RRepoGEO

REPOGEO REPORT · LITE

FloopCZ/tensorflow_cc

Default branch master · commit a054557c · scanned 6/1/2026, 7:42:08 PM

GitHub: 763 stars · 181 forks

AI VISIBILITY SCORE
22 /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
1 / 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 FloopCZ/tensorflow_cc, 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 the README's opening statement to clarify its unique value

    Why:

    CURRENT
    This repository makes possible the usage of the TensorFlow C++ API from the outside of the TensorFlow source code folders and without the use of the Bazel build system.
    COPY-PASTE FIX
    This repository provides a simplified, CMake-based solution to build, install, and integrate the full TensorFlow C++ API into your C++ projects, bypassing Bazel and the complexities of the TensorFlow source tree.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/FloopCZ/tensorflow_cc
  • mediumtopics#3
    Expand repository topics to include broader categories

    Why:

    CURRENT
    c-plus-plus, cpp, tensorflow, tensorflow-cc, tensorflow-cmake
    COPY-PASTE FIX
    c-plus-plus, cpp, tensorflow, tensorflow-cc, tensorflow-cmake, machine-learning, deep-learning, ml-framework-integration, cpp-build-system, cmake-project

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 FloopCZ/tensorflow_cc
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ONNX Runtime
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ONNX Runtime · recommended 2×
  2. LibTorch · recommended 2×
  3. TensorFlow Lite · recommended 2×
  4. OpenCV · recommended 2×
  5. Dlib · recommended 2×
  • CATEGORY QUERY
    How to integrate a deep learning C++ library into my existing project?
    you: not recommended
    AI recommended (in order):
    1. ONNX Runtime
    2. PyTorch
    3. LibTorch
    4. TensorFlow Lite
    5. TensorFlow
    6. OpenCV
    7. Caffe
    8. Darknet
    9. Dlib
    10. OpenVINO Toolkit
    11. CMake
    12. Makefile
    13. Visual Studio Projects

    AI recommended 13 alternatives but never named FloopCZ/tensorflow_cc. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are options for building a C++ machine learning API without a complex build system?
    you: not recommended
    AI recommended (in order):
    1. ONNX Runtime
    2. OpenCV
    3. LibTorch
    4. TensorFlow Lite
    5. MLPack
    6. TinyDNN
    7. Dlib

    AI recommended 7 alternatives but never named FloopCZ/tensorflow_cc. 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 FloopCZ/tensorflow_cc?
    pass
    AI did not name FloopCZ/tensorflow_cc — 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 FloopCZ/tensorflow_cc in production, what risks or prerequisites should they evaluate first?
    pass
    AI named FloopCZ/tensorflow_cc 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 FloopCZ/tensorflow_cc solve, and who is the primary audience?
    pass
    AI did not name FloopCZ/tensorflow_cc — 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

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FloopCZ/tensorflow_cc — 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