RRepoGEO

REPOGEO REPORT · LITE

HKUSTDial/awesome-data-agents

Default branch main · commit ae3d9d28 · scanned 5/31/2026, 3:17:34 PM

GitHub: 561 stars · 38 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 HKUSTDial/awesome-data-agents, 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
    Add a clear disclaimer in the README's opening about the repo's nature

    Why:

    CURRENT
    > [!NOTE]
> Curated papers and resources on **Data Agents**. Companion repo and paper list for our survey on data agents - *A Survey of Data Agents: Emerging Paradigm or Overstated Hype?* [[Paper]](https://arxiv.org/pdf/2510.23587)
    COPY-PASTE FIX
    > [!NOTE]
> Curated papers and resources on **Data Agents**. Companion repo and paper list for our survey on data agents - *A Survey of Data Agents: Emerging Paradigm or Overstated Hype?* [[Paper]](https://arxiv.org/pdf/2510.23587)
> **Please note: This repository is a research resource and curated list of papers, not a software library or tool for direct implementation.**
  • mediumlicense#2
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text for a `CC-BY-4.0` license, as this is a common choice for content-focused repositories like paper lists.
  • lowhomepage#3
    Clarify the 'Homepage' link in the repository settings

    Why:

    CURRENT
    https://arxiv.org/abs/2510.23587
    COPY-PASTE FIX
    Consider removing the 'Homepage' link in the repository settings if there is no dedicated project website, as the arXiv paper is already prominently linked within the README and description.

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 HKUSTDial/awesome-data-agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. AutoGPT · recommended 1×
  4. BabyAGI · recommended 1×
  5. Open Interpreter · recommended 1×
  • CATEGORY QUERY
    How can I use AI agents to automate complex data analysis workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. BabyAGI
    4. Open Interpreter
    5. Microsoft AutoGen
    6. LlamaIndex
    7. DataRobot
    8. Alteryx
    9. Domino Data Lab

    AI recommended 9 alternatives but never named HKUSTDial/awesome-data-agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for leveraging large language models in data preparation and querying?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI API
    4. Dataherald
    5. Microsoft Semantic Kernel
    6. dbt
    7. Hugging Face Transformers

    AI recommended 7 alternatives but never named HKUSTDial/awesome-data-agents. 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 HKUSTDial/awesome-data-agents?
    pass
    AI named HKUSTDial/awesome-data-agents explicitly

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

  • If a team adopts HKUSTDial/awesome-data-agents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named HKUSTDial/awesome-data-agents 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 HKUSTDial/awesome-data-agents solve, and who is the primary audience?
    pass
    AI did not name HKUSTDial/awesome-data-agents — 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?

Embed your GEO score

Drop this badge into the README of HKUSTDial/awesome-data-agents. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/HKUSTDial/awesome-data-agents.svg)](https://repogeo.com/en/r/HKUSTDial/awesome-data-agents)
HTML
<a href="https://repogeo.com/en/r/HKUSTDial/awesome-data-agents"><img src="https://repogeo.com/badge/HKUSTDial/awesome-data-agents.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

HKUSTDial/awesome-data-agents — 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