RRepoGEO

REPOGEO REPORT · LITE

Athena-AI-Lab/athena-core

Default branch master · commit 9da5f8c6 · scanned 6/9/2026, 11:02:53 AM

GitHub: 626 stars · 52 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 Athena-AI-Lab/athena-core, 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
    ai-agent, automation, multi-agent-systems, web-scraping, data-analysis, python-automation, task-automation, general-ai, agent-framework
  • highreadme#2
    Strengthen the README's opening paragraph to clarify its category

    Why:

    CURRENT
    Athena is a production-ready general AI agent built to _do_, not just _think_. It bridges insight with execution, helping you move from idea to results effortlessly.
    COPY-PASTE FIX
    Athena is a production-ready **general AI agent framework** built to _do_, not just _think_. It provides the core capabilities for building and orchestrating intelligent agents, bridging insight with execution to help you move from idea to results effortlessly across diverse tasks.
  • mediumreadme#3
    Add a sentence to the Features section emphasizing agentic capabilities

    Why:

    CURRENT
    With all the tools it has, Athena is capable of:
    COPY-PASTE FIX
    With all the tools it has, Athena empowers intelligent agents to perform complex, multi-step actions, capable of:

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 Athena-AI-Lab/athena-core
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Python · recommended 1×
  2. Beautiful Soup · recommended 1×
  3. Scrapy · recommended 1×
  4. Pandas · recommended 1×
  5. NumPy · recommended 1×
  • CATEGORY QUERY
    What AI tools can automate diverse tasks like web scraping and data analysis?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. Beautiful Soup
    3. Scrapy
    4. Pandas
    5. NumPy
    6. Scikit-learn
    7. R
    8. rvest
    9. dplyr
    10. ggplot2
    11. caret
    12. KNIME Analytics Platform
    13. Microsoft Power Automate
    14. Power BI
    15. Azure Machine Learning
    16. UiPath
    17. Google Cloud Platform (GCP)
    18. Dataflow
    19. BigQuery
    20. Vertex AI
    21. Apache Nifi

    AI recommended 21 alternatives but never named Athena-AI-Lab/athena-core. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an intelligent agent to perform complex multi-step actions across different platforms.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGPT
    3. Microsoft Semantic Kernel
    4. LlamaIndex
    5. Robocorp
    6. Zapier
    7. Make

    AI recommended 7 alternatives but never named Athena-AI-Lab/athena-core. 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 Athena-AI-Lab/athena-core?
    pass
    AI named Athena-AI-Lab/athena-core explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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