Duskly

Official10 tools

by duskly

MLS compliance for edited listing photos: classify edits, write disclosures, verify provenance.

Model Context Protocol (MCP) Server: ai.duskly/duskly

This MCP server provides MLS compliance support for edited listing photos. It classifies types of photo edits, writes required disclosures, and verifies photo provenance to support compliance workflows for listing imagery.

🛠️ Key Features

MLS compliance for edited listing photos
Classifies photo edits
Writes disclosures
Verifies provenance

🚀 Use Cases

Checking whether edited listing photos meet MLS requirements
Generating disclosures associated with photo edits
Auditing the provenance of listing photos used in submissions

Captured live from the server via tools/list.

duskly_classify_edit

Whether a given edit to a real estate listing photo must be disclosed, and whether any market prohibits it outright. Use this before telling someone an edit is safe to publish. Returns Duskly's classification with the reasoning behind it, drawn from rulebooks read directly rather than summarised from secondary sources. Classifications: "disclosable" (permitted with disclosure), "ambiguous" (no rulebook names it explicitly; Duskly discloses by default), "prohibited" (one or more markets forbid it even with disclosure), "exempt". Note that "prohibited" means prohibited somewhere, not everywhere. Read carve_out when present.

Parameters1

task

string

required

The edit being performed. One of: day-to-dusk, virtual-staging, declutter, occupied-to-vacant, sky-replacement, virtual-renovation.

Raw schema

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "enum": [
        "day-to-dusk",
        "virtual-staging",
        "declutter",
        "occupied-to-vacant",
        "sky-replacement",
        "virtual-renovation"
      ],
      "description": "The edit being performed. One of: day-to-dusk, virtual-staging, declutter, occupied-to-vacant, sky-replacement, virtual-renovation."
    }
  },
  "required": [
    "task"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_generate_disclosure

The exact disclosure text to publish alongside an edited listing photo, written for each surface it has to appear on: the MLS photo description, public remarks, print, and the syndication feed. Surfaces have different character budgets, so the wording differs per surface rather than being one sentence repeated. Anything that exceeds its budget is reported in over_limit instead of being silently truncated. Supply original_url when the unaltered original is published somewhere, which California Bus. & Prof. Code §10140.8 requires for listings there. Supply required_string only when a jurisdiction mandates exact wording; it is then used verbatim and never paraphrased. The disclosure duty falls on the licensee publishing the listing, not on the software or the photographer. This generates the wording; a licensee publishes it.

Parameters3

task	string	required	The edit being performed. One of: day-to-dusk, virtual-staging, declutter, occupied-to-vacant, sky-replacement, virtual-renovation.
original_url	string	optional	Public URL where the unaltered original can be viewed, if one is published.
required_string	string	optional	Exact wording a jurisdiction mandates. Used verbatim when supplied.

Raw schema

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "enum": [
        "day-to-dusk",
        "virtual-staging",
        "declutter",
        "occupied-to-vacant",
        "sky-replacement",
        "virtual-renovation"
      ],
      "description": "The edit being performed. One of: day-to-dusk, virtual-staging, declutter, occupied-to-vacant, sky-replacement, virtual-renovation."
    },
    "original_url": {
      "description": "Public URL where the unaltered original can be viewed, if one is published.",
      "type": "string",
      "format": "uri"
    },
    "required_string": {
      "description": "Exact wording a jurisdiction mandates. Used verbatim when supplied.",
      "type": "string",
      "maxLength": 300
    }
  },
  "required": [
    "task"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_list_prohibited_alterations

Edits that are prohibited outright in one or more markets and are never made acceptable by adding a disclosure. Use this when someone asks to remove, conceal or change something in a property photo and you need to know whether a label would make it acceptable. For these, it does not.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_list_edits

Every edit Duskly performs, with what it does and how it is classified for disclosure. Use this to pick the right edit for what someone is asking for, and to see in one call which ones carry compliance consequences.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_verify_image

Inspect an image for provenance signals: an invisible Duskly watermark, IPTC digital source type metadata, and whether a C2PA container appears present. Works on images Duskly did not produce. Read the result carefully before repeating it. This is a limited inspection report, not a certificate of authenticity or compliance. **The absence of a mark is not evidence that an image is a camera capture** — most AI editors write nothing at all, and Duskly's own paid downloads are deliberately unmarked. The C2PA field reports only that a container appears present: manifests are not parsed, signatures are not validated, and Duskly does not sign them. Prefer repeating the summary lines over paraphrasing individual fields.

