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mcpintake

VUDA (Visual UI Debug Agent)

An MCP server using Playwright to let AI models visually analyze, automate, test, and debug web interfaces.

MCP declaredAPI not recordedCost unknownLicence unknown

Interface

mcp

Model Context Protocol server

Plan with VUDA (Visual UI Debug Agent)Open homepage

[ Observed sample ]

Frequency in Leyline's observed sample

The count is distinct observed stacks. It is not a Score input.

This component is not in Leyline's observed sample.

Record cmp_vuda-visual-ui-debug-agent

Open ranks

[ Score explain ]

Why the Score is 6

How Score works

Score v2 uses only observed signals. The displayed contribution is weight × value × 100. Missing factors are insufficient evidence.

Score factor

GitHub health

18% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Agent use

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Human notes

14% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Composability

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Checklist

10% weight. An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.

Value 0.33 · 3.3 points

10% weight × 0.33 value

3.3 points

An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.

Score factor

Evidence quality

14% weight. 1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.

Value 0.18 · 2.5 points

14% weight × 0.18 value

2.5 points

1 sources cover 1 evidence types. The latest dated evidence is 2026-11-04. Freshness is omitted unless observed as a signal.

Score factor

Benchmarks

12% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Total5.87 → 6 after rounding

GitHub health: insufficient evidence

Agent use: insufficient evidence

Human notes: insufficient evidence

Composability: insufficient evidence

Benchmarks: insufficient evidence

[ Claims ]

Publisher-asserted record

Claims are what the publisher declares. Score uses observed signals, not these assertions, except for checklist fields derived from interfaces. MCP, API, cost, and license claims are marked verified, unverified, or contradicted from intake evidence.

Kind
mcp
Interfaces

Interface

mcp

Model Context Protocol server

Functions

Function

Connect

speak a protocol (MCP, API, CLI)

Connect Browse Connect

Function

Browser

operate a live page

Browser Browse Browser

Function

Crawl

walk the public web

Crawl Browse Crawl

Function

Extract

pull a fact or field out

Extract Browse Extract

Function

Index

make retrieval cheap

Index Browse Index

Function

Monitor

alert on drift

Monitor Browse Monitor

Function

Retrieve

fetch stored knowledge

Retrieve Browse Retrieve
Tags
None recorded
mcp
unverified · asserted true · https://github.com/samihalawa/visual-ui-debug-agent-mcp
api
unverified · asserted false · https://github.com/samihalawa/visual-ui-debug-agent-mcp
cost
unverified · asserted unknown · https://github.com/samihalawa/visual-ui-debug-agent-mcp
license
unverified · asserted · https://github.com/samihalawa/visual-ui-debug-agent-mcp

[ Capability slices ]

Compose the useful parts.

browser

Playwright browser control

Navigate pages and interact through clicks, form filling, selection, hovering, keyboard input, drag-and-drop, and browser history controls.

UnknownCompose with this
extract

Page and DOM inspection

Extract visible text or rendered HTML and inspect DOM elements, styles, and properties.

UnknownCompose with this
crawl

Sitemap crawling

Crawl sitemaps and analyze page structure.

UnknownCompose with this
monitor

Performance and console monitoring

Measure page performance and Core Web Vitals while capturing console errors, warnings, and logs.

UnknownCompose with this

The page declares an MCP server configurable with Claude Desktop and other MCP clients, plus programmatic MCP SDK usage. It requires Node.js 18 or later. API endpoint testing is a tool capability, but no standalone VUDA API interface is declared.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot as
    Exa Shared functions connect, crawl, extract, retrieve, search. Can fill the same function slot.
  • Fills the same slot as
    TinyFish Shared functions browser, connect, crawl, extract, search. Can fill the same function slot.
  • Fills the same slot as
    Context.dev Shared functions connect, crawl, extract, search. Can fill the same function slot.
  • Fills the same slot as
    Firecrawl Shared functions connect, crawl, extract, search. Can fill the same function slot.
  • Fills the same slot as
    DataForSEO Shared functions extract, retrieve, search. Can fill the same function slot.
  • Fills the same slot as
    Litescrape Shared functions extract, retrieve, search. Can fill the same function slot.
  • Fills the same slot as
    Search1API Shared functions crawl, extract, search. Can fill the same function slot.
  • Fills the same slot as
    TikHub Shared functions extract, retrieve, search. Can fill the same function slot.

[ Signals ]

Observed evidence and source claims

Signals carry source, method, and observedAt. Source review dates and evidence basis are shown separately. Unobserved metrics stay insufficient evidence.

  • web
    executor

    Evidence basis unknown · Check date unknown · Source date 2026-11-04

No social source is stored.

Suggest a correction

Propose a change with a public source. Corrections wait for review before the card changes.

[ Notes ]

No notes are stored.