audited Aug 29, 2026in 39s
58/ 100

10 tools registered. Strongest in WebMCP use, weakest in usefulness.

WebMCP use63
Usefulness50
Human experience60
https://aicontentdrop.com
Captured view of https://aicontentdrop.com

Tools

Loading map
scan_images_c2pa: fail

scan_images_c2pa

Scan every <img> on the current page for C2PA Content Credentials (content provenance metadata) and return a per-image summary: whether a manifest is present, the claim generator (the tool that produced or edited the image), the title, and the signer name. Use this to find which images on a page carry provenance data. Note: provenance is decoded but NOT cryptographically verified.Takes an action on the site.
pagehttps://aicontentdrop.com/
implementation
viaimperative
entry pointdocument
registered after217ms
executepresent
api surface
limitoptional
annotations
read onlynot declared
destructivenot declared
idempotentnot declared
open worldnot declared
untrusted contentnot declared
titlenot declared
3 findings
warningNaming quality
1.8 / 2
Tool naming makes selection harder than it needs to be: 2 names do not start with a verb (scan_images_c2pa).
fix
{ name: "scan_images_c2pa" /* short, unique, verb-based */ }
failAnnotations present
0 / 4
10 of 10 tools declare no readOnlyHint, so an agent cannot tell a read from a write without guessing from the name.
scan_images_c2pa, inspect_image_c2pa, list_models, estimate_credit_cost, search_articles
fix
{
  name: "scan_images_c2pa",
  annotations: { readOnlyHint: true, destructiveHint: false, idempotentHint: true }
}
warningHuman parity
0 / 8
10 of 10 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.
scan_images_c2pa, inspect_image_c2pa, list_models, estimate_credit_cost, search_articles
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="scan_images_c2pa" tooldescription="...">
  <!-- the same action, as UI -->
</form>
tool json
{
  "name": "scan_images_c2pa",
  "description": "Scan every <img> on the current page for C2PA Content Credentials (content provenance metadata) and return a per-image summary: whether a manifest is present, the claim generator (the tool that produced or edited the image), the title, and the signer name. Use this to find which images on a page carry provenance data. Note: provenance is decoded but NOT cryptographically verified.",
  "inputSchema": {
    "type": "object",
    "properties": {
      "limit": {
        "type": "integer",
        "minimum": 1,
        "maximum": 100,
        "default": 25,
        "description": "Maximum number of images to fetch and scan (default 25, max 100)."
      }
    },
    "required": []
  },
  "annotations": {}
}
Showing scan_images_c2pa

Findings

WebMCP use

63 / 100 · weight 50
passTools registered
4 / 4
10 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 352.60000000009313ms of navigation.
toolget_account
passCanonical entry point
4 / 4
All 10 tools register on the canonical document.modelContext entry point.
passSchema validity
5 / 5
All 10 tools declare a structurally valid object input schema.
warningSchema quality
3.2 / 4
2 of 10 tool schemas are harder for an agent to use than they need to be: list_models declares no required list, so an agent cannot tell which parameters are mandatory.
toollist_models
list_models: declares no required list, so an agent cannot tell which parameters are mandatory; list_generations: declares no required list, so an agent cannot tell which parameters are mandatory
fix
{
  name: "list_models",
  inputSchema: {
    type: "object",
    properties: {
      query: { type: "string", description: "What to search for" }
    },
    required: ["query"]
  }
}
passStub detection
5 / 5
All 10 tools declare an execute handler.
failAnnotations present
0 / 4
10 of 10 tools declare no readOnlyHint, so an agent cannot tell a read from a write without guessing from the name.
toolscan_images_c2pa
scan_images_c2pa, inspect_image_c2pa, list_models, estimate_credit_cost, search_articles
fix
{
  name: "scan_images_c2pa",
  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
10 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"));
warningInjection surface
0 / 3
3 of 10 tool contracts expose an injection or unsafe-argument surface: inspect_image_c2pa CSS selector or URL fetches third-party content.
toolinspect_image_c2pa
inspect_image_c2pa: CSS selector or URL fetches third-party content; get_article: Fetches third-party content by slug; generate_video: image_url fetches third-party content
fix
{
  name: "inspect_image_c2pa",
  execute: async (args) => {
    // Validate/sanitize args before acting on them.
    if (!isValid(args)) throw new Error("invalid arguments");
    /* ... */
  }
}

Usefulness

50 / 100 · weight 30
warningNaming quality
1.8 / 2
Tool naming makes selection harder than it needs to be: 2 names do not start with a verb (scan_images_c2pa).
toolscan_images_c2pa
fix
{ name: "scan_images_c2pa" /* short, unique, verb-based */ }
passDescription quality
6 / 6
All 10 rated tool descriptions say what the tool does, when to use it, and what it returns.
failTool selection
4.7 / 14
An agent completed 1 of 3 canonical intents against this tool set; on "List the transactions from the last month." no tool on the page served it.
failCoverage vs. site type
2.7 / 8
The tool set covers 1 of the 3 things an agent needs on a finance site; it cannot list transactions or activity or move money or place an order.

Human experience

60 / 100 · weight 20
warningHuman parity
0 / 8
10 of 10 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.
toolscan_images_c2pa
scan_images_c2pa, inspect_image_c2pa, list_models, estimate_credit_cost, search_articles
fix
<!-- Give the tool a visible counterpart: a declarative form is one the person can see and use too. -->
<form toolname="scan_images_c2pa" 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

33% across 3 intents
What is the balance on my main account?ok
choseget_accountexpected balance read
arguments
{}
List the transactions from the last month.missed
choseno toolexpected transaction list
No tool was picked for this intent.
arguments
{}
Send 50 dollars to my savings account.missed
choseno toolexpected money movement
No tool was picked for this intent.
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.
Private to the aicontentdrop.com team: enter your email on that domain to run it. Reads the site's public pages; takes a few seconds.
how this was captured
chrome
148.0.7778.96
capture shim
v1
spec snapshot
2026-08
mode
fast
pages
1
tools
10
run time
39s
finished
Aug 29, 2026