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nvidia-ai-blueprints/video-search-and-summarization

https://github.com/NVIDIA-AI-Blueprints/video-search-and-summarization · lang: python · LOC: · source: user_submitted

Quality
65.3
Grade B-
Security
51.3
Findings
14
0 critical · 3 high
Status
completed
May 16, 2026 01:59
info: 7 medium: 4 high: 3
Top rules by occurrence
RuleSeverityCount
SEC015 Insecure Randomness for Security medium 4
SEC017 Unbounded Input to LLM/External API medium 4
SEC016 LLM Prompt Injection — User Input in AI Prompt high 4
SEC020 Secret Printed to Logs high 2
First 14 findings (severity-sorted)
high SEC016 LLM Prompt Injection — User Input in AI Prompt
agent/src/vss_agents/agents/critic_agent.py:201 · conf 0.90
[SEC016] LLM Prompt Injection — User Input in AI Prompt: User-supplied text is interpolated directly into an AI/LLM prompt (e.g. OpenAI, Anthropic, or local model). This is the AI equivalent of SQL i…
high SEC016 LLM Prompt Injection — User Input in AI Prompt
agent/src/vss_agents/evaluators/report_evaluator/field_evaluators/llm_judge.py:130 · conf 0.90
[SEC016] LLM Prompt Injection — User Input in AI Prompt: User-supplied text is interpolated directly into an AI/LLM prompt (e.g. OpenAI, Anthropic, or local model). This is the AI equivalent of SQL i…
high SEC016 LLM Prompt Injection — User Input in AI Prompt
agent/src/vss_agents/tools/template_report_gen.py:953 · conf 0.90
[SEC016] LLM Prompt Injection — User Input in AI Prompt: User-supplied text is interpolated directly into an AI/LLM prompt (e.g. OpenAI, Anthropic, or local model). This is the AI equivalent of SQL i…
medium SEC015 Insecure Randomness for Security
ui/packages/nemo-agent-toolkit-ui/middleware.ts:23 · conf 1.00
[SEC015] Insecure Randomness for Security: Weak PRNG used in security-sensitive context. Output is predictable.
medium SEC017 Unbounded Input to LLM/External API
agent/src/vss_agents/agents/critic_agent.py:201 · conf 0.80
[SEC017] Unbounded Input to LLM/External API: User input is passed to an LLM or external AI API (OpenAI, Anthropic, etc.) without any visible length or size validation. This creates two risks: (1) Co…
medium SEC017 Unbounded Input to LLM/External API
agent/src/vss_agents/evaluators/report_evaluator/field_evaluators/llm_judge.py:130 · conf 0.80
[SEC017] Unbounded Input to LLM/External API: User input is passed to an LLM or external AI API (OpenAI, Anthropic, etc.) without any visible length or size validation. This creates two risks: (1) Co…
medium SEC017 Unbounded Input to LLM/External API
agent/src/vss_agents/tools/template_report_gen.py:953 · conf 0.80
[SEC017] Unbounded Input to LLM/External API: User input is passed to an LLM or external AI API (OpenAI, Anthropic, etc.) without any visible length or size validation. This creates two risks: (1) Co…
info SEC015 Insecure Randomness for Security
· conf 0.20
[SEC015] Insecure Randomness for Security (and 4 more): Same pattern found in 4 additional files. Review if needed.
info SEC015 Insecure Randomness for Security
ui/packages/nv-metropolis-bp-vss-ui/video-management/lib-src/utils.ts:107 · conf 0.15
[SEC015] Insecure Randomness for Security: Weak PRNG used in security-sensitive context. Output is predictable.
info SEC015 Insecure Randomness for Security
ui/packages/nv-metropolis-bp-vss-ui/video-management/lib-src/VideoManagementComponent.tsx:67 · conf 0.15
[SEC015] Insecure Randomness for Security: Weak PRNG used in security-sensitive context. Output is predictable.
info SEC016 LLM Prompt Injection — User Input in AI Prompt
· conf 0.20
[SEC016] LLM Prompt Injection — User Input in AI Prompt (and 1 more): Same pattern found in 1 additional files. Review if needed.
info SEC017 Unbounded Input to LLM/External API
· conf 0.20
[SEC017] Unbounded Input to LLM/External API (and 1 more): Same pattern found in 1 additional files. Review if needed.
info SEC020 Secret Printed to Logs
agent/src/vss_agents/tools/evaluation_compressor.py:88 · conf 0.15
[SEC020] Secret Printed to Logs: Debug or diagnostic code appears to print a credential-bearing value. This is a frequent AI-assisted coding failure: the helper exposes the exact value needed for tro…
info SEC020 Secret Printed to Logs
deployments/vlm-as-verifier/scripts/env-substitute.py:83 · conf 0.10
[SEC020] Secret Printed to Logs: Debug or diagnostic code appears to print a credential-bearing value. This is a frequent AI-assisted coding failure: the helper exposes the exact value needed for tro…

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