RRepoGEO

REPOGEO REPORT · LITE

apurvsinghgautam/robin

Default branch main · commit 14212766 · scanned 5/30/2026, 8:22:26 PM

GitHub: 5,303 stars · 1,049 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 apurvsinghgautam/robin, 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 clarify README's core identity to prevent miscategorization

    Why:

    CURRENT
    <h1>Robin: AI-Powered Dark Web OSINT Tool</h1>

   <p>Robin is an AI-powered tool for conducting dark web OSINT investigations. It leverages LLMs to refine queries, filter search results from dark web search engines, and provide an investigation summary.</p>
    COPY-PASTE FIX
    <h1>Robin: AI-Powered Dark Web OSINT Tool</h1>

   <p><b>Robin is a specialized AI-powered tool for Dark Web OSINT investigations, not a general-purpose web framework.</b> It leverages LLMs to refine queries, filter search results from dark web search engines, and provide an investigation summary.</p>
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, for example, `## Comparison to Other OSINT Tools`, that briefly outlines how Robin differs from or complements tools like Maltego, DarkOwl Vision, or other common OSINT/dark web intelligence platforms, focusing on its LLM-powered approach and open-source nature.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the 'Homepage' field in the repository settings (e.g., a project website, documentation site, or a live demo link like `https://apurvsinghgautam.github.io/robin`).

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 apurvsinghgautam/robin
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Maltego
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Maltego · recommended 2×
  2. Recorded Future · recommended 1×
  3. Flashpoint · recommended 1×
  4. DarkOwl Vision · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automate dark web intelligence gathering and analysis?
    you: not recommended
    AI recommended (in order):
    1. Recorded Future
    2. Flashpoint
    3. DarkOwl Vision
    4. Maltego
    5. Python
    6. Scrapy (scrapy/scrapy)
    7. BeautifulSoup (crummy/BeautifulSoup)
    8. Tor
    9. Elasticsearch (elastic/elasticsearch)
    10. MongoDB (mongodb/mongo)
    11. NLTK (nltk/nltk)
    12. spaCy (explosion/spaCy)
    13. TensorFlow (tensorflow/tensorflow)
    14. PyTorch (pytorch/pytorch)
    15. Neo4j (neo4j/neo4j)
    16. Intel 471

    AI recommended 16 alternatives but never named apurvsinghgautam/robin. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source tools for LLM-driven dark web reconnaissance with a web UI?
    you: not recommended
    AI recommended (in order):
    1. Maltego
    2. OpenAI API
    3. Hugging Face API
    4. Llama 2
    5. SpiderFoot
    6. OpenCTI
    7. MISP
    8. TheHive Project
    9. Cortex
    10. Streamlit
    11. Gradio
    12. Playwright
    13. Scrapy
    14. Mistral
    15. Falcon
    16. Ollama
    17. vLLM
    18. Hugging Face Transformers

    AI recommended 18 alternatives but never named apurvsinghgautam/robin. 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 apurvsinghgautam/robin?
    pass
    AI named apurvsinghgautam/robin explicitly

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

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

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

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apurvsinghgautam/robin — 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