RRepoGEO

REPOGEO REPORT · LITE

bytedeco/javacpp-presets

Default branch master · commit fd82f54c · scanned 5/28/2026, 5:52:03 PM

GitHub: 2,844 stars · 748 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 bytedeco/javacpp-presets, 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 clarify core value

    Why:

    CURRENT
    JavaCPP Presets
[](https://gitter.im/bytedeco/javacpp) [](https://maven-badges.herokuapp.com/maven-central/org.bytedeco/javacpp-presets) [](http://bytedeco.org/builds/)  
<sup>Build status for all platforms (Android, iOS, Linux, Mac OS X, Windows):</sup>
    COPY-PASTE FIX
    JavaCPP Presets provides pre-built Java bindings and native binaries for popular C/C++ libraries like OpenCV, FFmpeg, and more, simplifying their integration into Java and Android applications.

[](https://gitter.im/bytedeco/javacpp) [](https://maven-badges.herokuapp.com/maven-central/org.bytedeco/javacpp-presets) [](http://bytedeco.org/builds/)  
<sup>Build status for all platforms (Android, iOS, Linux, Mac OS X, Windows):</sup>
  • mediumhomepage#2
    Add project homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    http://bytedeco.org/
  • mediumreadme#3
    Clarify licensing terms in README

    Why:

    COPY-PASTE FIX
    This project incorporates various libraries, each under its own license. Please refer to the `LICENSE` file for full details.

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 bytedeco/javacpp-presets
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
JNI (Java Native Interface)
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. JNI (Java Native Interface) · recommended 2×
  2. JNA (Java Native Access) · recommended 1×
  3. SWIG (Simplified Wrapper and Interface Generator) · recommended 1×
  4. JNIEXPORT · recommended 1×
  5. GraalVM Native Image · recommended 1×
  • CATEGORY QUERY
    How can I easily integrate native C++ libraries into my Java applications?
    you: not recommended
    AI recommended (in order):
    1. JNI (Java Native Interface)
    2. JNA (Java Native Access)
    3. SWIG (Simplified Wrapper and Interface Generator)
    4. JNIEXPORT
    5. GraalVM Native Image
    6. GraalVM's Polyglot API
    7. BridJ
    8. Project Panama (Foreign Function & Memory API)

    AI recommended 8 alternatives but never named bytedeco/javacpp-presets. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework simplifies using popular C++ libraries directly within Java and Android projects?
    you: not recommended
    AI recommended (in order):
    1. JNI (Java Native Interface)
    2. SWIG (Simplified Wrapper and Interface Generator) (swig/swig)
    3. JNA (Java Native Access) (java-native-access/jna)
    4. JNIWrapper
    5. Djinni (dropbox/djinni)
    6. Android NDK (Native Development Kit)

    AI recommended 6 alternatives but never named bytedeco/javacpp-presets. 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 bytedeco/javacpp-presets?
    pass
    AI named bytedeco/javacpp-presets explicitly

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

  • If a team adopts bytedeco/javacpp-presets in production, what risks or prerequisites should they evaluate first?
    pass
    AI named bytedeco/javacpp-presets 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 bytedeco/javacpp-presets solve, and who is the primary audience?
    pass
    AI named bytedeco/javacpp-presets 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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MARKDOWN (README)
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bytedeco/javacpp-presets — 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