RRepoGEO

REPOGEO REPORT · LITE

Greenwolf/social_mapper

Default branch master · commit 92be8dae · scanned 5/15/2026, 5:08:15 PM

GitHub: 4,026 stars · 817 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 Greenwolf/social_mapper, 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 the README's opening sentence to clarify its OSINT tool nature

    Why:

    CURRENT
    A Social Media Mapping Tool that correlates profiles via facial recognition by Jacob Wilkin (Greenwolf).
    COPY-PASTE FIX
    Social Mapper is an **Open Source Intelligence (OSINT) tool** that leverages facial recognition to correlate and map social media profiles across various platforms on a large scale.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    osint, social-media, facial-recognition, security-tools, reconnaissance, python, open-source-intelligence
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Greenwolf/social_mapper

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 Greenwolf/social_mapper
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Amazon Rekognition
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Amazon Rekognition · recommended 1×
  2. Microsoft Azure Face API · recommended 1×
  3. Google Cloud Vision AI · recommended 1×
  4. Clearview AI · recommended 1×
  5. PimEyes · recommended 1×
  • CATEGORY QUERY
    How can I find and link social media accounts for a person using facial recognition?
    you: not recommended
    AI recommended (in order):
    1. Amazon Rekognition
    2. Microsoft Azure Face API
    3. Google Cloud Vision AI
    4. Clearview AI
    5. PimEyes
    6. OpenCV

    AI recommended 6 alternatives but never named Greenwolf/social_mapper. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to automate gathering public social media profiles for OSINT or security assessments?
    you: not recommended
    AI recommended (in order):
    1. Maltego
    2. OSINT Framework
    3. Twint
    4. Social Links
    5. Sherlock
    6. SpiderFoot
    7. GHunt

    AI recommended 7 alternatives but never named Greenwolf/social_mapper. 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 Greenwolf/social_mapper?
    pass
    AI did not name Greenwolf/social_mapper — 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 Greenwolf/social_mapper in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Greenwolf/social_mapper 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 Greenwolf/social_mapper solve, and who is the primary audience?
    pass
    AI named Greenwolf/social_mapper explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite