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Pexafy

Pexafy Stock Photos

Official

Ask. Choose together. Put them to work.

🗣️ Ask, in your own words

Tell your assistant what you are working on, the way you would tell a colleague: “I'm writing a short article about Kyoto in autumn. Find photos of a temple garden with red maple leaves.” It writes the search; Pexafy matches the scene, not tags.

🤝 Choose together

Sixteen photographs come back. Open one large, swipe, heart the keepers, press ≈ for more like it: your picks go back to the assistant, in your order. Or simply answer in words: “the third one, but wider”.

🚀 Put them to work

The assistant carries on with them: the article with its photos in place, the slide, the landing page, the post. Each photograph keeps its licence and the credit line to display, and comes as an image file when the work needs one.

Related MCP server: Wikimedia-Search-Images

With the grid, or without it

In a chat that draws it

In an agent, a terminal or a script

ChatGPT, Claude, VS Code, Cursor. The photographs appear as a grid in the conversation. You see them, open them, like them; the assistant works from what you picked.

Claude Code, Codex, any MCP client. Each result arrives as a link with its licence and credit line. The assistant chooses, fetches the file and places it in your Markdown, HTML, slides or CMS.

Add it in 30 seconds

Where

How

VS Code

Install in VS Code, or code --add-mcp '{"name":"pexafy","type":"http","url":"https://mcp.pexafy.com/mcp"}'

VS Code Insiders

Install in VS Code Insiders

GitHub Copilot app

Install in the GitHub Copilot app

GitHub MCP Registry

Pexafy's page in the registry, with its install buttons

ChatGPT

Add Pexafy from ChatGPT's plugin directory

Claude

Customize → Connectors → Add custom connector, then https://mcp.pexafy.com/mcp

Claude Code

claude mcp add --transport http pexafy https://mcp.pexafy.com/mcp

Codex

codex mcp add pexafy --url https://mcp.pexafy.com/mcp

GitHub Copilot CLI

copilot mcp add --transport http pexafy https://mcp.pexafy.com/mcp

Cursor

Add to Cursor

Goose, Kiro, Gemini CLI, OpenCode, Cline, Zed…

One click or one command each, on pexafy.com/mcp

Any MCP client

Streamable HTTP at https://mcp.pexafy.com/mcp

Zero friction: nothing to install, no API key. Most clients search right away, without an account. When you want your own account, ask the assistant to connect my Pexafy account: it opens Pexafy's sign-in page in your browser (OAuth), and nothing is pasted anywhere. ChatGPT and Claude ask you to sign in once; a free account is enough.

Five tools, all read-only

Tool

What it does

search_photos

Photographs described in one sentence, in any language, optionally only landscape, portrait or square.

search_photos_by_image

Photographs that look like a picture (a link, an upload) or like a Pexafy photo: “like this, but at night”.

get_photo_file_by_photo_id

One photograph as an image file, up to 1280 px wide, with its credit line.

get_grid_selected_photos

The photographs you liked in the grid, in the order you chose.

connect_account

Links your Pexafy account, right from the conversation.

Where the photos come from

Pexafy searches its own index of millions of free-to-use photographs, collected from stock libraries such as Unsplash, Pexels and Pixabay. Every photograph is indexed by meaning, so a whole scene in one sentence beats a list of keywords. Each result names its source and licence and carries the credit line to display.

Available Tools

3 tools
connect_accountConnect a Pexafy accountA
Read-onlyIdempotent
Inspect

Asks the host to offer its own flow for connecting a Pexafy account, when none is attached. Use it when the person asks to connect, link or sign in to a Pexafy account, or wants more searches than the daily allowance available without an account.

When no account is attached, it returns an error result that carries an account-connection request for the host: the error is how that request is delivered, not a failure. A host that supports it shows its own account-connection prompt, which the person completes or dismisses; other hosts show only the result's text. Calling it again returns the same request. When an account is already attached, it says so and starts nothing.

It does not search, and searching does not require calling it. check_only reads the state without opening a prompt; leave it unset when the person wants to connect or sign in.

ParametersJSON Schema
NameRequiredDescriptionDefault
check_onlyNo`true` reports whether an account is connected — and the allowance in force — without opening the connection prompt. Leave it unset when the person wants to connect or sign in.

Output Schema

ParametersJSON Schema
NameRequiredDescription
budgetNoWhat is left of the current allowance, or null when it is not worth saying.
connectedNoWhether an account is attached to this conversation.

