REPOGEO REPORT · LITE

aliasrobotics/cai

Default branch main · commit 7ec0b4cc · scanned 5/17/2026, 12:42:24 AM

GitHub: 8,521 stars · 1,243 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)

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

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 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 aliasrobotics/cai, 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

Add a concise, differentiating opening statement to the README

Why:

CURRENT

# Cybersecurity AI (`CAI`)

COPY-PASTE FIX

# Cybersecurity AI (`CAI`)

CAI is a specialized framework designed to secure AI applications and large language models against cyber threats, distinct from general cloud security tools or foundational ML libraries.

mediumabout#2

Enhance the repository description for clearer positioning

Why:

CURRENT

Cybersecurity AI (CAI), the framework for AI Security

COPY-PASTE FIX

CAI is a specialized framework for AI Security, providing tools and methodologies to protect AI applications and large language models (LLMs) from cyber threats and adversarial attacks.

mediumreadme#3
Clarify the existing license in the README
Why:
COPY-PASTE FIX
```
This project is released under the terms specified in the [LICENSE](LICENSE) file.
```

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 aliasrobotics/cai

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

AWS Security Hub

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

AWS Security Hub · recommended 1×
Azure Security Center · recommended 1×
Google Cloud Security Command Center · recommended 1×
Palo Alto Networks Prisma Cloud · recommended 1×
Apigee · recommended 1×

CATEGORY QUERY
How can I secure my AI applications and large language models from cyber threats?
you: not recommended
AI recommended (in order):
1. AWS Security Hub
2. Azure Security Center
3. Google Cloud Security Command Center
4. Palo Alto Networks Prisma Cloud
5. Apigee
6. Azure API Management
7. AWS API Gateway
8. Kong Gateway
9. Cloudflare WAF
10. Akamai Kona Site Defender
11. AWS WAF
12. IBM Watson OpenScale
13. Microsoft Azure Machine Learning
14. OWASP Top 10 for Large Language Model Applications (LLM Top 10)
15. Varonis Data Security Platform
16. Immuta
17. Contrast Security
18. Veracode RASP
AI recommended 18 alternatives but never named aliasrobotics/cai. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What frameworks help integrate AI into cybersecurity operations and penetration testing?
you: not recommended
AI recommended (in order):
1. OpenAI API / Azure OpenAI Service
2. TensorFlow / Keras
3. PyTorch
4. Scikit-learn
5. MITRE ATT&CK Framework
6. Splunk UBA
7. Elastic Security
8. IBM Security QRadar Advisor with Watson
9. Microsoft Azure Sentinel / Microsoft 365 Defender
AI recommended 9 alternatives but never named aliasrobotics/cai. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 aliasrobotics/cai?
pass
AI named aliasrobotics/cai explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts aliasrobotics/cai in production, what risks or prerequisites should they evaluate first?
pass
AI named aliasrobotics/cai 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 aliasrobotics/cai solve, and who is the primary audience?
pass
AI named aliasrobotics/cai explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of aliasrobotics/cai. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/aliasrobotics/cai.svg)](https://repogeo.com/en/r/aliasrobotics/cai)

HTML

<a href="https://repogeo.com/en/r/aliasrobotics/cai"><img src="https://repogeo.com/badge/aliasrobotics/cai.svg" alt="RepoGEO" /></a>

Pro

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aliasrobotics/cai — 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