RRepoGEO

REPOGEO REPORT · LITE

oracle/graalpython

Default branch master · commit e208d90f · scanned 5/16/2026, 11:46:14 AM

GitHub: 1,591 stars · 149 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
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 opening to explicitly link repo to product and its core value

    Why:

    CURRENT
    GraalPy is a high-performance implementation of the Python language for the JVM built on GraalVM. GraalPy is a Python 3.12 compliant runtime. It has first-class support for embedding in Java and can turn Python applications into fast, standalone binaries. GraalPy is ready for production running pure Python code and has experimental support for many popular native extension modules.
    COPY-PASTE FIX
    This is the official GitHub repository for **GraalPy**, a high-performance embeddable Python 3 runtime for Java, built on GraalVM. GraalPy is a Python 3.12 compliant runtime with first-class support for embedding in Java, enabling you to turn Python applications into fast, standalone binaries and integrate them seamlessly into JVM-based microservices. It is ready for production running pure Python code and has experimental support for many popular native extension modules.
  • hightopics#2
    Add missing topics for performance and microservices

    Why:

    CURRENT
    embeddable, graalvm, java, python, python3
    COPY-PASTE FIX
    embeddable, graalvm, java, python, python3, performance, microservices, jvm
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section or line in the README, for example, under 'Contributing' or a new 'License' section: 'This project is licensed under the terms specified in the [LICENSE file](LICENSE). Please refer to the file for full details on the applicable licenses.'

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 oracle/graalpython
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Jython
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Jython · recommended 2×
  2. GraalVM · recommended 1×
  3. GraalPy · recommended 1×
  4. Jep · recommended 1×
  5. Py4J · recommended 1×
  • CATEGORY QUERY
    Need to embed a Python runtime directly within a Java application for scripting.
    you: not recommended
    AI recommended (in order):
    1. Jython
    2. GraalVM
    3. GraalPy
    4. Jep
    5. Py4J
    6. Runtime.exec()
    7. ProcessBuilder

    AI recommended 7 alternatives but never named oracle/graalpython. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a high-performance Python implementation for JVM-based microservices.
    you: not recommended
    AI recommended (in order):
    1. PySpark
    2. Jython
    3. JPype
    4. gRPC
    5. FastAPI
    6. uvicorn
    7. gunicorn
    8. Nginx
    9. Envoy
    10. Flask
    11. uWSGI
    12. Apache Thrift

    AI recommended 12 alternatives but never named oracle/graalpython. This is the gap to close.

    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?

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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