v2.kiranalabs.com WebMCP audit

Name: v2.kiranalabs.com WebMCP audit
Creator: ora

Rescan

audited Sep 16, 2026in 13s

67/ 100100% of the applicable check weight evaluated

7 tools registered. Strongest in trust, weakest in tool selection.

Shared experience63

Tool selection18

Tool quality94

Trust100

https://v2.kiranalabs.com

Tools

5 read, 2 write

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kirana_get_site_overview

Get the structured Kirana Labs site overview: what the company does plus its machine-readable interfaces (OpenAPI, llms.txt, schema feed).Answers a question. Declared read only.

pagehttps://v2.kiranalabs.com/

implementation

viaimperative

entry pointdocument

registered after889ms

executepresent

api surfaceTakes no parameters.

annotations

read onlytrue

untrusted contentnot declared

titleKirana Labs site overview

destructive (MCP-only)false

idempotent (MCP-only)true

open world (MCP-only)false

1 finding

warningNaming quality

weight 2

Tool naming makes selection harder than it needs to be: 7 names do not start with a verb (kirana_get_site_overview).

fix

{ name: "kirana_get_site_overview" /* short, unique, verb-based */ }

tool json

{
  "name": "kirana_get_site_overview",
  "description": "Get the structured Kirana Labs site overview: what the company does plus its machine-readable interfaces (OpenAPI, llms.txt, schema feed).",
  "inputSchema": {
    "type": "object",
    "properties": {},
    "additionalProperties": false
  },
  "annotations": {
    "readOnlyHint": true,
    "destructiveHint": false,
    "idempotentHint": true,
    "openWorldHint": false,
    "title": "Kirana Labs site overview"
  }
}

Findings

Shared experience

63 / 100 · weight 30

not applicableVisible effect

weight 6

Not invoked on this run: this audit did not call any tool. Scheduled re-audits only read the registry; a live audit from the report page calls the tools that declare readOnlyHint: true.

warningPage experience

weight 16

2 of 4 page-experience marks came back short: clarity The main content is barely visible, making it hard to understand the page's purpose..

clarity: weak; readability: poor

warningHuman parity

weight 8

The page the person sees came back short of the agent surface (2 of 4 page-experience marks came back short: clarity The main content is barely visible, making it hard to understan...), so the two are not sharing an equal experience.

fix

// Make the tool's effect visible on the page the person is looking at:
// update the same UI your existing human flow uses when your_tool_name runs,
// so the person co-browsing sees what the agent just did.
execute: async (args, { signal }) => {
  const result = await performAction(args, signal);
  renderResultInPage(result); // the human-visible half of the same action
  return result;
}

Tool selection

18 / 100 · weight 25

not applicableInvoke success rate

weight 6

Not invoked on this run: this audit did not call any tool. Scheduled re-audits only read the registry; a live audit from the report page calls the tools that declare readOnlyHint: true.

failTool selection

weight 12

An agent chose an existing tool and built a schema-valid call that held up on 0 of 3 canonical intents; on "Find the record for a company called Northwind." no tool on the page served it. Nothing was executed, so this verifies selection, not outcomes.

warningCoverage vs. site type

weight 7

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

94 / 100 · weight 25

passRegistration timing

weight 1

Every measured tool registered within 890ms of navigation. 1 further tool carried no measurable registration time.

toolkirana_get_scheduling_link

passCanonical entry point

weight 3

All 6 tools register on the canonical document.modelContext entry point.

passSchema validity

weight 4

All 6 declared input schemas are structurally valid object schemas.

passSchema quality

weight 4

All 2 of 7 tool schemas that declare parameters describe them (the other 5 declare no parameters), and every description stays within Chrome's size guidance.

warningNaming quality

weight 2

Tool naming makes selection harder than it needs to be: 7 names do not start with a verb (kirana_get_site_overview).

toolkirana_get_site_overview

fix

{ name: "kirana_get_site_overview" /* short, unique, verb-based */ }

passStub detection

weight 4

All 6 tools declare an execute handler.

passRegistration errors

weight 2

No tool registration threw during the capture.

passDescription quality

weight 5

1 of 7 tool descriptions leave an agent guessing: kirana_submit_contact_form Missing what comes back, and what changes when it runs..

toolkirana_submit_contact_form

kirana_submit_contact_form: weak

Trust

100 / 100 · weight 20

not applicableAnnotations present

weight 5

No tool name reads like a read, and an absent readOnlyHint already defaults to "this may write" - the one hint worth declaring here is readOnlyHint: true on read tools, and this set has none to declare it on.

passAnnotation mismatch

weight 5

No tool claims to be read-only while its own name or description says it writes (6 declared hints checked).

not applicableUntrusted content hint

weight 3

No tool's contract suggests it returns text written by somebody other than the site, so there is nothing to flag as untrusted.

not applicableHint vs. observed

weight 4

Not invoked on this run: this audit did not call any tool. Scheduled re-audits only read the registry; a live audit from the report page calls the tools that declare readOnlyHint: true.

not applicableInjection surface

weight 3

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

0% across 3 intents

Find the record for a company called Northwind.missed

choseno toolexpected record searchkind not applicable

No tool was picked for this intent.

arguments

{}

Show me everything on that record.missed

choseno toolexpected record detailkind not applicable

No tool was picked for this intent.

arguments

{}

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

Add the tools this site is missing

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how this was captured

observed via: capture shim (Chromium 151.0.7922.34)
chrome: 151.0.7922.34
capture shim: v3
spec snapshot: 2026-08-26
mode: fast
pages: 1 - entry page only
tools: 7
invoked: not invoked; a live audit calls them
run time: 13s
finished: Sep 16, 2026

Checked the way in-browser agents discover tools: the top-level document's modelContext registry, read after the page settles.