REPOGEO REPORT · LITE

0xSteph/pentest-ai-agents

Default branch main · commit 504b2ccc · scanned 5/17/2026, 7:26:15 PM

GitHub: 1,381 stars · 297 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 0xSteph/pentest-ai-agents, 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

Strengthen README H1 tagline to emphasize 'AI agent framework'

Why:

CURRENT

**35 Claude Code subagents for penetration testing.**

COPY-PASTE FIX

**The AI Agent Framework for Offensive Security: 35 Claude Code subagents for penetration testing.**

mediumabout#2

Refine the repository description to emphasize 'AI agent framework'

Why:

CURRENT

Turn Claude Code into your offensive security research assistant. Specialized AI subagents for authorized penetration testing plan engagements, analyze recon, research exploits, build detections, audit STIGs, and write reports.

COPY-PASTE FIX

An AI agent framework that turns Claude Code into your offensive security research assistant. It provides specialized AI subagents for authorized penetration testing plan engagements, analyzing recon, researching exploits, building detections, auditing STIGs, and writing reports.

mediumcomparison#3

Add a 'Comparison' section to the README

Why:

COPY-PASTE FIX

Add a new section titled "## Comparison to Alternatives" that explains how pentest-ai-agents differs from tools like Metasploit Framework (by being an AI agent framework), Burp Suite (by automating broader pentesting tasks with AI), and ChatGPT (by offering specialized, domain-aware subagents for offensive security).

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 0xSteph/pentest-ai-agents

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Metasploit Framework

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Metasploit Framework · recommended 2×
ChatGPT · recommended 1×
BlackMamba · recommended 1×
Burp Suite · recommended 1×
Shodan · recommended 1×

CATEGORY QUERY
What AI tools can assist with offensive security research and penetration test planning?
you: not recommended
AI recommended (in order):
1. ChatGPT
2. BlackMamba
3. Metasploit Framework
4. Burp Suite
5. Shodan
6. GitHub Copilot
7. Hugging Face Transformers (huggingface/transformers)
AI recommended 7 alternatives but never named 0xSteph/pentest-ai-agents. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can AI agents help automate red team engagements and security compliance audits?
you: not recommended
AI recommended (in order):
1. Metasploit Framework
2. Cymulate
3. Picus Security
4. AttackIQ
5. Prowler
6. Drata
7. Vanta
8. Hyperproof
9. JupiterOne
10. OpenSCAP
AI recommended 10 alternatives but never named 0xSteph/pentest-ai-agents. 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 0xSteph/pentest-ai-agents?
pass
AI named 0xSteph/pentest-ai-agents explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts 0xSteph/pentest-ai-agents in production, what risks or prerequisites should they evaluate first?
pass
AI named 0xSteph/pentest-ai-agents 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 0xSteph/pentest-ai-agents solve, and who is the primary audience?
pass
AI named 0xSteph/pentest-ai-agents 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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MARKDOWN (README)

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0xSteph/pentest-ai-agents — 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