REPOGEO REPORT · LITE

byjlw/video-analyzer

Default branch main · commit 2b095faf · scanned 5/30/2026, 6:22:06 AM

GitHub: 1,427 stars · 206 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 byjlw/video-analyzer, 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's opening to highlight LLM/CV/ASR and local capabilities

Why:

CURRENT

# Video Analysis using vision models like Llama3.2 Vision and OpenAI's Whisper Models

A video analysis tool that combines vision models like Llama's 11B vision model and Whisper to create a description by taking key frames, feeding them to the vision model to get details. It uses the details from each frame and the transcript, if available, to describe what's happening in the video.

COPY-PASTE FIX

# Video Analyzer: Generate Natural Language Descriptions from Videos with Local LLMs, Computer Vision, and ASR

This powerful, fully local video analysis tool leverages state-of-the-art multimodal AI, including Llama3.2 Vision (via Ollama) and OpenAI's Whisper, to automatically extract insights and generate detailed natural language descriptions from video content. It intelligently combines key frame analysis with audio transcription to provide comprehensive summaries, all without requiring cloud services.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
[Your project's website or documentation URL, e.g., https://byjlw.github.io/video-analyzer]
```

mediumtopics#3

Expand repository topics to include specific AI/ML terms

Why:

CURRENT

asr, llms, video, video-processing

COPY-PASTE FIX

asr, llms, video, video-processing, multimodal-ai, video-description, local-llm, ollama, whisper, computer-vision

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 byjlw/video-analyzer

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud Video AI

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Video AI · recommended 1×
Amazon Rekognition Video · recommended 1×
Microsoft Azure Video Indexer · recommended 1×
OpenAI GPT-4 · recommended 1×
AssemblyAI · recommended 1×

CATEGORY QUERY
How can I automatically generate descriptions of video content using AI?
you: not recommended
AI recommended (in order):
1. Google Cloud Video AI
2. Amazon Rekognition Video
3. Microsoft Azure Video Indexer
4. OpenAI GPT-4
5. AssemblyAI
6. DeepMotion
AI recommended 6 alternatives but never named byjlw/video-analyzer. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help analyze video frames and audio with local large language models?
you: not recommended
AI recommended (in order):
1. Hugging Face Transformers (huggingface/transformers)
2. OpenVINO (openvinotoolkit/openvino)
3. ONNX Runtime (microsoft/onnxruntime)
4. PyTorch (pytorch/pytorch)
5. TensorFlow (tensorflow/tensorflow)
6. Whisper (openai/whisper)
7. DeepFace (serengil/deepface)
AI recommended 7 alternatives but never named byjlw/video-analyzer. 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 byjlw/video-analyzer?
pass
AI named byjlw/video-analyzer explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts byjlw/video-analyzer in production, what risks or prerequisites should they evaluate first?
pass
AI did not name byjlw/video-analyzer — 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?
In one sentence, what problem does the repo byjlw/video-analyzer solve, and who is the primary audience?
pass
AI named byjlw/video-analyzer 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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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/byjlw/video-analyzer.svg)](https://repogeo.com/en/r/byjlw/video-analyzer)

HTML

<a href="https://repogeo.com/en/r/byjlw/video-analyzer"><img src="https://repogeo.com/badge/byjlw/video-analyzer.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