to the README

    Why:

    COPY-PASTE FIX
    ## Why Auto-Analyst? Differentiating from Alternatives

Auto-Analyst stands out as a **fully open-source and self-hostable AI data science platform**. Unlike cloud-managed services such as AWS SageMaker or Google Cloud Vertex AI, Auto-Analyst gives you full control over your data and infrastructure, allowing you to bring your own LLM API keys without vendor lock-in. It's also distinct from general-purpose data science libraries like Pandas or Scikit-learn, as it provides an integrated, agent-driven system for automating entire workflows, from data ingestion to visualization and reporting, all through a user-friendly UI. Choose Auto-Analyst for a powerful, private, and customizable AI data scientist in a box.

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 FireBird-Technologies/Auto-Analyst
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
KNIME Analytics Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. KNIME Analytics Platform · recommended 1×
  2. Apache Superset · recommended 1×
  3. Pandas · recommended 1×
  4. NumPy · recommended 1×
  5. Scikit-learn · recommended 1×
  • CATEGORY QUERY
    Need an open-source AI platform for automating data cleaning, analysis, and visualization tasks.
    you: not recommended
    AI recommended (in order):
    1. KNIME Analytics Platform
    2. Apache Superset
    3. Pandas
    4. NumPy
    5. Scikit-learn
    6. JupyterHub
    7. JupyterLab
    8. Dask
    9. Matplotlib
    10. Seaborn
    11. Plotly
    12. Airflow
    13. RapidMiner Community Edition
    14. Metaflow

    AI recommended 14 alternatives but never named FireBird-Technologies/Auto-Analyst. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI-powered tools streamline data science workflows and support multiple large language models?
    you: not recommended
    AI recommended (in order):
    1. Databricks Lakehouse Platform
    2. Google Cloud Vertex AI
    3. Amazon SageMaker
    4. Hugging Face Ecosystem
    5. Microsoft Azure Machine Learning
    6. Weights & Biases

    AI recommended 6 alternatives but never named FireBird-Technologies/Auto-Analyst. 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 FireBird-Technologies/Auto-Analyst?
    pass
    AI named FireBird-Technologies/Auto-Analyst explicitly

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

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

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

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FireBird-Technologies/Auto-Analyst — 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