RRepoGEO

REPOGEO REPORT · LITE

oracle/graalpython

Default branch master · commit 99852d8b · scanned 6/27/2026, 8:26:15 AM

GitHub: 1,620 stars · 154 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
64 /100
Needs work
Category recall
1 / 2
Avg rank #2.0 when recommended
Rule findings
2 pass · 0 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 oracle/graalpython, 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 to emphasize Python-Java integration

    Why:

    CURRENT
    # GraalPy, the GraalVM Implementation of Python
    COPY-PASTE FIX
    # GraalPy: High-Performance Python 3 Runtime for Java Applications
  • mediumtopics#2
    Add more specific topics for Python-Java integration

    Why:

    CURRENT
    embeddable, graalvm, java, python, python3
    COPY-PASTE FIX
    embeddable, graalvm, java, python, python3, python-java-interop, jvm-python
  • lowreadme#3
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under the terms specified in the [LICENSE file](./LICENSE).

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
1 / 2
50% of queries surface oracle/graalpython
Avg rank
#2.0
Lower is better. #1 = top recommendation.
Share of voice
8%
Of all named tools, what % are you?
Top rival
Jython
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Jython · recommended 1×
  2. GraalVM · recommended 1×
  3. Jep · recommended 1×
  4. Py4J · recommended 1×
  5. Runtime.exec() · recommended 1×
  • CATEGORY QUERY
    How can I integrate Python scripts directly into my existing Java applications?
    you: not recommended
    AI recommended (in order):
    1. Jython
    2. GraalVM
    3. Jep
    4. Py4J
    5. Runtime.exec()
    6. Flask
    7. Django
    8. grpcio

    AI recommended 8 alternatives but never named oracle/graalpython. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a high-performance Python runtime for applications running on the JVM.
    you: #2
    AI recommended (in order):
    1. Jython (jython/jython)
    2. GraalPy (oracle/graalpython) ← you
    3. PySpark (apache/spark)
    4. JPype (jpype-project/jpype)
    5. Py4J (bartdag/py4j)
    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 oracle/graalpython?
    pass
    AI did not name oracle/graalpython — 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 oracle/graalpython in production, what risks or prerequisites should they evaluate first?
    pass
    AI named oracle/graalpython 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 oracle/graalpython solve, and who is the primary audience?
    pass
    AI named oracle/graalpython explicitly

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

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oracle/graalpython — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite