REPOGEO REPORT · LITE
PurpleAILAB/Decepticon
Default branch main · commit fd485c15 · scanned 5/23/2026, 9:01:33 PM
GitHub: 4,013 stars · 791 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 PurpleAILAB/Decepticon, 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.
- highreadme#1Reposition README opening to explicitly state core function
Why:
CURRENT"Another AI hacker? Let us guess — it runs nmap and writes a report."
COPY-PASTE FIXDecepticon is an advanced, autonomous AI agent designed for red team operations, cybersecurity pentesting, and vulnerability assessment. It leverages generative AI to simulate sophisticated hacking techniques and identify weaknesses in systems, going beyond simple scanning to provide actionable insights.
- mediumreadme#2Add a 'What Decepticon Does' section to detail capabilities
Why:
COPY-PASTE FIXAdd a new section immediately after the introductory paragraph (or video) titled 'What Decepticon Does' or 'Key Capabilities,' listing specific actions it performs, e.g., 'Automated reconnaissance,' 'Exploitation of common vulnerabilities,' 'Post-exploitation activities,' 'Vulnerability reporting,' etc.
- lowreadme#3Clarify Decepticon's unique approach and differentiators
Why:
COPY-PASTE FIXAdd a section like 'Why Decepticon?' or 'How is Decepticon Different?' that explains its unique focus (e.g., 'Unlike traditional scanners, Decepticon employs a sophisticated agentic architecture to adapt and learn during engagements, focusing on real-world attack simulations rather than just static vulnerability checks.')
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.
- MITRE/caldera · recommended 1×
- AttackIQ Security Optimization Platform · recommended 1×
- prowler-cloud/prowler · recommended 1×
- OpenAI GPT-4 / GPT-3.5 · recommended 1×
- Anthropic Claude · recommended 1×
- CATEGORY QUERYHow can I automate red team exercises using an AI-powered hacking agent?you: not recommendedAI recommended (in order):
- Caldera (MITRE/caldera)
- AttackIQ Security Optimization Platform
- Prowler (prowler-cloud/prowler)
- OpenAI GPT-4 / GPT-3.5
- Anthropic Claude
- Google Gemini
- OpenAI Gym (openai/gym)
- Stable Baselines3 (DLR-RM/stable-baselines3)
- Nessus
- OpenVAS (greenbone/openvas)
- Metasploit Framework (rapid7/metasploit-framework)
- Nuclei (projectdiscovery/nuclei)
AI recommended 12 alternatives but never named PurpleAILAB/Decepticon. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat generative AI tools assist with autonomous cybersecurity pentesting and vulnerability assessment?you: not recommendedAI recommended (in order):
- PlexTrac
- Nucleus Security
- Vulcan Cyber
- NodeZero
- Picus Complete Security Validation Platform
- Tenable.io
- Lumin Exposure View
- Rapid7 InsightVM
- InsightConnect
- Cymulate
AI recommended 10 alternatives but never named PurpleAILAB/Decepticon. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
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 PurpleAILAB/Decepticon?passAI named PurpleAILAB/Decepticon explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts PurpleAILAB/Decepticon in production, what risks or prerequisites should they evaluate first?passAI named PurpleAILAB/Decepticon 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 PurpleAILAB/Decepticon solve, and who is the primary audience?passAI named PurpleAILAB/Decepticon 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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[](https://repogeo.com/en/r/PurpleAILAB/Decepticon)<a href="https://repogeo.com/en/r/PurpleAILAB/Decepticon"><img src="https://repogeo.com/badge/PurpleAILAB/Decepticon.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
PurpleAILAB/Decepticon — 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