UI Perception Engine

Item: UI Perception Engine
Rating: 74
Author: M8ven

Enables AI agents to perceive and interact with web interfaces by extracting a unified UI Scene Graph from live URLs, providing tools for navigation, element detection, visual analysis, and state tracking.

→ dirkknibbe/uipe · listed on glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find.

Install from

Glama

M8ven verifies MCPs across every public registry — install directly from whichever one you prefer.

// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 2 credentials: ANTHROPIC_API_KEY, CLAUDE_API_KEY

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

// required environment variables

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

🔐 secretANTHROPIC_API_KEY— "": "sk-ant-..."

configBROWSER_HEADLESS

configBROWSER_VIEWPORT_HEIGHT

configBROWSER_VIEWPORT_WIDTH

🔐 secretCLAUDE_API_KEY

configFRAME_CAPTURE_BASE_FPS

configFRAME_CAPTURE_BURST_DURATION_MS

configFRAME_CAPTURE_BURST_FPS

configFRAME_DIFF_THRESHOLD

configKV_REST_API_URL

configLOG_LEVEL

configMAX_SCENE_GRAPH_HISTORY

configMAX_TRANSITION_HISTORY

configOLLAMA_MODEL— "": "qwen3-vl:8b",

configOLLAMA_TIMEOUT_MS

configOLLAMA_URL— "": "http://localhost:11434",

configOMNIPARSER_TIMEOUT_MS

configOMNIPARSER_URL— "": "http://localhost:8100",

configPIXEL_DIFF_THRESHOLD

configUIPE_COMPONENT_INDEX_DIR

configUIPE_FLOW_MODEL_SHA256

configUIPE_FLOW_MODEL_URL

configVISION_PROVIDER

configVISION_BACKEND

// 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 6 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/dirkknibbe-uipe-1i7ea0)](https://m8ven.ai/mcp/dirkknibbe-uipe-1i7ea0)

commit: fd0568242ea86834ab381abe8c72e85af0c39fab

code hash: 5628f3f88aef11c47ede03c9dda0c819e576ff2f9e8c186c620f199b1b00fa4b

verified: 6/22/2026, 12:36:13 PM

view raw JSON →