RRepoGEO

REPOGEO REPORT · LITE

showlab/VLog

Default branch main · commit 86d31dd6 · scanned 6/12/2026, 12:32:19 AM

GitHub: 588 stars · 31 forks

AI VISIBILITY SCORE
35 /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
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 showlab/VLog, 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
    Clarify the README's opening statement to explicitly define the project

    Why:

    CURRENT
    # VLog
VLog aims to seek a new perspective on video-language understanding.
    COPY-PASTE FIX
    # VLog: A Research Framework for Video Narration and Understanding with LLMs
VLog introduces a novel approach to video-language understanding, focusing on generating detailed video narrations as "vocabulary" and enabling conversational AI over video content by treating videos as "long documents."
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root, specifying the intended open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage terms.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL to the arXiv paper link: https://arxiv.org/abs/2503.09402

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 showlab/VLog
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Cloud Video AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Cloud Video AI · recommended 2×
  2. AssemblyAI · recommended 2×
  3. Deepgram · recommended 2×
  4. Amazon Rekognition Video · recommended 1×
  5. Amazon Transcribe · recommended 1×
  • CATEGORY QUERY
    How can I automatically generate detailed textual narrations from video content for analysis?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Video AI
    2. Amazon Rekognition Video
    3. Amazon Transcribe
    4. Microsoft Azure Video Indexer
    5. AssemblyAI
    6. Deepgram
    7. OpenAI Whisper (openai/whisper)
    8. Veed.io
    9. Happy Scribe
    10. Trint

    AI recommended 10 alternatives but never named showlab/VLog. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable conversational AI to understand and answer questions about video content?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Video AI
    2. Azure Video Analyzer
    3. AWS Rekognition Video
    4. OpenAI GPT-4
    5. Anthropic Claude 3
    6. Google Gemini
    7. Hugging Face Transformers
    8. ViT
    9. CLIP
    10. BLIP
    11. Deepgram
    12. AssemblyAI
    13. Google Cloud Speech-to-Text
    14. LangChain
    15. LlamaIndex
    16. Elasticsearch
    17. Pinecone
    18. Weaviate

    AI recommended 18 alternatives but never named showlab/VLog. 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 showlab/VLog?
    pass
    AI named showlab/VLog explicitly

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

  • If a team adopts showlab/VLog in production, what risks or prerequisites should they evaluate first?
    pass
    AI named showlab/VLog 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 showlab/VLog solve, and who is the primary audience?
    pass
    AI named showlab/VLog 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 showlab/VLog. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/showlab/VLog.svg)](https://repogeo.com/en/r/showlab/VLog)
HTML
<a href="https://repogeo.com/en/r/showlab/VLog"><img src="https://repogeo.com/badge/showlab/VLog.svg" alt="RepoGEO" /></a>
Pro

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showlab/VLog — 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