REPOGEO REPORT · LITE

pupil-labs/pupil

Default branch master · commit 7a3cd9e8 · scanned 6/19/2026, 5:51:46 PM

GitHub: 1,715 stars · 704 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)

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

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 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

Explicitly link the repository to 'Pupil Core' in the README's opening

Why:

CURRENT

# Pupil

**Open source eye tracking platform.**

Pupil is a project in active, community driven development. Pupil Core mobile eye tracking hardware is accessible, hackable, and affordable. The software is open source and written in `Python` and `C++` when speed is an issue.

COPY-PASTE FIX

# Pupil Core

**The open-source eye tracking platform.**

This repository hosts the software for Pupil Core, our actively developed, community-driven eye tracking platform. Pupil Core mobile eye tracking hardware is accessible, hackable, and affordable. The software is open source and written in `Python` and `C++` when speed is an issue.

mediumtopics#2

Add 'pupil-core' and API-related topics

Why:

CURRENT

eye-tracking, open-source, pupil

COPY-PASTE FIX

eye-tracking, open-source, pupil, pupil-core, real-time-api, python-api, gaze-tracking, computer-vision

mediumreadme#3

Add a 'Key Features' section to highlight core capabilities

Why:

COPY-PASTE FIX

## Key Features

*   **Open-Source & Full-Stack:** Complete software and hardware designs for an accessible eye tracking platform.
*   **Real-time API:** Network-based API for seamless integration with other applications.
*   **Python Development:** Extend functionality with Python plugins or run from source.
*   **Affordable & Hackable:** Designed for researchers, developers, and hobbyists seeking flexible solutions.
*   **Community-Driven:** Active development supported by a vibrant user and developer community.

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

Of all named tools, what % are you?

Top rival

OpenGaze

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenGaze · recommended 2×
Pupil Core · recommended 2×
GazeParser · recommended 1×
OpenEyes · recommended 1×
GazeFlow · recommended 1×

CATEGORY QUERY
What open-source eye tracking solutions offer a real-time API for application integration?
you: not recommended
AI recommended (in order):
1. OpenGaze
2. Pupil Core
3. GazeParser
4. OpenEyes
5. GazeFlow
6. WebGazer.js
AI recommended 6 alternatives but never named pupil-labs/pupil. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an affordable, hackable eye tracking platform with Python development capabilities.
you: not recommended
AI recommended (in order):
1. Pupil Core
2. Tobii Eye Tracker 5
3. Gazepoint GP3/GP3 HD
4. OpenGaze
5. Seeed Studio reComputer J1010
AI recommended 5 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 did not name pupil-labs/pupil — 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 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

Drop this badge into the README of pupil-labs/pupil. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/pupil-labs/pupil.svg)](https://repogeo.com/en/r/pupil-labs/pupil)

HTML

<a href="https://repogeo.com/en/r/pupil-labs/pupil"><img src="https://repogeo.com/badge/pupil-labs/pupil.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite