audited Aug 28, 2026in 5s
50/ 100

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

WebMCP use77
Usefulness38
Human experience0
about:blank

No agent run recorded yet.

No steps recorded

Tools

/
get_papa_kojo_profile: warning

get_papa_kojo_profile

Return Papa Kojo Mensah's public identity, professional positioning, location, work availability and canonical profile, résumé and LinkedIn URLs. Read-only. Use this for a profile overview only; use the dedicated skills, experience, education or projects tool for those records. Returns exactly one structured object containing those fields.Answers a question. Declared read only.
pagehttps://pkm.hayalows.com/
implementation
viaimperative
entry pointdocument
registered after487ms
executepresent
api surfaceTakes no parameters.
annotations
read onlytrue
destructivenot declared
idempotentnot declared
open worldnot declared
untrusted contentnot declared
titlenot declared
1 finding
warningHuman parity
0 / 8
6 of 6 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.
get_papa_kojo_profile, get_papa_kojo_skills, get_papa_kojo_experience, get_papa_kojo_education, get_papa_kojo_projects
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="get_papa_kojo_profile" tooldescription="...">
  <!-- the same action, as UI -->
</form>
tool json
{
  "name": "get_papa_kojo_profile",
  "description": "Return Papa Kojo Mensah's public identity, professional positioning, location, work availability and canonical profile, résumé and LinkedIn URLs. Read-only. Use this for a profile overview only; use the dedicated skills, experience, education or projects tool for those records. Returns exactly one structured object containing those fields.",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "required": [],
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true
  }
}
Showing get_papa_kojo_profile

Findings

WebMCP use

77 / 100 · weight 50
passTools registered
4 / 4
6 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 486.89999985694885ms of navigation.
toolget_papa_kojo_experience
passCanonical entry point
4 / 4
All 6 tools register on the canonical document.modelContext entry point.
passSchema validity
5 / 5
All 6 tools declare a structurally valid object input schema.
passSchema quality
4 / 4
All 6 tool schemas describe their parameters and stay within Chrome's size guidance.
passStub detection
5 / 5
All 6 tools declare an execute handler.
passAnnotations present
4 / 4
All 6 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 (6 declared hints checked).
warningUntrusted content hint
0 / 2
1 of 1 tools look like they return text written by other people but declare no untrustedContentHint, so an agent will treat the response as the site speaking.
toolprepare_papa_kojo_email
prepare_papa_kojo_email: message, email, mail
fix
{ name: "prepare_papa_kojo_email", annotations: { untrustedContentHint: true } }
passRegistration errors
2 / 2
No tool registration threw during the capture.
warningToolchange coherence
1 / 2
6 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

38 / 100 · weight 30
warningNaming quality
1.8 / 2
Tool naming makes selection harder than it needs to be: 1 name does not start with a verb (prepare_papa_kojo_email).
toolprepare_papa_kojo_email
fix
{ name: "prepare_papa_kojo_email" /* 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.
failCoverage vs. site type
2 / 8
The tool set covers 1 of the 4 things an agent needs on a saas site; it cannot search or browse the catalog or create a record or start a job or update or move an existing record.

Human experience

0 / 100 · weight 20
warningHuman parity
0 / 8
6 of 6 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.
toolget_papa_kojo_profile
get_papa_kojo_profile, get_papa_kojo_skills, get_papa_kojo_experience, get_papa_kojo_education, get_papa_kojo_projects
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="get_papa_kojo_profile" 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
6
run time
5s
finished
Aug 28, 2026