TDQS

A4.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Goes well beyond the readOnly/idempotent annotations: it discloses that the connection request is delivered as an error result ('the error is how that request is delivered, not a failure'), that behavior is host-dependent (prompt vs. text-only), that repeat calls return the same request, and that an already-attached account makes it a no-op. This is exactly the kind of non-obvious behavior an agent could otherwise misread as a failure.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loads purpose and usage, then layers behavioral caveats in three compact paragraphs. Some restatement occurs (idempotency and the already-attached no-op are covered twice), but every sentence carries operational information and nothing is padding.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists, so return values need not be documented, yet the description still explains the error-result contract that is the crux of using this tool correctly. With one optional parameter, complete annotations, and host-variation disclosed, an agent has everything needed to invoke it.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% and the single parameter is fully documented in the schema, so the baseline is 3. The description restates the `check_only` semantics ('reads the state without opening a prompt') but adds no format or edge-case detail beyond the schema text.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('Asks the host to offer its own flow for connecting a Pexafy account') and immediately distinguishes it from siblings by declaring 'It does not search, and searching does not require calling it.' An agent can tell what this does and does not do without inspecting any schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives explicit trigger conditions ('when the person asks to connect, link or sign in... or wants more searches than the daily allowance') and an explicit non-use case ('searching does not require calling it'). It also carves out the `check_only` alternative for state reads versus opening a prompt.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_photosSearch free stock photosA
Read-only
Inspect

Use this when the user asks for a real photograph, or states a need that a photograph fills, and the picture is not already in the conversation.

Call it when they ask outright: “find me photos of…”, “show me images of…”, “I need a picture of…”, “do you have a photo of…”, “where can I find free photos of…”, in any language. Call it when they describe the need without asking to search: “I'm writing an article and need a header image”, “my landing page needs a hero image”, “I need something to illustrate this”. Call it when they ask for something meant to carry photographs: “write an article with pictures”, “a deck with images”. Call it when they name only the picture, with no reason given: “a photo of a white mug”, “a train in Japan”. If the user is working on something that usually carries photographs — an article, a page, a deck, a post — without asking for any, you may offer to look for some; call it only once they accept.

This covers requests for photographs for articles, blog posts, websites, landing pages, products, slides, documents, reports, social posts, ads, newsletters, banners, thumbnails, covers, posters, backgrounds, wallpapers and mood boards; photographs that illustrate a concept, explain a subject or accompany a piece of writing; and any request for free, stock, royalty-free, commercially usable, real or documentary photographs.

A request for a visual is not always a request for a photograph: this tool finds photographs that already exist — not illustrations, drawings, logos, icons, diagrams or screenshots — and it does not generate, edit or upscale an image, nor look for a named person.

It searches Pexafy's own index of millions of free-to-use photographs from stock libraries such as Unsplash, Pexels and Pixabay, matched to the scene described. Each result carries a rank, a photo_id, its licence, the credit line to display and an image link.

ParametersJSON Schema
NameRequiredDescriptionDefault
english_search_sentenceYesRequired. Describe the desired photograph in one concise English sentence, focusing on its visible subject and scene. Be specific: “Two colleagues laughing in a bright open-plan office” is more effective than “People office”. Keywords work too — send the user's own words, in English, rather than inventing detail they did not ask for. Maximum 250 characters. Describe one coherent scene, focusing on what should appear in the photograph rather than its intended use. Specify the requested photo shape or orientation in explicit_orientation_filter, not here. Example: “An old man sitting at a café table he has visited every morning for thirty years”.
explicit_orientation_filterNoOmit this parameter unless the user explicitly asks for a photo shape or orientation in their own words, or names a format whose shape is part of its definition — a vertical Short, a banner, a square post, a phone wallpaper. This is a hard filter, not a preference: it removes photos with other shapes before ranking, so using a shape the user did not request can exclude the best matches. Never infer the shape from a word inside `english_search_sentence` — “landscape” in “a natural landscape” names the scene, not the format — nor from the subject, the composition, or a purpose that fixes no shape (“a photo for my blog post”, “something for my landing page”). If you are choosing a value rather than repeating one explicitly requested by the user, omit it. Allowed values: `landscape`, `portrait`, `square`. Multiple values are allowed: two shapes return more than one alone, though any filter still returns less than none. For example, “anything but portrait” means `['landscape', 'square']`.

Output Schema

ParametersJSON Schema
NameRequiredDescription
dataNo
errorNo
budgetNoPresent only when the caller is near the end of an allowance — the daily one without an account, the monthly one with. What is left of it, and, for a caller with no account, the one sentence that says what lifts the limit. Also carried by a refusal, where it describes the wall itself.
noticeNoWhy this answer is empty, when it is. A plan limit was reached: the allowance and when it returns. There is nothing to retry until then.
successNo

TDQS

A4.4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint/openWorldHint/idempotentHint(false)/destructiveHint(false), so the safety profile is covered. The description adds genuinely useful context beyond them: the index is Pexafy's own corpus of free-to-use photos sourced from Unsplash, Pexels and Pixabay, and results carry a licence and a credit line that must be displayed. It slightly overlaps the output schema by listing result fields, and mentions no rate limits or failure behavior, keeping it at 4 rather than 5.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with the primary condition ('Use this when...') and organized into triggers, scope and exclusions. It is long and several quoted example requests are near-duplicates, costing some efficiency, but every section serves routing or scope-setting rather than padding.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 2-parameter, read-only search tool whose safety annotations and output schema are both present, the description supplies everything an agent needs to decide to call it: triggers, exclusions, entity scope, and the fact that it is a hard-filtered, externally sourced search. Nothing required for correct invocation is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% and both parameters carry rich guidance (max length, specificity advice, explicit orientation rules, multi-value semantics), so the baseline is 3. The description body itself adds only the loose framing that results are 'matched to the scene described' and carries no parameter-level detail of its own.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb (finds/searches) and resource (existing free stock photographs matched to a described scene) and bounds it sharply: not illustrations, logos, icons, diagrams or screenshots, and no generation, editing, upscaling or named-person lookup. Combined with the parameter name `english_search_sentence`, an agent can distinguish this from the text-query sibling `search_photos_by_image` without opening either schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Enumerates concrete trigger phrasings, covers indirect needs ('my landing page needs a hero image'), and explicitly states when NOT to use it (illustrations, drawings, logos, icons, diagrams, screenshots, image generation/editing, named persons). It even specifies an offer-first-then-call-once protocol for working contexts that usually carry photos.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_photos_by_imageFind photos that look like an image or a Pexafy photoA
Read-only
Inspect

Use this when the user wants photographs that look like a picture, rather than ones described in words: a picture they link to, one the host passes to the tool as a file, or a Pexafy photo already found.

Call it for “find images like this”, “something similar to this photo”, “find a free alternative to this image”, “I need this but royalty-free”, “photos in this style”, “more like the second one”, whether or not they say “search by image”.

Give exactly one reference: photo_id for a Pexafy photo from an earlier result; image_url for a picture at a public URL, such as a link the user pasted; image_file when the host passes the user's uploaded image to the tool; image_base64 for image bytes a client already holds. Sending two is refused. A picture that is only visible in the conversation — not linked, not passed to the tool — is not a reference this tool can receive; its scene can be searched in words with search_photos. Words are optional, in english_search_sentence: with a photo_id, the words that photograph was found under; with an image, only what the user wants changed or kept (“like this but at night”).

It finds free stock photographs in Pexafy's index that visually match the reference. The reference image is sent to Pexafy only to run the search; it is not stored. Each result carries a rank, a photo_id, its licence, the credit line to display and an image link.

ParametersJSON Schema
NameRequiredDescriptionDefault
photo_idNoThe photo_id of the Pexafy reference photo, copied from the result the user or assistant is referring to. It is a UUID such as `019e1ecb-0039-7da6-b1ca-987ee4d337c0`. Use it instead of an image when the reference is a Pexafy photo returned in an earlier search, and pass the words of that search in `english_search_sentence` if needed.
image_urlNoPublic http(s) URL pointing directly to the reference image file, including a URL the user pasted in the conversation. For a photograph Pexafy returned, send its `photo_id` instead.
image_fileNoThe user's uploaded image, as a host that passes uploads to tools provides it: the upload's `download_url` and `file_id`. A picture that is only visible in the conversation has neither.
image_base64NoReference image as base64-encoded bytes, optionally as a data: URL. Use for programmatic clients that already hold the image data.
english_search_sentenceNoOptional, and usable with any reference. Send the words that say what the user wants from the reference: with a `photo_id`, the words that photograph was found under, so the results stay on the subject they asked for; with an image, what they want changed or kept from it (“like this but at night”). The reference stays the main signal and these words adjust it. With an image, send the change alone (“at night”) rather than the whole scene rewritten, which would outweigh the picture instead of adjusting it; with a `photo_id`, the full sentence that photograph was found under is what to send. In English, like the sentence of a text search. The words a reference photograph was found under are the best ones. When it is unclear whether they want the same subject or simply the same look, send the words: staying on the subject is the safer default. Omit them only when they plainly want photographs that look like the picture itself.
explicit_orientation_filterNoOmit this parameter unless the user explicitly asks for a photo shape or orientation in their own words, or names a format whose shape is part of its definition — a vertical Short, a banner, a square post, a phone wallpaper. This is a hard filter, not a preference: it removes photos with other shapes before ranking, so using a shape the user did not request can exclude the best matches. Never infer the shape from the reference image the user gave — its shape is a property of the picture they had, not a constraint on the ones they want — nor from the subject, the composition, or a purpose that fixes no shape (“a photo for my blog post”, “something for my landing page”). If you are choosing a value rather than repeating one explicitly requested by the user, omit it. Allowed values: `landscape`, `portrait`, `square`. Multiple values are allowed: two shapes return more than one alone, though any filter still returns less than none. For example, “anything but portrait” means `['landscape', 'square']`.

Output Schema

ParametersJSON Schema
NameRequiredDescription
dataNo
errorNo
budgetNoPresent only when the caller is near the end of an allowance — the daily one without an account, the monthly one with. What is left of it, and, for a caller with no account, the one sentence that says what lifts the limit. Also carried by a refusal, where it describes the wall itself.
noticeNoWhy this answer is empty, when it is. A plan limit was reached: the allowance and when it returns. There is nothing to retry until then.
successNo

TDQS

A4.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, openWorldHint, non-idempotent and non-destructive, so the safety profile is covered. The description adds real value beyond that: exactly one reference is accepted and 'sending two is refused', and the reference image 'is sent to Pexafy only to run the search; it is not stored'. It stops short of describing ranking behaviour or failure modes for unreachable URLs, so not a full 5.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loading is excellent — the when-to-use triggers come first — but the body is roughly 400 words and the guidance for english_search_sentence and explicit_orientation_filter largely restates the schema descriptions almost verbatim, which is padding rather than added value. The orientation paragraph in particular repeats the schema's own caution about it being a hard filter.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists so return values need no explanation (the brief mention of rank/licence/credit is a bonus, not a requirement), and annotations carry the safety profile. The description still covers the privacy handling of the reference image and the single-reference constraint, so nothing an agent needs to invoke this correctly is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3, but the description adds cross-parameter semantics the schema cannot express per-field: the mutually exclusive 'exactly one reference' rule across photo_id/image_url/image_file/image_base64, and the relationship between the reference and english_search_sentence ('the reference stays the main signal and these words adjust it', 'the full sentence that photograph was found under is what to send').

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource — finds free stock photographs in Pexafy's index that visually match a reference image — and explicitly distinguishes itself from the sibling search_photos by noting that an unlinked picture's scene 'can be searched in words with search_photos'. An agent can route between the two tools without opening either schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives explicit trigger phrases ('find images like this', 'more like the second one'), the condition under which the tool is inapplicable (a picture only visible in the conversation, not linked or passed), and names the alternative tool for that case. When-to-use, when-not-to-use, and the alternative are all present.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 2 tool updatesv1.0.1
    • Changedsearch_photos11 fields changed
      • addedOutput schema / properties / data / items / properties / alt_description / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / alt_description / type
        Removed value: -[
        -  "string",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / height / anyOf
        Added value: +[
        +  {
        +    "type": "integer"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / height / type
        Removed value: -[
        -  "integer",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / photographer_full_name / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / photographer_full_name / type
        Removed value: -[
        -  "string",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / source_image_url / anyOf
        Added value: +[
        +  {
        +    "format": "uri",
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / source_image_url / format
        Removed value: -"uri"
      • removedOutput schema / properties / data / items / properties / source_image_url / type
        Removed value: -[
        -  "string",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / width / anyOf
        Added value: +[
        +  {
        +    "type": "integer"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / width / type
        Removed value: -[
        -  "integer",
        -  "null"
        -]
    • Changedsearch_photos_by_image11 fields changed
      • addedOutput schema / properties / data / items / properties / alt_description / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / alt_description / type
        Removed value: -[
        -  "string",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / height / anyOf
        Added value: +[
        +  {
        +    "type": "integer"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / height / type
        Removed value: -[
        -  "integer",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / photographer_full_name / anyOf
        Added value: +[
        +  {
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / photographer_full_name / type
        Removed value: -[
        -  "string",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / source_image_url / anyOf
        Added value: +[
        +  {
        +    "format": "uri",
        +    "type": "string"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / source_image_url / format
        Removed value: -"uri"
      • removedOutput schema / properties / data / items / properties / source_image_url / type
        Removed value: -[
        -  "string",
        -  "null"
        -]
      • addedOutput schema / properties / data / items / properties / width / anyOf
        Added value: +[
        +  {
        +    "type": "integer"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / data / items / properties / width / type
        Removed value: -[
        -  "integer",
        -  "null"
        -]
  2. 4 tool updatesv1.0.0
    • Addedconnect_account
    • Removedget_similar_photos
    • Changedsearch_photos39 fields changed
      • removedInput schema / properties / after_date
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Only return photos published on or after this date, formatted `YYYY-MM-DD`.",
        -  "example": "2025-01-01",
        -  "title": "After Date"
        -}
      • removedInput schema / properties / color_hex
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Keep only photos close to this hex color (e.g. `#1E90FF`). Cannot be combined with `color_name`. Use `color_tolerance` to widen or tighten the match.",
        -  "title": "Color Hex"
        -}
      • removedInput schema / properties / color_name
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Keep only photos whose dominant color matches one of: red, orange, yellow, green, blue, purple, pink, brown, black, white, gray, teal, beige, gold, navy. Cannot be combined with color_hex.",
        -  "example": "blue",
        -  "title": "Color Name"
        -}
      • removedInput schema / properties / color_tolerance
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "maximum": 255,
        -      "minimum": 0,
        -      "type": "integer"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "How far a photo's color may be from `color_hex` and still match, from `0` (exact match) to `255` (very loose). Defaults to `20`. Only applies when `color_hex` is set.",
        -  "title": "Color Tolerance"
        -}
      • removedInput schema / properties / cursor
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Token used to fetch the next page. Take the `pagination.next_cursor` value from a previous response and pass it back here. See the [Pagination](/pagination) guide.",
        -  "title": "Cursor"
        -}
      • addedInput schema / properties / english_search_sentence
        Added value: +{
        +  "description": "Required. Describe the desired photograph in one concise English sentence, focusing on its visible subject and scene.\n\nBe specific: “Two colleagues laughing in a bright open-plan office” is more effective than “People office”. Keywords work too — send the user's own words, in English, rather than inventing detail they did not ask for.\n\nMaximum 250 characters. Describe one coherent scene, focusing on what should appear in the photograph rather than its intended use.\n\nSpecify the requested photo shape or orientation in explicit_orientation_filter, not here.\n\nExample: “An old man sitting at a café table he has visited every morning for thirty years”.",
        +  "examples": [
        +    "two people sharing a bench in comfortable silence"
        +  ],
        +  "maxLength": 250,
        +  "minLength": 1,
        +  "type": "string"
        +}
      • addedInput schema / properties / explicit_orientation_filter
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "enum": [
        +          "landscape",
        +          "portrait",
        +          "square"
        +        ],
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "description": "Omit this parameter unless the user explicitly asks for a photo shape or orientation in their own words, or names a format whose shape is part of its definition — a vertical Short, a banner, a square post, a phone wallpaper.\n\nThis is a hard filter, not a preference: it removes photos with other shapes before ranking, so using a shape the user did not request can exclude the best matches.\n\nNever infer the shape from a word inside `english_search_sentence` — “landscape” in “a natural landscape” names the scene, not the format — nor from the subject, the composition, or a purpose that fixes no shape (“a photo for my blog post”, “something for my landing page”). If you are choosing a value rather than repeating one explicitly requested by the user, omit it.\n\nAllowed values: `landscape`, `portrait`, `square`. Multiple values are allowed: two shapes return more than one alone, though any filter still returns less than none. For example, “anything but portrait” means `['landscape', 'square']`."
        +}
      • removedInput schema / properties / license_type
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Keep only photos with these license types: free, cc0. 'free' means the photo can be used freely and attribution is appreciated. Repeat the parameter to pass several.",
        -  "example": "free",
        -  "title": "License Type"
        -}
      • removedInput schema / properties / orientation
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Keep only photos with these shapes: landscape, portrait, square. Repeat the parameter to pass several.",
        -  "example": "landscape",
        -  "title": "Orientation"
        -}
      • removedInput schema / properties / photographer
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Only return photos from this photographer's username. Use `GET /api/v1/facets/photographers/suggest` to find usernames.",
        -  "example": "nasa",
        -  "title": "Photographer"
        -}
      • removedInput schema / properties / q
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "maxLength": 500,
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Your search query as a full natural-language sentence describing the scene you want — Pexafy is semantic, so sentences beat keywords. Up to 500 characters. Optional if you provide at least one filter instead. Example: 'an old man sitting at a café table he has visited every morning for thirty years'.",
        -  "example": "two people sharing a bench in comfortable silence",
        -  "title": "Q"
        -}
      • removedInput schema / properties / source
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "items": {
        -        "type": "string"
        -      },
        -      "type": "array"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "description": "Keep only photos from these providers: Unsplash, Pexels, Pixabay, Kaboompics, Burst, StockSnap, Picjumbo, Skitterphoto, NegativeSpace. Repeat the parameter to pass several.",
        -  "example": "Unsplash",
        -  "title": "Source"
        -}
      • changedInput schema / required
        Previous value: -[]New value: +[
        +  "english_search_sentence"
        +]
      • addedOutput schema / properties / budget
        Added value: +{
        +  "description": "Present only when the caller is near the end of an allowance — the daily one without an account, the monthly one with. What is left of it, and, for a caller with no account, the one sentence that says what lifts the limit. Also carried by a refusal, where it describes the wall itself.",
        +  "properties": {
        +    "limit": {
        +      "description": "Searches allowed in that period.",
        +      "type": "integer"
        +    },
        +    "message": {
        +      "description": "The whole notice in words, for a host with no UI.",
        +      "type": "string"
        +    },
        +    "remaining": {
        +      "description": "Searches left in that period.",
        +      "type": "integer"
        +    },
        +    "scope": {
        +      "description": "Which allowance this counts: the daily one or the monthly one. Both exist with or without an account, so `signed_in` does not tell them apart.",
        +      "enum": [
        +        "day",
        +        "month"
        +      ],
        +      "type": "string"
        +    },
        +    "signed_in": {
        +      "description": "Whether the caller has an account. False is the anonymous allowance.",
        +      "type": "boolean"
        +    },
        +    "state": {
        +      "description": "`warning` while there is room left, `exhausted` once there is none.",
        +      "enum": [
        +        "warning",
        +        "exhausted"
        +      ],
        +      "type": "string"
        +    },
        +    "used": {
        +      "description": "Searches spent in that period.",
        +      "type": "integer"
        +    }
        +  },
        +  "type": "object"
        +}
      • changedOutput schema / properties / data / items / description
        Previous value: -"A photo result. Fields returned can be narrowed with the `fields` parameter and may depend on your plan."New value: +"One photograph of this answer."
      • changedOutput schema / properties / data / items / properties / attribution / description
        Previous value: -"Ready-to-display credit for the photographer/source."New value: +"The credit line to display, already written."
      • removedOutput schema / properties / data / items / properties / attribution / properties / html
        Removed value: -{
        -  "description": "HTML attribution snippet.",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / blur_hash
        Removed value: -{
        -  "description": "BlurHash placeholder string.",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / color_hex
        Removed value: -{
        -  "description": "Dominant color hex code.",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / color_name
        Removed value: -{
        -  "description": "Dominant color name.",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / description
        Removed value: -{
        -  "description": "AI-generated caption.",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / image_url
        Removed value: -{
        -  "description": "Canonical source image URL.",
        -  "format": "uri",
        -  "type": "string"
        -}
      • addedOutput schema / properties / data / items / properties / orientation / description
        Added value: +"The shape of this photograph — `landscape`, `portrait` or `square`, the values `explicit_orientation_filter` takes."
