REPOGEO REPORT · LITE

spencer-project/spencer_people_tracking

Default branch master · commit 09b256ba · scanned 6/8/2026, 5:28:22 PM

GitHub: 710 stars · 321 forks

AI VISIBILITY SCORE

28 /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

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 spencer-project/spencer_people_tracking, 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

hightopics#1

Add specific topics to improve categorization

Why:

COPY-PASTE FIX

ros, robotics, people-tracking, multi-modal, mobile-robots, group-tracking, social-robotics, computer-vision, perception

highlicense#2
Add a LICENSE file to clarify usage terms
Why:
COPY-PASTE FIX
```
Add a LICENSE file with the MIT license.
```

mediumreadme#3

Strengthen README's opening to highlight unique value for mobile robots and group tracking

Why:

CURRENT

### SPENCER Multi-Modal People Detection & Tracking Framework
###### Multi-modal ROS-based people and group detection & tracking framework for mobile robots developed within the context of the EU FP7 project SPENCER.

COPY-PASTE FIX

# SPENCER: Robust Multi-Modal People and Group Tracking for ROS-based Mobile Robots

This framework provides real-time, multi-modal people and group detection and tracking capabilities specifically designed for autonomous mobile robots operating in dynamic, crowded environments.

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 spencer-project/spencer_people_tracking

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenCV

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

OpenCV · recommended 2×
OpenPTrack · recommended 1×
People Tracking (ROS package by ETH Zurich) · recommended 1×
Social Navigation Stack · recommended 1×
Darknet_ros · recommended 1×

CATEGORY QUERY
What are good ROS frameworks for real-time multi-modal people tracking on mobile robots?
you: not recommended
AI recommended (in order):
1. OpenPTrack
2. People Tracking (ROS package by ETH Zurich)
3. Social Navigation Stack
4. Darknet_ros
5. RTAB-Map
6. OpenCV
AI recommended 6 alternatives but never named spencer-project/spencer_people_tracking. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to implement robust group detection and tracking for autonomous robots in crowded spaces?
you: not recommended
AI recommended (in order):
1. OpenCV
2. YOLOv8
3. YOLOv7
4. YOLOv5
5. SSD (Single Shot MultiBox Detector)
6. DeepSORT
7. ByteTrack
8. DBSCAN (Density-Based Spatial Clustering of Applications with Noise)
9. K-means
10. ROS (Robot Operating System)
11. darknet_ros
12. TensorFlow
13. PyTorch
14. people_msgs
15. leg_detector
16. people_tracker_filter
17. Intel OpenVINO Toolkit
18. Open Model Zoo
19. NVIDIA JetPack
20. DeepStream SDK
21. NvDCF
22. PCL (Point Cloud Library)
AI recommended 22 alternatives but never named spencer-project/spencer_people_tracking. 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 spencer-project/spencer_people_tracking?
pass
AI did not name spencer-project/spencer_people_tracking — 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 spencer-project/spencer_people_tracking in production, what risks or prerequisites should they evaluate first?
pass
AI named spencer-project/spencer_people_tracking 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 spencer-project/spencer_people_tracking solve, and who is the primary audience?
pass
AI named spencer-project/spencer_people_tracking 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)

[![RepoGEO](https://repogeo.com/badge/spencer-project/spencer_people_tracking.svg)](https://repogeo.com/en/r/spencer-project/spencer_people_tracking)

HTML

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

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spencer-project/spencer_people_tracking — 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