Paper Deep Reading

Security checks across malware telemetry and agentic risk

Overview

This skill is a coherent research-paper analysis helper with local text-processing scripts, though its dependency pins and registry tags should be cleaned up.

Install this for paper-reading workflows only if you are comfortable giving the agent access to the specific paper/source folders you provide. Use a narrow input directory and local output path, verify any online sources the agent retrieves, and pin or audit markdown and pyyaml versions in controlled environments. The publisher should correct the unrelated crypto and purchase capability tags.

SkillSpector

By NVIDIA
Vulnerability Patterns
  • Supply ChainUnpinned Dependencies, External Script Fetching, Obfuscated Code
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Privilege EscalationExcessive Permissions, Sudo/Root Execution, Credential Access
  • Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep
Findings (2)

Known Vulnerable Dependency: markdown — 2 advisory(ies): CVE-2025-69534 (Python-Markdown has an Uncaught Exception); CVE-2025-69534 (Python-Markdown version 3.8 contain a vulnerability where malformed HTML-like se)

High
Category
Supply Chain
Confidence
77% confidence
Finding
markdown

Known Vulnerable Dependency: pyyaml — 8 advisory(ies): CVE-2019-20477 (Deserialization of Untrusted Data in PyYAML); CVE-2020-1747 (Improper Input Validation in PyYAML); CVE-2020-14343 (Improper Input Validation in PyYAML) +5 more

Critical
Category
Supply Chain
Confidence
96% confidence
Finding
pyyaml

VirusTotal

56/56 vendors flagged this skill as clean.

View on VirusTotal