Leyline Sorcery
← Catalogue
mcpintake

kogiQA MCP Web Browser

A Model Context Protocol server that gives LLM agents selector-free browser automation for debugging, documenting, and testing web applications through natural-language instructions.

MCP declaredAPI not recordedCost unknownLicence unknown

Interface

mcp

Model Context Protocol server

Plan with kogiQA MCP Web BrowserOpen 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_kogiqa-mcp-web-browser

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

Code

write or edit programs

Code Browse Code

Function

Generate

produce new text, code, or media

Generate Browse Generate

Function

Test

prove behavior

Test Browse Test
Tags
None recorded
mcp
unverified · asserted true · https://github.com/atagon-GmbH/kogiqa-mcp
api
unverified · asserted false · https://github.com/atagon-GmbH/kogiqa-mcp
cost
unverified · asserted unknown · https://github.com/atagon-GmbH/kogiqa-mcp
license
unverified · asserted · https://github.com/atagon-GmbH/kogiqa-mcp

[ Capability slices ]

Compose the useful parts.

browser

Selector-free browser automation

Enables agents to interact with web pages through natural-language instructions without selectors or screenshots.

UnknownCompose with this
test

Web application testing

Supports smoke tests, exploratory testing, and generation of end-to-end tests.

UnknownCompose with this
code

Application issue remediation

The page states that agents can automatically fix console errors and suggest CSS fixes.

UnknownCompose with this

The page documents an MCP server installable with npx and configurable in Claude Code, VS Code, Cursor, and other MCP clients. This supports composition with MCP-capable agents for browser interaction. No separate API is stated, and operational limits or hosted-service terms are unknown.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot as
    Grok (xAI) Shared functions code, connect, generate, search. Can fill the same function slot.
  • Fills the same slot as
    RTK Shared functions code, search, test. Can fill the same function slot.
  • Fills the same slot as
    REA Shared functions code, connect, test. Can fill the same function slot.
  • Fills the same slot as
    Invisible Playwright MCP Shared functions browser, code, connect, search. Can fill the same function slot.
  • Fills the same slot as
    TinyFish Shared functions browser, connect, search. Can fill the same function slot.
  • Fills the same slot as
    Executor Shared functions code, connect. Can fill the same function slot.
  • Fills the same slot as
    Search Shared functions browser, search. Can fill the same function slot.
  • Fills the same slot as
    Soar Shared functions connect, 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.