      • removedOutput schema / properties / data / items / properties / photographer_url
        Removed value: -{
        -  "format": "uri",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / photographer_username
        Removed value: -{
        -  "type": "string"
        -}
      • addedOutput schema / properties / data / items / properties / rank
        Added value: +{
        +  "description": "This photograph's place in this answer, from 1. A person may name a result by position (“the second one”); the tools take that result's `photo_id`, not its rank.",
        +  "type": "integer"
        +}
      • removedOutput schema / properties / data / items / properties / relevance_score
        Removed value: -{
        -  "description": "Match score 0–1 (higher is better). Only on search results.",
        -  "type": [
        -    "number",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / source_description
        Removed value: -{
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • changedOutput schema / properties / data / items / properties / source_image_url / description
        Previous value: -"URL of the photo's page on the provider."New value: +"The photograph's page on the library it came from — where to send someone who wants the source."
      • removedOutput schema / properties / data / items / properties / uploaded_on
        Removed value: -{
        -  "description": "Publication date (YYYY-MM-DD).",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • changedOutput schema / properties / data / items / properties / urls / description
        Previous value: -"Ready-to-use image links in five sizes."New value: +"The photograph's image file, 1280 pixels wide, for a page, a document or a download. `urls` carries this one variant and no other."
      • removedOutput schema / properties / data / items / properties / urls / properties / full
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / urls / properties / large
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / urls / properties / small
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / urls / properties / thumb
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • changedOutput schema / properties / error / anyOf
        Previous value: -[
        -  {
        -    "properties": {
        -      "code": {
        -        "description": "Machine-readable error code (e.g. `MISSING_PARAMS`, `PHOTO_NOT_FOUND`).",
        -        "type": "string"
        -      },
        -      "message": {
        -        "description": "Human-readable error message.",
        -        "type": "string"
        -      },
        -      "request_id": {
        -        "type": "string"
        -      }
        -    },
        -    "required": [
        -      "code",
        -      "message"
        -    ],
        -    "type": "object"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]New value: +[
        +  {
        +    "properties": {
        +      "code": {
        +        "description": "Machine-readable error code (e.g. `MISSING_PARAMS`, `PHOTO_NOT_FOUND`).",
        +        "type": "string"
        +      },
        +      "message": {
        +        "description": "Human-readable error message.",
        +        "type": "string"
        +      }
        +    },
        +    "required": [
        +      "code",
        +      "message"
        +    ],
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / meta
        Removed value: -{
        -  "properties": {
        -    "request_id": {
        -      "description": "Unique id for this request (quote it in support tickets).",
        -      "type": "string"
        -    },
        -    "took_ms": {
        -      "description": "Server processing time in milliseconds.",
        -      "type": "number"
        -    }
        -  },
        -  "type": "object"
        -}
      • addedOutput schema / properties / notice
        Added value: +{
        +  "description": "Why this answer is empty, when it is. A plan limit was reached: the allowance and when it returns. There is nothing to retry until then.",
        +  "type": "string"
        +}
      • removedOutput schema / properties / pagination
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "properties": {
        -        "has_more": {
        -          "description": "Whether another page exists.",
        -          "type": "boolean"
        -        },
        -        "next_cursor": {
        -          "description": "Pass back as `cursor` for the next page; `null` when `has_more` is false.",
        -          "type": [
        -            "string",
        -            "null"
        -          ]
        -        },
        -        "per_page": {
        -          "description": "Number of items per page.",
        -          "type": "integer"
        -        }
        -      },
        -      "type": "object"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ]
        -}
    • Changedsearch_photos_by_image41 fields changed
      • removedInput schema / properties / after_date
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Only return photos published on or after this date, formatted YYYY-MM-DD."
        -}
      • removedInput schema / properties / color_name
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Keep only photos whose dominant color matches one of: red, orange, yellow, green, blue, purple, pink, brown, black, white, gray, teal, beige, gold, navy. Cannot be combined with color_hex."
        -}
      • removedInput schema / properties / cursor
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Token to fetch the next page. Take `pagination.next_cursor` from a previous response and pass it back here — no need to re-upload the image. See the Pagination guide."
        -}
      • addedInput schema / properties / english_search_sentence
        Added value: +{
        +  "anyOf": [
        +    {
        +      "maxLength": 250,
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Optional, and usable with any reference. Send the words that say what the user wants from the reference: with a `photo_id`, the words that photograph was found under, so the results stay on the subject they asked for; with an image, what they want changed or kept from it (“like this but at night”). The reference stays the main signal and these words adjust it. With an image, send the change alone (“at night”) rather than the whole scene rewritten, which would outweigh the picture instead of adjusting it; with a `photo_id`, the full sentence that photograph was found under is what to send. In English, like the sentence of a text search. The words a reference photograph was found under are the best ones. When it is unclear whether they want the same subject or simply the same look, send the words: staying on the subject is the safer default. Omit them only when they plainly want photographs that look like the picture itself."
