airbyte.com WebMCP audit

Rescan
audited Aug 28, 2026in 6s
47/ 100

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

WebMCP use52
Usefulness70
Human experience0
about:blank

No agent run recorded yet.

No steps recorded

Tools

/
search_connectors: fail

search_connectors

Search the Airbyte connector catalog by keyword (client-side redirect to /connectors).Takes an action on the site.
pagehttps://airbyte.com/
implementation
viaimperative
entry pointnavigator
registered after1069ms
executepresent
api surface
queryrequired
annotations
read onlynot declared
destructivenot declared
idempotentnot declared
open worldnot declared
untrusted contentnot declared
titlenot declared
3 findings
failCanonical entry point
0 / 4
Every tool registers through the deprecated navigator.modelContext alias; move them to document.modelContext before the alias is removed.
fix
// Use the canonical entry point - navigator.modelContext is deprecated.
document.modelContext.provideContext({ tools: [/* ... */] });
failAnnotations present
0 / 4
3 of 3 tools declare no readOnlyHint, so an agent cannot tell a read from a write without guessing from the name.
search_connectors, open_docs, get_api_catalog
fix
{
  name: "search_connectors",
  annotations: { readOnlyHint: true, destructiveHint: false, idempotentHint: true }
}
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_connectors, open_docs, get_api_catalog
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="search_connectors" tooldescription="...">
  <!-- the same action, as UI -->
</form>
tool json
{
  "name": "search_connectors",
  "description": "Search the Airbyte connector catalog by keyword (client-side redirect to /connectors).",
  "inputSchema": {
    "type": "object",
    "properties": {
      "query": {
        "type": "string",
        "description": "Connector or source name"
      }
    },
    "required": [
      "query"
    ]
  },
  "annotations": {}
}
Showing search_connectors

Findings

WebMCP use

52 / 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.
warningRegistration timing
2 / 4
The slowest tool took 1069.4000000953674ms to register, past the 1000ms an agent reading the registry at first paint would wait for.
toolopen_docs
open_docs: registered at 1069.4000000953674ms
fix
// Register tools as soon as they're ready, not behind a deferred/async chunk.
document.modelContext.provideContext({ tools: [/* ... */] });
failCanonical entry point
0 / 4
Every tool registers through the deprecated navigator.modelContext alias; move them to document.modelContext before the alias is removed.
toolsearch_connectors
fix
// Use the canonical entry point - navigator.modelContext is deprecated.
document.modelContext.provideContext({ tools: [/* ... */] });
passSchema validity
5 / 5
All 3 tools declare a structurally valid object input schema.
warningSchema quality
2.7 / 4
1 of 3 tool schemas are harder for an agent to use than they need to be: open_docs declares no required list, so an agent cannot tell which parameters are mandatory.
toolopen_docs
open_docs: declares no required list, so an agent cannot tell which parameters are mandatory
fix
{
  name: "open_docs",
  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.
failAnnotations present
0 / 4
3 of 3 tools declare no readOnlyHint, so an agent cannot tell a read from a write without guessing from the name.
toolsearch_connectors
search_connectors, open_docs, get_api_catalog
fix
{
  name: "search_connectors",
  annotations: { readOnlyHint: true, destructiveHint: false, idempotentHint: true }
}
not applicableAnnotation mismatch
0 / 3
No tool declares a readOnlyHint, so there is no safety claim to contradict.
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
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

70 / 100 · weight 30
warningNaming quality
1.7 / 2
Tool naming makes selection harder than it needs to be: 1 name does not start with a verb (open_docs).
toolopen_docs
fix
{ name: "open_docs" /* 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.
warningCoverage vs. site type
5.3 / 8
The tool set covers 2 of the 3 things an agent needs on a docs site; it cannot navigate the documentation tree.

Human experience

0 / 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_connectors
search_connectors, open_docs, get_api_catalog
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="search_connectors" 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
3
run time
6s
finished
Aug 28, 2026