Parameters1

image_base64

string

required

Base64-encoded JPEG or PNG, up to 8MB decoded. A data: URL prefix is accepted and stripped.

Raw schema

{
  "type": "object",
  "properties": {
    "image_base64": {
      "type": "string",
      "minLength": 1,
      "description": "Base64-encoded JPEG or PNG, up to 8MB decoded. A data: URL prefix is accepted and stripped."
    }
  },
  "required": [
    "image_base64"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_get_pricing

Duskly's price and what a paid listing returns. Use this when someone asks what it costs or what they get. Editing is not available over MCP: renders spend model credit and require a browser session. Send the person to the URL in the response to do the work.

Parameters

No parameters.

Raw schema

{
  "type": "object",
  "properties": {},
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_start_listing

Returns the URL a person should open to upload listing photos and run an edit themselves. Use this when someone wants an edit performed. Editing is deliberately not callable over MCP: a render spends model credit and is gated behind a browser check that an automated client cannot pass. Hand the person the link rather than attempting the edit.

Parameters1

task

string

optional

Preselects the edit on the page, when known.

Raw schema

{
  "type": "object",
  "properties": {
    "task": {
      "description": "Preselects the edit on the page, when known.",
      "type": "string",
      "enum": [
        "day-to-dusk",
        "virtual-staging",
        "declutter",
        "occupied-to-vacant",
        "sky-replacement",
        "virtual-renovation"
      ]
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_get_listing

The state of a Duskly listing: how many photos it holds, which have been edited, whether it has been paid for, and how much of its render budget remains. Takes the listing id from the listing URL. Possession of that id is what authorises this, exactly as it does on the website. Use this before duskly_get_listing_pack to check whether a listing has been paid for.

Parameters1

listing_id

string

required

The listing id, the part of a Duskly listing URL after /listing/.

Raw schema

{
  "type": "object",
  "properties": {
    "listing_id": {
      "type": "string",
      "pattern": "^listing_[a-f0-9]+$",
      "description": "The listing id, the part of a Duskly listing URL after /listing/."
    }
  },
  "required": [
    "listing_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_get_listing_pack

Everything a paid listing returns: the download link for the archive, the disclosure wording for every edited photo, and the public page showing the unaltered originals. Requires the listing to have been paid for. An unpaid listing returns the checkout URL instead, for a person to open. The disclosure wording is generated per photo and per publishing surface. The duty to publish it falls on the licensee publishing the listing, not on the software.

Parameters1

listing_id

string

required

The listing id, the part of a Duskly listing URL after /listing/.

Raw schema

{
  "type": "object",
  "properties": {
    "listing_id": {
      "type": "string",
      "pattern": "^listing_[a-f0-9]+$",
      "description": "The listing id, the part of a Duskly listing URL after /listing/."
    }
  },
  "required": [
    "listing_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

duskly_get_checkout_url

A Stripe Checkout URL for an unpaid listing, for a **person** to open and pay. Duskly does not take payment through MCP and no agent completes a purchase. Give this URL to the person you are working for; once they have paid, the listing is unlocked and duskly_get_listing_pack returns the deliverables. Returns an error for a listing that is already paid.

Parameters1

listing_id

string

required

The listing id, the part of a Duskly listing URL after /listing/.

Raw schema

{
  "type": "object",
  "properties": {
    "listing_id": {
      "type": "string",
      "pattern": "^listing_[a-f0-9]+$",
      "description": "The listing id, the part of a Duskly listing URL after /listing/."
    }
  },
  "required": [
    "listing_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

Install

Tools (10)

duskly_classify_editduskly_generate_disclosureduskly_list_prohibited_alterationsduskly_list_editsduskly_verify_imageduskly_get_pricingduskly_start_listingduskly_get_listing

Remote endpoint

Streamable HTTP

Hosted server - connect over the network, no local install.

url

https://duskly.ai/mcp

Add to VS Code Add to Cursor

claude_desktop_config.json

json

{
  "mcpServers": {
    "duskly": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://duskly.ai/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.

Model Context Protocol (MCP) Server: ai.duskly/duskly

🛠️ Key Features

🚀 Use Cases

duskly_classify_edit

duskly_generate_disclosure

duskly_list_prohibited_alterations

duskly_list_edits

duskly_verify_image

duskly_get_pricing

duskly_start_listing

duskly_get_listing

duskly_get_listing_pack

duskly_get_checkout_url

Install

Remote endpoint

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