audited Sep 2, 2026in 14s
92/ 100100% of the applicable check weight evaluated

10 tools registered. Strongest in shared experience, weakest in trust.

Shared experience100
Task completion100
Tool quality97
Trust63
https://friction.alx21.chatgpt.site
Captured view of https://friction.alx21.chatgpt.site

Tools

4 read, 6 write
Loading map
get_test_scenario: pass

get_test_scenario

Read the active Friction event-registration scenario, expected outcome, visible prices, conditions, and parity dimensions. Read-only.Answers a question. Declared read only.
pagehttps://friction.alx21.chatgpt.site/
implementation
viaimperative
entry pointdocument
registered after664ms
executepresent
api surfaceTakes no parameters.
annotations
read onlytrue
untrusted contentfalse
titlenot declared
0 findingsNo check named this tool.
tool json
{
  "name": "get_test_scenario",
  "description": "Read the active Friction event-registration scenario, expected outcome, visible prices, conditions, and parity dimensions. Read-only.",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "untrustedContentHint": false
  }
}
Showing get_test_scenario

Findings

Shared experience

100 / 100 · weight 30
passPage experience
weight 20
The page a person sees holds up next to the agent surface: a working interface, visible actions, readable content, nothing in the way.
passHuman parity
weight 10
The person co-browsing can see and use this page - the same page the agent's tools act on.

Task completion

100 / 100 · weight 25
passTool selection
weight 15
An agent chose an existing, callable tool and built a schema-valid call for all 3 canonical intents, each matching the kind of tool its intent needs. Nothing was executed, so this verifies selection, not outcomes.
not applicableCoverage vs. site type
weight 10
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.

Tool quality

97 / 100 · weight 25
passRegistration timing
weight 1
Every measured tool registered within 665ms of navigation.
toolcompare_human_agent_runs
passCanonical entry point
weight 3
All 10 tools register on the canonical document.modelContext entry point.
passSchema validity
weight 4
All 10 declared input schemas are structurally valid object schemas.
warningSchema quality
weight 4
1 of 10 tool schemas are harder for an agent to use than they need to be: start_agent_run declares no required list, so an agent cannot tell which parameters are mandatory.
toolstart_agent_run
start_agent_run: declares no required list, so an agent cannot tell which parameters are mandatory
fix
{
  name: "start_agent_run",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
warningNaming quality
weight 2
Tool naming makes selection harder than it needs to be: 4 names do not start with a verb (inspect_task_state).
toolinspect_task_state
fix
{ name: "inspect_task_state" /* short, unique, verb-based */ }
passStub detection
weight 4
All 10 tools declare an execute handler.
passRegistration errors
weight 2
No tool registration threw during the capture.
passDescription quality
weight 5
All 10 rated tool descriptions say what the tool does, when to use it, and what it returns.

Trust

63 / 100 · weight 20
warningAnnotations present
weight 6
1 of 4 read-shaped tools do not declare readOnlyHint: true, so an agent has to treat them as possible writes and ask before calling. (Declaring readOnlyHint: false earns nothing - it is the default.)
toolreview_registration
review_registration
fix
{
  name: "review_registration",
  // Declare readOnlyHint: true on tools that truly have no side effects -
  // that is the claim that lets an agent relax confirmation on reads.
  // (false is the default, so declaring it adds no information.)
  annotations: { readOnlyHint: true }
}
passAnnotation mismatch
weight 6
No tool claims to be read-only while its own name or description says it writes (10 declared hints checked).
warningUntrusted content hint
weight 4
1 of 2 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.
toolreview_registration
review_registration: review, issue
fix
{ name: "review_registration", annotations: { untrustedContentHint: true } }
warningInjection surface
weight 4
2 of 10 tools carry instruction-shaped text in their own metadata: submit_parity_finding Metadata tells agent its content is untrusted.
toolsubmit_parity_finding
submit_parity_finding: Metadata tells agent its content is untrusted; propose_interface_patch: Metadata tells agent its content is untrusted
fix
{
  name: "submit_parity_finding",
  // Metadata DESCRIBES the tool - it never addresses the agent reading it.
  // Rewrite any name, description, title, or schema field description that
  // instructs the agent (which tool to prefer, what to output, rules to
  // ignore) so it states what the tool does and what it returns instead.
  description: "Searches the catalog and returns matching items with prices."
}

Tool selection

100% across 3 intents
I want to get test scenario on this site.ok
choseget_test_scenarioexpected get test scenariokind matched
arguments
{}
I want to start agent run on this site.ok
chosestart_agent_runexpected start agent runkind matched
arguments
{}
I want to inspect task state on this site.ok
choseinspect_task_stateexpected inspect task statekind matched
arguments
{}
model: gemini-2.5-flash

Add the tools this site is missing

Our scanner reads your website and suggests the right WebMCP tools for it.
Reads the site's public pages; takes a few seconds.
The open source webmcp plugin teaches your coding agent to audit a site, implement tools on document.modelContext, and verify them in a real browser. npx @ora-ai/webmcp-verify runs the verification on its own. No signup, no hosted service.
how this was captured
observed via
capture shim (Chromium 148.0.7778.96)
chrome
148.0.7778.96
capture shim
v2
spec snapshot
2026-08-26
mode
fast
pages
1 - entry page only
tools
10
run time
14s
finished
Sep 2, 2026
Checked the way in-browser agents discover tools: the top-level document's modelContext registry, read after the page settles.