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1 month ago

glama

ai-vision-mcp

Provides AI-powered image and video analysis using Google Gemini and Vertex AI models through the Model Context Protocol.

→ tan-yong-sheng/ai-vision-mcp · listed on glama

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// key findings

🚨

Secret credentials may flow to a network call

1 flow detected: GEMINI_API_KEY. We can’t prove the destination matches the brand the credential belongs to.

🚨

Known vulnerabilities in dependencies: 1 critical

Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.

⚠️

Tests do not pass

Either the test suite is broken or the code regressed. Either way the published behaviour can’t be verified by the publisher’s own tests.

🔐

You'll be asked for 3 credentials: GEMINI_API_KEY, VERTEX_PRIVATE_KEY, YOUTUBE_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// known CVEs in dependencies1 critical

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

criticalvitest@4.0.18GHSA-5xrq-8626-4rwp

When Vitest UI server is listening, arbitrary file can be read and executed

Depend on this server? Get alerted when its CVEs change.Watch this server free →

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configAI_VISION_LOG_MODELS

configALLOWED_IMAGE_FORMATS

configALLOWED_VIDEO_FORMATS

configANALYZE_IMAGE_MODEL— export ="gemini-2.5-flash-lite"

configANALYZE_VIDEO_MODEL— export ="gemini-2.5-flash-pro"

configANNOTATION_FONT_PATH

configCOMPARE_IMAGES_MODEL— export ="gemini-2.5-flash"

configDETECT_OBJECTS_IN_IMAGE_MODEL

configGCS_BUCKET_NAME— export ="your-gcs-bucket"

🔐 secretGEMINI_API_KEY— export ="your-gemini-api-key"

configGEMINI_BASE_URL

configGEMINI_FILES_API_THRESHOLD

configIMAGE_MODEL

configIMAGE_PROVIDER— export ="google" # or vertex_ai

configLOG_LEVEL

configMAX_IMAGES_FOR_COMPARISON

configMAX_IMAGE_SIZE

configMAX_TOKENS— export =1500

configMAX_TOKENS_FOR_ANALYZE_IMAGE

configMAX_TOKENS_FOR_ANALYZE_VIDEO

configMAX_TOKENS_FOR_AUDIT_DESIGN

configMAX_TOKENS_FOR_COMPARE_IMAGES

configMAX_TOKENS_FOR_DETECT_OBJECTS_IN_IMAGE— 8192 # High token limit for JSON

configMAX_TOKENS_FOR_IMAGE

configMAX_TOKENS_FOR_VIDEO

configMAX_VIDEO_DURATION

configMAX_VIDEO_SIZE

configTEST_MODEL

configTOP_K

configTOP_K_FOR_ANALYZE_IMAGE

configTOP_K_FOR_ANALYZE_VIDEO

configTOP_K_FOR_AUDIT_DESIGN

configTOP_K_FOR_COMPARE_IMAGES

configTOP_K_FOR_DETECT_OBJECTS_IN_IMAGE— 30 # Vocabulary selection

configTOP_K_FOR_IMAGE

configTOP_K_FOR_VIDEO

configTOP_P

configTOP_P_FOR_ANALYZE_IMAGE

configTOP_P_FOR_ANALYZE_VIDEO

configTOP_P_FOR_AUDIT_DESIGN

configTOP_P_FOR_COMPARE_IMAGES

configTOP_P_FOR_DETECT_OBJECTS_IN_IMAGE— 0.95 # Nucleus sampling

configTOP_P_FOR_IMAGE

configTOP_P_FOR_VIDEO

configVERTEX_AI_FILES_API_THRESHOLD

configVERTEX_CLIENT_EMAIL— export ="your-service-account@project.iam.gserviceaccount.com"

configVERTEX_ENDPOINT

configVERTEX_LOCATION

🔐 secretVERTEX_PRIVATE_KEY— export ="-----BEGIN PRIVATE KEY-----\n...\n-----END PRIVATE KEY-----\n"

configVERTEX_PROJECT_ID— export ="your-gcp-project-id"

configVIDEO_MODEL

configVIDEO_PROVIDER— export ="google" # or vertex_ai

🔐 secretYOUTUBE_API_KEY

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 5 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/tan-yong-sheng-ai-vision-mcp-1d1dxo)](https://m8ven.ai/mcp/tan-yong-sheng-ai-vision-mcp-1d1dxo)

commit: ad9acf02bf44d11434d0fd6ee6f879b8417013a6

code hash: 2d3f86b0fec49cd2e74f960dd8b72a8067c404be61c419195b4b1ff4cd8602ac

verified: 6/13/2026, 10:18:33 AM

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