RRepoGEO

REPOGEO REPORT · LITE

mitre/advmlthreatmatrix

Default branch master · commit 406e4a40 · scanned 6/25/2026, 12:37:18 PM

GitHub: 1,110 stars · 111 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 mitre/advmlthreatmatrix, 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 README's opening to link repo name to project names

    Why:

    CURRENT
    # Annoucing ATLAS!
    COPY-PASTE FIX
    This repository is the official home for the MITRE ATLAS™ (Adversarial Threat Landscape for Artificial-Intelligence Systems) knowledge base, formerly known as the Adversarial ML Threat Matrix.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    adversarial-ml, machine-learning-security, ai-security, threat-matrix, mitre-attack, cybersecurity, ai-threats, ml-threats, atlas
  • mediumlicense#3
    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 applicable open-source license (e.g., Apache-2.0, MIT, or CC-BY-4.0 for content).

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 mitre/advmlthreatmatrix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MITRE ATLAS
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MITRE ATLAS · recommended 1×
  2. Adversarial ML Threat Matrix · recommended 1×
  3. Adversarial Robustness Toolbox (ART) · recommended 1×
  4. CleverHans · recommended 1×
  5. Papers With Code · recommended 1×
  • CATEGORY QUERY
    What resources exist to map out adversarial machine learning tactics and techniques?
    you: not recommended
    AI recommended (in order):
    1. MITRE ATLAS
    2. Adversarial ML Threat Matrix
    3. Adversarial Robustness Toolbox (ART)
    4. CleverHans
    5. Papers With Code
    6. OpenAI

    AI recommended 6 alternatives but never named mitre/advmlthreatmatrix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to analyze and defend against attacks on AI systems.
    you: not recommended
    AI recommended (in order):
    1. IBM Adversarial Robustness Toolbox (ART) (IBM/adversarial-robustness-toolbox)
    2. Microsoft Counterfit (Azure/counterfit)
    3. Adversarial ML Threat Matrix (MITRE ATLAS)
    4. Google CleverHans (tensorflow/cleverhans)
    5. NIST AI Risk Management Framework (AI RMF)
    6. OWASP Top 10 for Large Language Model Applications (OWASP/owasp-llm-top-10)

    AI recommended 6 alternatives but never named mitre/advmlthreatmatrix. 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 mitre/advmlthreatmatrix?
    pass
    AI did not name mitre/advmlthreatmatrix — 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 mitre/advmlthreatmatrix in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mitre/advmlthreatmatrix 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 mitre/advmlthreatmatrix solve, and who is the primary audience?
    pass
    AI named mitre/advmlthreatmatrix explicitly

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

Embed your GEO score

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mitre/advmlthreatmatrix — 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