RRepoGEO

REPOGEO REPORT · LITE

XD-MHLOO/Osintgraph

Default branch master · commit c9bbcabb · scanned 6/3/2026, 10:33:00 AM

GitHub: 746 stars · 55 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 XD-MHLOO/Osintgraph, 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
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    osint, instagram, social-network-analysis, neo4j, ai-agent, graph-database, open-source-intelligence, investigation, cyber-security
  • highreadme#2
    Reposition the README's opening to clarify its OSINT investigation category

    Why:

    CURRENT
    # Osintgraph (Open Source Intelligence Graph)

**Osintgraph** is a tool for deep social analysis and OSINT investigations focused on Instagram targets. It uses Neo4j to map a target’s network — revealing connections, interests, and affiliations — and an interactive AI Agent to speed up investigations and simplify analysis.
    COPY-PASTE FIX
    # Osintgraph (Open Source Intelligence Graph)

**Osintgraph** is a powerful, open-source tool specifically designed for **OSINT investigations and deep social network analysis on Instagram targets**. Unlike generic data collection tools, Osintgraph leverages Neo4j to map a target’s network — revealing connections, interests, and affiliations — and integrates an interactive AI Agent to speed up investigations and simplify analysis.
  • mediumhomepage#3
    Add the repository URL as the project homepage

    Why:

    COPY-PASTE FIX
    https://github.com/XD-MHLOO/Osintgraph

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 XD-MHLOO/Osintgraph
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Maltego
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Maltego · recommended 1×
  2. OSINT Combine · recommended 1×
  3. Social Mapper · recommended 1×
  4. SpiderFoot HX · recommended 1×
  5. Hunchly · recommended 1×
  • CATEGORY QUERY
    How to map and analyze Instagram social connections for open-source intelligence investigations?
    you: not recommended
    AI recommended (in order):
    1. Maltego
    2. OSINT Combine
    3. Social Mapper
    4. SpiderFoot HX
    5. Hunchly
    6. Gephi (gephi/gephi)
    7. Twint (twintproject/twint)
    8. instaloader (instaloader/instaloader)
    9. instagram-scraper (rarcega/instagram-scraper)
    10. Google Sheets
    11. Microsoft Excel

    AI recommended 11 alternatives but never named XD-MHLOO/Osintgraph. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for collecting Instagram data and analyzing social networks using a graph database with AI?
    you: not recommended
    AI recommended (in order):
    1. Apify
    2. Bright Data
    3. Octoparse
    4. ParseHub
    5. Neo4j
    6. py2neo
    7. neotime
    8. Amazon Neptune
    9. AWS
    10. Amazon SageMaker
    11. ArangoDB
    12. TigerGraph
    13. Gephi
    14. NetworkX
    15. scikit-learn
    16. TensorFlow
    17. PyTorch

    AI recommended 17 alternatives but never named XD-MHLOO/Osintgraph. 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 XD-MHLOO/Osintgraph?
    pass
    AI named XD-MHLOO/Osintgraph explicitly

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

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

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

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XD-MHLOO/Osintgraph — 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