Cvss4 scoring
OmniRed: Multi-AI offensive security skills library for Claude, ChatGPT, Gemini & Microsoft Copilot — with unique MCP, LLM-pipeline, and AI-native attack categories. By Sunil Gentyala, Independent Researcher.
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CVSS v4.0 scoring guide for red team findings. Covers all metric groups (Base, Threat, Environmental, Supplemental), AI/LLM-specific scoring considerations, and OWASP LLM Top 10 to CVSS mapping.
The file declares its own license as Apache-2.0. That is the author’s claim about this one file, and it is not the same thing as the license GitHub reports for the repository, which is listed with the other numbers below.
SKILL.md
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CVSS v4.0 Scoring Guide
Base Metrics
Exploitability Metrics
| Metric | Values | Notes |
|---|---|---|
| AV (Attack Vector) | N/A/L/P | Network=remotely exploitable; Physical=requires device |
| AC (Attack Complexity) | L/H | H=requires specific conditions or luck |
| AT (Attack Requirements) | N/P | P=target must be in non-default configuration |
| PR (Privileges Required) | N/L/H | |
| UI (User Interaction) | N/P/A | N=no user needed; A=user must actively engage |
Impact Metrics (Vulnerable System)
| Metric | Values |
|---|---|
| VC (Confidentiality) | H/L/N |
| VI (Integrity) | H/L/N |
| VA (Availability) | H/L/N |
Impact Metrics (Subsequent Systems)
| Metric | Values | Notes |
|---|---|---|
| SC (Confidentiality) | H/L/N | Impact on other systems in scope |
| SI (Integrity) | H/L/N | |
| SA (Availability) | H/L/N |
Common Findings — Quick Scores
| Finding | CVSS v4.0 Vector | Score |
|---|---|---|
| Unauthenticated RCE | AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:H/SC:H/SI:H/SA:H | 10.0 |
| SQLi (auth bypass) | AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:H/VA:N/SC:N/SI:N/SA:N | 9.3 |
| Stored XSS (session hijack) | AV:N/AC:L/AT:N/PR:L/UI:A/VC:H/VI:L/VA:N/SC:N/SI:N/SA:N | 7.1 |
| Reflected XSS | AV:N/AC:L/AT:N/PR:N/UI:A/VC:L/VI:L/VA:N/SC:N/SI:N/SA:N | 5.3 |
| SSRF (internal) | AV:N/AC:L/AT:N/PR:N/UI:N/VC:H/VI:N/VA:N/SC:H/SI:N/SA:N | 8.6 |
| IDOR (read) | AV:N/AC:L/AT:N/PR:L/UI:N/VC:H/VI:N/VA:N/SC:N/SI:N/SA:N | 7.1 |
AI/LLM-Specific Scoring
Standard CVSS was designed for traditional software. Apply these adjustments for AI vulnerabilities:
Prompt Injection (Direct)
AV:N — Network (user input over API/web)
AC:L — No special conditions
AT:N — Default configurations are vulnerable
PR:N — Unauthenticated in most products
UI:N — No user interaction beyond sending the prompt
VC:H — System prompt, tool configs, session data
VI:H — Agent can be directed to take harmful actions
VA:N — Usually doesn't affect availability
SC:H — Multi-agent pipelines: subsequent systems affected
Indirect Prompt Injection (via RAG/web)
AV:N — Attacker controls external content
AC:H — Requires agent to retrieve attacker content
AT:P — Requires agent to have retrieval capability
PR:N — No credentials needed (content is public)
UI:N — Agent retrieves autonomously
SC:H — High: affects all users who trigger retrieval
MCP Tool Poisoning
AV:N — Network (unauthenticated tools/list)
AC:L — Low (no special conditions)
AT:N — None
PR:N — Unauthenticated endpoint
UI:N — Agent connects automatically
VC:H — Full context window visible to poisoned tool
VI:H — Agent can be directed to write files, call APIs
SC:H — Other MCP servers and downstream agents affected
Score: ~9.3
Threat Metrics (Optional)
E (Exploit Maturity)
- U = Unreported
- P = Proof-of-Concept
- A = Attacked (in-the-wild exploitation confirmed)
Supplemental Metrics
S (Safety) — N/P: physical harm possible
AU (Automatable) — N/Y: can be automated at scale
R (Recovery) — A/U/I: automatic/user/irrecoverable
V (Value Density) — D/C: diffuse/concentrated
RE (Effort) — L/M/H: low/medium/high response effort
U (Urgency) — Clear/Green/Amber/Red
Calculator
Use the official FIRST calculator: https://www.first.org/cvss/calculator/4-0