        +}
      • addedInput schema / properties / explicit_orientation_filter
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "enum": [
        +          "landscape",
        +          "portrait",
        +          "square"
        +        ],
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Omit this parameter unless the user explicitly asks for a photo shape or orientation in their own words, or names a format whose shape is part of its definition — a vertical Short, a banner, a square post, a phone wallpaper.\n\nThis is a hard filter, not a preference: it removes photos with other shapes before ranking, so using a shape the user did not request can exclude the best matches.\n\nNever infer the shape from the reference image the user gave — its shape is a property of the picture they had, not a constraint on the ones they want — nor from the subject, the composition, or a purpose that fixes no shape (“a photo for my blog post”, “something for my landing page”). If you are choosing a value rather than repeating one explicitly requested by the user, omit it.\n\nAllowed values: `landscape`, `portrait`, `square`. Multiple values are allowed: two shapes return more than one alone, though any filter still returns less than none. For example, “anything but portrait” means `['landscape', 'square']`."
        +}
      • changedInput schema / properties / image_base64 / description
        Previous value: -"The reference image as base64 bytes, optionally as a `data:` URL. For a client that already holds the bytes; prefer `image_url` when a link exists."New value: +"Reference image as base64-encoded bytes, optionally as a data: URL. Use for programmatic clients that already hold the image data."
      • changedInput schema / properties / image_file / description
        Previous value: -"Filled in by the host when the user uploads an image, not by the caller. Carries the upload's `download_url` and `file_id`."New value: +"The user's uploaded image, as a host that passes uploads to tools provides it: the upload's `download_url` and `file_id`. A picture that is only visible in the conversation has neither."
      • changedInput schema / properties / image_url / description
        Previous value: -"Public http(s) URL of the reference image. Reuse the `image_url` of a photo from a previous search result, or any public URL the user provides."New value: +"Public http(s) URL pointing directly to the reference image file, including a URL the user pasted in the conversation. For a photograph Pexafy returned, send its `photo_id` instead."
      • removedInput schema / properties / license_type
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Keep only photos with these license types: free, cc0. 'free' means the photo can be used freely and attribution is appreciated. Repeat the parameter to pass several."
        -}
      • removedInput schema / properties / orientation
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Keep only photos with these shapes: landscape, portrait, square. Repeat the parameter to pass several."
        -}
      • addedInput schema / properties / photo_id
        Added value: +{
        +  "anyOf": [
        +    {
        +      "examples": [
        +        "019e1ecb-0039-7da6-b1ca-987ee4d337c0"
        +      ],
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "The photo_id of the Pexafy reference photo, copied from the result the user or assistant is referring to. It is a UUID such as `019e1ecb-0039-7da6-b1ca-987ee4d337c0`. Use it instead of an image when the reference is a Pexafy photo returned in an earlier search, and pass the words of that search in `english_search_sentence` if needed."
        +}
      • removedInput schema / properties / photographer
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Only return photos from this photographer's exact username."
        -}
      • removedInput schema / properties / q
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Your search query as a full natural-language sentence describing the scene you want — Pexafy is semantic, so sentences beat keywords. Up to 500 characters. Optional if you provide at least one filter instead. Example: 'an old man sitting at a café table he has visited every morning for thirty years'."
        -}
      • removedInput schema / properties / source
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "string"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Keep only photos from these providers: Unsplash, Pexels, Pixabay, Kaboompics, Burst, StockSnap, Picjumbo, Skitterphoto, NegativeSpace. Repeat the parameter to pass several."
        -}
      • removedInput schema / properties / text_alpha
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "type": "number"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ],
        -  "default": null,
        -  "description": "Balance between your text and the image when both are provided, from `0` to `10`. `0` ignores the text (pure visual search), `1.7` (the default) is balanced, and higher values give your words more weight. Has no effect without `q`."
        -}
      • addedOutput schema / properties / budget
        Added value: +{
        +  "description": "Present only when the caller is near the end of an allowance — the daily one without an account, the monthly one with. What is left of it, and, for a caller with no account, the one sentence that says what lifts the limit. Also carried by a refusal, where it describes the wall itself.",
        +  "properties": {
        +    "limit": {
        +      "description": "Searches allowed in that period.",
        +      "type": "integer"
        +    },
        +    "message": {
        +      "description": "The whole notice in words, for a host with no UI.",
        +      "type": "string"
        +    },
        +    "remaining": {
        +      "description": "Searches left in that period.",
        +      "type": "integer"
        +    },
        +    "scope": {
        +      "description": "Which allowance this counts: the daily one or the monthly one. Both exist with or without an account, so `signed_in` does not tell them apart.",
        +      "enum": [
        +        "day",
        +        "month"
        +      ],
        +      "type": "string"
        +    },
        +    "signed_in": {
        +      "description": "Whether the caller has an account. False is the anonymous allowance.",
        +      "type": "boolean"
        +    },
        +    "state": {
        +      "description": "`warning` while there is room left, `exhausted` once there is none.",
        +      "enum": [
