RRepoGEO

REPOGEO REPORT · LITE

gradio-app/trackio

Default branch main · commit 54c2e0b6 · scanned 5/26/2026, 3:27:30 PM

GitHub: 1,480 stars · 114 forks

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 gradio-app/trackio, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    experiment-tracking, ml-experiments, huggingface, local-first, sqlite, llm-agents, gradio-dashboard
  • highreadme#2
    Strengthen README opening to emphasize ML experiment tracking

    Why:

    CURRENT
    Welcome to `trackio`: a lightweight, <u>free</u> experiment tracking library built by Hugging Face for humans and AI agents 🤗.
    COPY-PASTE FIX
    Welcome to `trackio`: a lightweight, <u>free</u> **ML experiment tracking library** built by Hugging Face for humans and AI agents 🤗. It's designed for local-first use, high-throughput parallel runs, and direct SQL querying, making it ideal for both human researchers and autonomous AI agents.
  • mediumreadme#3
    Add a FAQ section to the README to clarify purpose

    Why:

    COPY-PASTE FIX
    ## FAQ

**Q: Is Trackio a habit tracker?**
A: No, Trackio is an experiment tracking library primarily for machine learning and AI agent experiments, not for personal habit tracking.

**Q: Is Trackio only for Gradio applications?**
A: No, Trackio is a general-purpose experiment tracking library. It includes a 'Gradio-inspired' dashboard for visualization, but it is not exclusively designed for tracking Gradio applications.

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 gradio-app/trackio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mlflow/mlflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. mlflow/mlflow · recommended 2×
  2. iterative/dvc · recommended 2×
  3. neptune-ai/neptune-client · recommended 1×
  4. tensorflow/tensorboard · recommended 1×
  5. IDSIA/sacred · recommended 1×
  • CATEGORY QUERY
    Looking for a free, local-first experiment tracking solution without cloud dependency.
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. DVC (iterative/dvc)
    3. Neptune.ai (neptune-ai/neptune-client)
    4. TensorBoard (tensorflow/tensorboard)
    5. Sacred (IDSIA/sacred)

    AI recommended 5 alternatives but never named gradio-app/trackio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an experiment logging tool for parallel ML runs with direct SQL querying for agents.
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. PostgreSQL
    3. MySQL
    4. DVC (iterative/dvc)
    5. Neptune.ai
    6. Weights & Biases
    7. SQLite

    AI recommended 7 alternatives but never named gradio-app/trackio. 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 gradio-app/trackio?
    pass
    AI did not name gradio-app/trackio — 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?

  • If a team adopts gradio-app/trackio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gradio-app/trackio 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 gradio-app/trackio solve, and who is the primary audience?
    pass
    AI named gradio-app/trackio 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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  • Brand-free category queries5 vs 2 in Lite
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