plori.ai WebMCP audit

Name: plori.ai WebMCP audit
Creator: ora

Rescan

audited Aug 28, 2026in 4s

58/ 100

5 tools registered. Strongest in WebMCP use, weakest in human experience.

WebMCP use78

Usefulness50

Human experience20

about:blank

No agent run recorded yet.

No steps recorded

Tools

plori_get_capabilities

Describe what plori offers and where an external agent can connect for the complete tool set.Answers a question. Declared read only.

pagehttps://plori.ai/

implementation

viaimperative

entry pointdocument

registered after263ms

executepresent

api surfaceTakes no parameters.

annotations

read onlytrue

destructivenot declared

idempotentnot declared

open worldnot declared

untrusted contentnot declared

titlenot declared

2 findings

warningNaming quality

1 / 2

Tool naming makes selection harder than it needs to be: 5 names do not start with a verb (plori_get_capabilities).

fix

{ name: "plori_get_capabilities" /* short, unique, verb-based */ }

warningHuman parity

1.6 / 8

4 of 5 tools run through the JavaScript API with no visible counterpart, so the person co-browsing cannot see what the agent is offered. Declarative forms (or at least a title annotation) close the gap.

plori_get_capabilities, plori_get_mcp_connection, plori_list_examples, plori_open_page

fix

<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="plori_get_capabilities" tooldescription="...">
  <!-- the same action, as UI -->
</form>

tool json

{
  "name": "plori_get_capabilities",
  "description": "Describe what plori offers and where an external agent can connect for the complete tool set.",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true
  }
}

Findings

WebMCP use

78 / 100 · weight 50

passTools registered

4 / 4

4 imperative tools and 1 declarative form registered across 1 page.

failReal-browser eligible

0 / 8

The page's code registers these tools, but a real visitor's browser does not get them yet: WebMCP needs a native modelContext or a current origin trial token, and this page has neither. The 1 declarative form tool on the page stay usable regardless.

passRegistration timing

4 / 4

Every measured tool registered within 262.59999990463257ms of navigation. 1 further tool carried no measurable registration time.

toolplori_get_mcp_connection

passCanonical entry point

4 / 4

All 4 tools register on the canonical document.modelContext entry point.

passSchema validity

5 / 5

All 4 tools declare a structurally valid object input schema.

passSchema quality

4 / 4

All 5 tool schemas describe their parameters and stay within Chrome's size guidance.

passStub detection

5 / 5

All 4 tools declare an execute handler.

warningAnnotations present

3 / 4

1 of 4 tools declare no readOnlyHint, so an agent cannot tell a read from a write without guessing from the name.

toolplori_open_page

plori_open_page

fix

{
  name: "plori_open_page",
  annotations: { readOnlyHint: true, destructiveHint: false, idempotentHint: true }
}

passAnnotation mismatch

3 / 3

No tool claims to be read-only while its name says it writes (3 declared hints checked).

not applicableUntrusted content hint

0 / 2

No tool's contract suggests it returns text written by somebody other than the site, so there is nothing to flag as untrusted.

passRegistration errors

2 / 2

No tool registration threw during the capture.

warningToolchange coherence

1 / 2

4 tools were registered but the page never dispatched a toolchange event, so an agent subscribed to registry updates never learns they exist.

fix

document.modelContext.dispatchEvent(new Event("toolchange"));

not applicableInjection surface

0 / 3

The injection-surface model hop returned no usable result, so tool contracts were not reviewed for injection surface.

Usefulness

50 / 100 · weight 30

warningNaming quality

1 / 2

Tool naming makes selection harder than it needs to be: 5 names do not start with a verb (plori_get_capabilities).

toolplori_get_capabilities

fix

{ name: "plori_get_capabilities" /* short, unique, verb-based */ }

not applicableDescription quality

0 / 6

The description-quality model hop returned no usable result, so descriptions were not rated.

not applicableTool selection

0 / 14

The tool-selection model hop returned no usable result.

not applicableCoverage vs. site type

0 / 8

This tool set does not place the site in a category with a known expected tool shape, so there is no coverage baseline to score it against.

Human experience

20 / 100 · weight 20

warningHuman parity

1.6 / 8

toolplori_get_capabilities

plori_get_capabilities, plori_get_mcp_connection, plori_list_examples, plori_open_page

fix

<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="plori_get_capabilities" tooldescription="...">
  <!-- the same action, as UI -->
</form>

not applicablePage experience

0 / 12

The page-experience model hop returned no usable result, so the page was not graded.

Tool selection

The tool-selection model hop returned no usable result.

how this was captured

chrome: 148.0.7778.96
capture shim: v1
spec snapshot: 2026-08
mode: fast
pages: 1
tools: 5
run time: 4s
finished: Aug 28, 2026