74
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6 days ago
glama

Hybrid Vision MCP Server

Bridges local vision engines (Tesseract.js OCR and Sharp preprocessing) with Ollama vision models for image analysis, comparison, text localization, and browser screenshot annotation over MCP-compliant HTTP/SSE transports.

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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configCORS_ORIGINS(empty = allow all) Comma-separated list of allowed CORS origins for the /upload endpoint.
configDOWNLOAD_DIR./tmp/hvm-downloads Directory for downloaded images from URLs (via download_image tool or transparent URL resolution).
configFEEDBACK_DIR/tmp/hvm-feedback Directory for saved output images (annotations, diffs, overlays).
configMAX_DOWNLOAD_SIZE_MB50 Maximum download size in megabytes for URL-based image downloads.
configMAX_UPLOAD_SIZE_MB20 Maximum upload size in megabytes.
configMCP_REQUEST_TIMEOUT_MS300000 Timeout for MCP client request/response in milliseconds. Heavy vision tools may exceed the default 60s SDK timeout; set this to match or exceed OLLAMA_TIMEOUT_MS.
configMCP_SERVER_URL
configOLLAMA_HOSTOllama running locally (or reachable via )
configOLLAMA_TIMEOUT_MS180000 Timeout for Ollama vision requests in milliseconds.
configPORT11402 Express listener port.
configUPLOAD_DIR/tmp/hvm-uploads Directory for temporary binary image uploads.
configUPLOAD_RATE_LIMIT10 Maximum upload requests per minute per client IP.
configVISION_MODEL_FASTllava:13b Default vision model for analyze_image and detect_ui_elements.
configVISION_MODEL_HEAVYqwen3-vl:30b Default vision model for find_text_element, compare_images, browser_screenshot_analysis, visual_diff, and detect_ui_elements.
// 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/sameersemna-hybrid-vision-mcp-cyyptl)](https://m8ven.ai/mcp/sameersemna-hybrid-vision-mcp-cyyptl)
commit: 8f37e597244dac12509575a788ed07d7832cdee8
code hash: f31f031167557e5b23a006edc0876e813e47d53299d685216500c0c7024195ee
verified: 7/25/2026, 8:35:28 AM
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