aicertificates.study WebMCP audit

Rescan
audited Aug 28, 2026in 5s
64/ 100

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

WebMCP use80
Usefulness80
Human experience0
about:blank

No agent run recorded yet.

No steps recorded

Tools

/
list_exams: warning

list_exams

The Claude certifications covered here, with exam codes, item counts, fees and the full domain list with published weights. Call this first to get valid exam slugs.Answers a question. Declared read only.
pagehttps://aicertificates.study/
implementation
viaimperative
entry pointdocument
registered after509ms
executepresent
api surfaceTakes no parameters.
annotations
read onlytrue
destructivenot declared
idempotentnot declared
open worldfalse
untrusted contentnot declared
titlenot declared
1 finding
warningHuman parity
0 / 8
5 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.
list_exams, get_practice_question, my_progress, open_study, check_answer
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="list_exams" tooldescription="...">
  <!-- the same action, as UI -->
</form>
tool json
{
  "name": "list_exams",
  "description": "The Claude certifications covered here, with exam codes, item counts, fees and the full domain list with published weights. Call this first to get valid exam slugs.",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "openWorldHint": false
  }
}
Showing list_exams

Findings

WebMCP use

80 / 100 · weight 50
passTools registered
4 / 4
5 tools 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.
passRegistration timing
4 / 4
Every measured tool registered within 509.40000009536743ms of navigation.
toolopen_study
passCanonical entry point
4 / 4
All 5 tools register on the canonical document.modelContext entry point.
passSchema validity
5 / 5
All 5 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 5 tools declare an execute handler.
passAnnotations present
4 / 4
All 5 tools declare a readOnlyHint, so an agent knows which calls change state.
passAnnotation mismatch
3 / 3
No tool claims to be read-only while its name says it writes (5 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
5 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

80 / 100 · weight 30
warningNaming quality
1.6 / 2
Tool naming makes selection harder than it needs to be: 2 names do not start with a verb (my_progress).
toolmy_progress
fix
{ name: "my_progress" /* 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

0 / 100 · weight 20
warningHuman parity
0 / 8
5 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.
toollist_exams
list_exams, get_practice_question, my_progress, open_study, check_answer
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="list_exams" 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
5s
finished
Aug 28, 2026