RRepoGEO

REPOGEO REPORT · LITE

ssrajadh/sentrysearch

Default branch master · commit 23a28db7 · scanned 5/26/2026, 2:08:19 PM

GitHub: 4,226 stars · 397 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 ssrajadh/sentrysearch, 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 H1 and opening paragraph to disambiguate from Sentry.io

    Why:

    CURRENT
    # SentrySearch

Semantic search over video footage. Type what you're looking for, get a trimmed clip back.
    COPY-PASTE FIX
    # SentrySearch: Semantic Video Search (NOT Sentry.io related)

SentrySearch is a standalone, local-first tool for semantic search over your personal video footage, allowing you to find specific moments or events by typing what you're looking for and getting a trimmed clip back. This project is not affiliated with Sentry.io.
  • mediumhomepage#2
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/ssrajadh/sentrysearch
  • mediumreadme#3
    Add a "Comparison" section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Cloud Services & Alternatives

Unlike cloud-based services such as Google Cloud Video AI, AWS Rekognition Video, or Azure Video Indexer, SentrySearch offers a local-first, privacy-focused solution for semantic video search. It leverages open-source models and local processing, giving users full control over their data without recurring API costs. While cloud services offer broader feature sets and scalability, SentrySearch excels in personal footage analysis, dashcam footage review, and scenarios requiring offline processing or specific local model integration.

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 ssrajadh/sentrysearch
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. Azure Video Indexer · recommended 2×
  3. AWS Rekognition Video · recommended 1×
  4. tensorflow/models · recommended 1×
  5. marl/openl3 · recommended 1×
  • CATEGORY QUERY
    How can I semantically search my video library for specific moments or events?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Video AI
    2. AWS Rekognition Video
    3. Azure Video Indexer
    4. VGGish (tensorflow/models)
    5. OpenL3 (marl/openl3)
    6. Elasticsearch

    AI recommended 6 alternatives but never named ssrajadh/sentrysearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help automatically detect and highlight anomalous events in video footage?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. scikit-learn
    3. TensorFlow
    4. PyTorch
    5. AWS Rekognition
    6. Google Cloud Video AI
    7. Azure Video Analyzer
    8. Azure Media Services
    9. Azure Video Indexer
    10. BriefCam
    11. Milestone XProtect
    12. Agent Vi
    13. Davantis
    14. Vaxtor
    15. DeepMotion

    AI recommended 15 alternatives but never named ssrajadh/sentrysearch. 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 ssrajadh/sentrysearch?
    pass
    AI named ssrajadh/sentrysearch explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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