kujolang.ai WebMCP audit

audited Aug 31, 2026in 25s
87/ 100100% of the applicable check weight evaluated

4 tools registered. Strongest in shared experience, weakest in task completion.

Shared experience100
Task completion60
Tool quality88
Trust100
https://kujolang.ai
Captured view of https://kujolang.ai

Tools

4 read, 0 write
Loading map
get_site_info: pass

get_site_info

Describe this public static site,its navigation,and available content collections.Answers a question. Declared read only.
pagehttps://kujolang.ai/
implementation
viaimperative
entry pointdocument
registered after568ms
executepresent
api surfaceTakes no parameters.
annotations
read onlytrue
untrusted contenttrue
titlenot declared
0 findingsNo check named this tool.
tool json
{
  "name": "get_site_info",
  "description": "Describe this public static site,its navigation,and available content collections.",
  "inputSchema": {
    "type": "object",
    "additionalProperties": false,
    "properties": {}
  },
  "annotations": {
    "readOnlyHint": true,
    "untrustedContentHint": true
  }
}
Showing get_site_info

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

60 / 100 · weight 25
warningTool selection
weight 15
An agent chose an existing tool and built a schema-valid call that held up on 2 of 3 canonical intents; on "Create a new contact called Dana Reeve." no tool on the page served it. Nothing was executed, so this verifies selection, not outcomes.
warningCoverage vs. site type
weight 10
The tool set covers 2 of the 4 things an agent needs on a saas site; it cannot create a record or start a job or update or move an existing record.

Tool quality

88 / 100 · weight 25
passRegistration timing
weight 1
Every measured tool registered within 569ms of navigation.
toolget_content
passCanonical entry point
weight 3
All 4 tools register on the canonical document.modelContext entry point.
passSchema validity
weight 4
All 4 declared input schemas are structurally valid object schemas.
warningSchema quality
weight 4
3 of 4 tool schemas are harder for an agent to use than they need to be: search_site 3 parameters have no description (query, limit, content_type).
toolsearch_site
search_site: 3 parameters have no description (query, limit, content_type); list_content: 3 parameters have no description (type, taxonomy, limit); get_content: 2 parameters have no description (id, u
fix
{
  name: "search_site",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
passNaming quality
weight 2
All 4 tool names are consistent, verb-led, and within Chrome's size guidance.
passStub detection
weight 4
All 4 tools declare an execute handler.
passRegistration errors
weight 2
No tool registration threw during the capture.
passDescription quality
weight 5
All 4 rated tool descriptions say what the tool does, when to use it, and what it returns.

Trust

100 / 100 · weight 20
passAnnotations present
weight 6
All 4 read-shaped tools declare readOnlyHint: true - the one declared claim that lets an agent treat a call as safe to make without asking.
passAnnotation mismatch
weight 6
No tool claims to be read-only while its own name or description says it writes (4 declared hints checked).
not applicableUntrusted content hint
weight 4
No tool's contract suggests it returns text written by somebody other than the site, so there is nothing to flag as untrusted.
not applicableInjection surface
weight 4
No tool's metadata carries instruction-shaped text aimed at the agent reading it. This check only ever flags; it never credits a site.

Tool selection

67% across 3 intents
Find the record for a company called Northwind.ok
chosesearch_siteexpected record searchkind matched
arguments
{
  "query": "Northwind",
  "content_type": "company"
}
Show me everything on that record.ok
choseget_contentexpected record detailkind matched
arguments
{
  "id": ""
}
Create a new contact called Dana Reeve.missed
choseno toolexpected record createkind not applicable
No tool was picked for this intent.
arguments
{}
model: gemini-2.5-flash

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how this was captured
observed via
capture shim (Chromium 148.0.7778.96)
chrome
148.0.7778.96
capture shim
v1
spec snapshot
2026-08-26
mode
fast
pages
1 - entry page only
tools
4
run time
25s
finished
Aug 31, 2026
Checked the way in-browser agents discover tools: the top-level document's modelContext registry, read after the page settles.