RRepoGEO

REPOGEO REPORT · LITE

pupil-labs/pupil

Default branch master · commit 7a3cd9e8 · scanned 5/9/2026, 8:27:00 PM

GitHub: 1,702 stars · 705 forks

AI VISIBILITY SCORE
40 /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
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 pupil-labs/pupil, 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 main description to highlight developer utility

    Why:

    CURRENT
    Open source eye tracking platform.
    COPY-PASTE FIX
    Pupil is an open-source eye tracking platform and toolkit for developing custom applications and integrating real-time gaze data via its API.
  • hightopics#2
    Expand repository topics to include developer-focused keywords

    Why:

    CURRENT
    eye-tracking, open-source, pupil
    COPY-PASTE FIX
    eye-tracking, open-source, pupil, api, sdk, real-time, gaze-data, computer-vision, human-computer-interaction, research-tools, python, c++
  • mediumreadme#3
    Add a concise sentence emphasizing API and plugin development early in the README

    Why:

    COPY-PASTE FIX
    Leverage its robust API for real-time data integration and extend functionality with custom plugins, making it ideal for researchers and developers building bespoke eye tracking solutions.

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 pupil-labs/pupil
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenCV
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenCV · recommended 1×
  2. Dlib · recommended 1×
  3. Pupil Core · recommended 1×
  4. OpenGaze · recommended 1×
  5. MediaPipe · recommended 1×
  • CATEGORY QUERY
    What open source Python and C++ tools are available for developing custom eye tracking applications?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. Dlib
    3. Pupil Core
    4. OpenGaze
    5. MediaPipe
    6. OpenFace

    AI recommended 6 alternatives but never named pupil-labs/pupil. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I integrate real-time eye gaze data into my software project using an API?
    you: not recommended
    AI recommended (in order):
    1. Tobii Pro SDK
    2. Pupil Labs Pupil Core API
    3. Gazepoint GP3/GP3 HD SDK
    4. OpenGaze API
    5. Varjo XR-3/VR-3 SDK
    6. Qualcomm Snapdragon Spaces SDK

    AI recommended 6 alternatives but never named pupil-labs/pupil. 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 pupil-labs/pupil?
    pass
    AI named pupil-labs/pupil explicitly

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

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