RRepoGEO

REPOGEO REPORT · LITE

AutoX-AI-Labs/AutoR

Default branch main · commit a0f9d30b · scanned 6/7/2026, 3:22:35 PM

GitHub: 846 stars · 22 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 AutoX-AI-Labs/AutoR, 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
  • highlicense#1
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • highreadme#2
    Strengthen the README's opening paragraph to clarify its core function

    Why:

    CURRENT
    <p align="center"> <strong>AI handles execution. Humans own the direction.</strong> </p>

<p align="center">
  A terminal-first research harness, with a local browser Studio, that turns long, messy research work into reproducible, artifact-backed runs.
</p>
    COPY-PASTE FIX
    <p align="center"> <strong>AutoR is a human-centered research OS and structured harness for LLM coding agents. It enables AI to handle execution while humans own the direction, turning every run into a reproducible, inspectable research artifact on disk.</strong> </p>
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    Set the homepage URL in the repository settings to your project's primary website or documentation (e.g., "https://github.com/AutoX-AI-Labs/AutoR/docs/tutorial_en.md").

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 AutoX-AI-Labs/AutoR
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MLflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MLflow · recommended 2×
  2. DVC · recommended 2×
  3. Weights & Biases · recommended 1×
  4. Comet ML · recommended 1×
  5. Pachyderm · recommended 1×
  • CATEGORY QUERY
    Looking for a tool to manage AI-driven scientific experiments with human oversight and reproducibility.
    you: not recommended
    AI recommended (in order):
    1. MLflow
    2. Weights & Biases
    3. Comet ML
    4. DVC
    5. Pachyderm
    6. Neptune.ai
    7. Guild AI

    AI recommended 7 alternatives but never named AutoX-AI-Labs/AutoR. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a structured research harness for LLM coding agents with local execution and artifacts?
    you: not recommended
    AI recommended (in order):
    1. Agentic
    2. LangChain
    3. LlamaIndex
    4. OpenAI Evals
    5. Docker
    6. MLflow
    7. DVC

    AI recommended 7 alternatives but never named AutoX-AI-Labs/AutoR. 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 AutoX-AI-Labs/AutoR?
    pass
    AI named AutoX-AI-Labs/AutoR explicitly

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

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

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

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AutoX-AI-Labs/AutoR — 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