vertex-ai-api-dev

Warn

Audited by Runlayer on Mar 5, 2026

Risk Level: MEDIUM
Scan Summary
Max Score
81%
Files
10
Flagged
6
Chunks
11
Flagged Files (6)
vertex-ai-api-dev/references/advanced_features.mdMEDIUM
80.9%

Malicious tool definition detected

```python from google import genai from google.genai import types client = genai.Client() response = client.models.generate_content( model="gemini-3.1-pro-preview", contents="solve x^2 + 4x + 4 = 0", config=types.GenerateContentConfig( thinking_config=types.ThinkingConfig( thinking_level=types.ThinkingLevel.HIGH ) ) ) # Access thoughts if returned for part in response.candidates[0].content.parts: if part.thought: print(f"Thought: {part.text}") else: print(f"Final Answer: {part.text}") ``` ## Mod

vertex-ai-api-dev/references/model_tuning.mdMEDIUM
80.4%

Malicious tool definition detected

```python import time from google import genai from google.genai import types client = genai.Client() training_dataset = types.TuningDataset( gcs_uri="gs://your-bucket/sft_train_data.jsonl", ) tuning_job = client.tunings.tune( base_model="gemini-3-flash-preview", training_dataset=training_dataset, config=types.CreateTuningJobConfig(

vertex-ai-api-dev/references/live_api.mdMEDIUM
76.9%

Malicious tool definition detected

Gemini, are you there?" await session.send_client_content( turns=types.Content(role="user", parts=[types.Part.from_text(text=text_input)]) ) async for message in session.receive(): if message.text: print(message.text, end="") asyncio.run(generate_content()) ``` For sending audio: ```python await session.send_realtime_input( media=Blob(data=audio_bytes, mime_type="audio/pcm;rate=16000") ) ```

vertex-ai-api-dev/references/embeddings.mdLOW
71.9%

Malicious tool definition detected

Tool: vertex-ai-api-dev/references/embeddings.md Description: # Text Embeddings Generate embeddings for text content to perform semantic search, clustering, and other NLP tasks.

vertex-ai-api-dev/references/bounding_box.mdLOW
58.9%

Tool passed security scan

vertex-ai-api-dev/SKILL.mdLOW
54.4%

Tool passed security scan

Passed Files (4)Click to expand
vertex-ai-api-dev/references/safety.mdOK
50.0%

Tool passed security scan

vertex-ai-api-dev/references/text_and_multimodal.mdOK
40.9%

Tool passed security scan

vertex-ai-api-dev/references/structured_and_tools.mdOK
34.9%

Tool passed security scan

vertex-ai-api-dev/references/media_generation.mdOK
24.2%

Tool passed security scan

Audit Metadata
Max File Score
81%
Classification
UNKNOWN_SERVER
Files Scanned
10
Files Flagged
6
Chunks Analyzed
11
Analyzed
Mar 5, 2026, 08:15 AM
Security Audit — runlayer — vertex-ai-api-dev