audited Aug 30, 2026in 11s
79/ 100

3 tools registered. Strongest in usefulness, weakest in human experience.

WebMCP use74
Usefulness100
Human experience60
https://10xgtm.ai
Captured view of https://10xgtm.ai

Tools

Loading map
search_tools: warning

search_tools

Search 10x GTM go-to-market tool reviews by keyword and/or category slug.Answers a question. Declared read only.
pagehttps://10xgtm.ai/
implementation
viaimperative
entry pointdocument
registered after289ms
executepresent
api surface
queryoptional
categoryoptional
limitoptional
annotations
read onlytrue
destructivenot declared
idempotentnot declared
open worldnot declared
untrusted contentnot declared
titlenot declared
2 findings
warningSchema quality
1.3 / 4
2 of 3 tool schemas are harder for an agent to use than they need to be: search_tools declares no required list, so an agent cannot tell which parameters are mandatory.
search_tools: declares no required list, so an agent cannot tell which parameters are mandatory; get_tool_review: 1 parameter has no description (slug)
fix
{
  name: "search_tools",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
warningHuman parity
0 / 8
3 of 3 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.
search_tools, get_tool_review, list_categories
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="search_tools" tooldescription="...">
  <!-- the same action, as UI -->
</form>
tool json
{
  "name": "search_tools",
  "description": "Search 10x GTM go-to-market tool reviews by keyword and/or category slug.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "query": {
        "type": "string",
        "description": "Free-text search."
      },
      "category": {
        "type": "string",
        "description": "Category slug."
      },
      "limit": {
        "type": "number",
        "description": "Max results (1-50, default 20)."
      }
    }
  },
  "annotations": {
    "readOnlyHint": true
  }
}
Showing search_tools

Findings

WebMCP use

74 / 100 · weight 50
passTools registered
4 / 4
3 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 289.29999999701977ms of navigation.
toolget_tool_review
passCanonical entry point
4 / 4
All 3 tools register on the canonical document.modelContext entry point.
passSchema validity
5 / 5
All 3 tools declare a structurally valid object input schema.
warningSchema quality
1.3 / 4
2 of 3 tool schemas are harder for an agent to use than they need to be: search_tools declares no required list, so an agent cannot tell which parameters are mandatory.
toolsearch_tools
search_tools: declares no required list, so an agent cannot tell which parameters are mandatory; get_tool_review: 1 parameter has no description (slug)
fix
{
  name: "search_tools",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
passStub detection
5 / 5
All 3 tools declare an execute handler.
passAnnotations present
4 / 4
All 3 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 (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
3 tools were registered but the page never dispatched a toolchange event, so an agent subscribed to registry updates never learns they exist.
fix
// The browser fires toolchange itself on register/unregister - never dispatch it by hand.
// Retire stale tools via the registration AbortSignal so agents see a coherent registry.
var controller = new AbortController();
document.modelContext.registerTool(tool, { signal: controller.signal });
// later, when the tool no longer applies:
controller.abort();
not applicableInjection surface
0 / 3
No tool contract showed an obvious prompt-injection or unsafe-argument surface. This check only ever flags; it never credits a site.

Usefulness

100 / 100 · weight 30
passNaming quality
2 / 2
All 3 tool names are consistent, verb-led, and within Chrome's size guidance.
passDescription quality
6 / 6
All 3 rated tool descriptions say what the tool does, when to use it, and what it returns.
passTool selection
14 / 14
An agent picked the right tool and built a valid call for all 3 canonical intents.
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

60 / 100 · weight 20
warningHuman parity
0 / 8
3 of 3 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.
toolsearch_tools
search_tools, get_tool_review, list_categories
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="search_tools" tooldescription="...">
  <!-- the same action, as UI -->
</form>
passPage experience
12 / 12
The page a person sees holds up next to the agent surface: a working interface, visible actions, readable content, nothing in the way.

Tool selection

100% across 3 intents
Search this site for whatever it is best known for.ok
chosesearch_toolsexpected search
arguments
{
  "query": "GTM"
}
Show me the details of one of those results.ok
choseget_tool_reviewexpected detail read
arguments
{
  "slug": "clearbit"
}
Do the main action this site exists for.ok
choselist_categoriesexpected primary action
arguments
{}
model: gemini-2.5-flash

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how this was captured
chrome
148.0.7778.96
capture shim
v1
spec snapshot
2026-08
mode
fast
pages
1
tools
3
run time
11s
finished
Aug 30, 2026