        +        "warning",
        +        "exhausted"
        +      ],
        +      "type": "string"
        +    },
        +    "used": {
        +      "description": "Searches spent in that period.",
        +      "type": "integer"
        +    }
        +  },
        +  "type": "object"
        +}
      • changedOutput schema / properties / data / items / description
        Previous value: -"A photo result. Fields returned can be narrowed with the `fields` parameter and may depend on your plan."New value: +"One photograph of this answer."
      • changedOutput schema / properties / data / items / properties / attribution / description
        Previous value: -"Ready-to-display credit for the photographer/source."New value: +"The credit line to display, already written."
      • removedOutput schema / properties / data / items / properties / attribution / properties / html
        Removed value: -{
        -  "description": "HTML attribution snippet.",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / blur_hash
        Removed value: -{
        -  "description": "BlurHash placeholder string.",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / color_hex
        Removed value: -{
        -  "description": "Dominant color hex code.",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / color_name
        Removed value: -{
        -  "description": "Dominant color name.",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / description
        Removed value: -{
        -  "description": "AI-generated caption.",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / image_url
        Removed value: -{
        -  "description": "Canonical source image URL.",
        -  "format": "uri",
        -  "type": "string"
        -}
      • addedOutput schema / properties / data / items / properties / orientation / description
        Added value: +"The shape of this photograph — `landscape`, `portrait` or `square`, the values `explicit_orientation_filter` takes."
      • removedOutput schema / properties / data / items / properties / photographer_url
        Removed value: -{
        -  "format": "uri",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / photographer_username
        Removed value: -{
        -  "type": "string"
        -}
      • addedOutput schema / properties / data / items / properties / rank
        Added value: +{
        +  "description": "This photograph's place in this answer, from 1. A person may name a result by position (“the second one”); the tools take that result's `photo_id`, not its rank.",
        +  "type": "integer"
        +}
      • removedOutput schema / properties / data / items / properties / relevance_score
        Removed value: -{
        -  "description": "Match score 0–1 (higher is better). Only on search results.",
        -  "type": [
        -    "number",
        -    "null"
        -  ]
        -}
      • removedOutput schema / properties / data / items / properties / source_description
        Removed value: -{
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • changedOutput schema / properties / data / items / properties / source_image_url / description
        Previous value: -"URL of the photo's page on the provider."New value: +"The photograph's page on the library it came from — where to send someone who wants the source."
      • removedOutput schema / properties / data / items / properties / uploaded_on
        Removed value: -{
        -  "description": "Publication date (YYYY-MM-DD).",
        -  "type": [
        -    "string",
        -    "null"
        -  ]
        -}
      • changedOutput schema / properties / data / items / properties / urls / description
        Previous value: -"Ready-to-use image links in five sizes."New value: +"The photograph's image file, 1280 pixels wide, for a page, a document or a download. `urls` carries this one variant and no other."
      • removedOutput schema / properties / data / items / properties / urls / properties / full
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / urls / properties / large
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / urls / properties / small
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • removedOutput schema / properties / data / items / properties / urls / properties / thumb
        Removed value: -{
        -  "format": "uri",
        -  "type": "string"
        -}
      • changedOutput schema / properties / error / anyOf
        Previous value: -[
        -  {
        -    "properties": {
        -      "code": {
        -        "description": "Machine-readable error code (e.g. `MISSING_PARAMS`, `PHOTO_NOT_FOUND`).",
        -        "type": "string"
        -      },
        -      "message": {
        -        "description": "Human-readable error message.",
        -        "type": "string"
        -      },
        -      "request_id": {
        -        "type": "string"
        -      }
        -    },
        -    "required": [
        -      "code",
        -      "message"
        -    ],
        -    "type": "object"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]New value: +[
        +  {
        +    "properties": {
        +      "code": {
        +        "description": "Machine-readable error code (e.g. `MISSING_PARAMS`, `PHOTO_NOT_FOUND`).",
        +        "type": "string"
        +      },
        +      "message": {
        +        "description": "Human-readable error message.",
        +        "type": "string"
        +      }
        +    },
        +    "required": [
        +      "code",
        +      "message"
        +    ],
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • removedOutput schema / properties / meta
        Removed value: -{
        -  "properties": {
        -    "request_id": {
        -      "description": "Unique id for this request (quote it in support tickets).",
        -      "type": "string"
        -    },
        -    "took_ms": {
        -      "description": "Server processing time in milliseconds.",
        -      "type": "number"
        -    }
        -  },
        -  "type": "object"
        -}
      • addedOutput schema / properties / notice
        Added value: +{
        +  "description": "Why this answer is empty, when it is. A plan limit was reached: the allowance and when it returns. There is nothing to retry until then.",
        +  "type": "string"
        +}
      • removedOutput schema / properties / pagination
        Removed value: -{
        -  "anyOf": [
        -    {
        -      "properties": {
        -        "has_more": {
        -          "description": "Whether another page exists.",
        -          "type": "boolean"
        -        },
        -        "next_cursor": {
        -          "description": "Pass back as `cursor` for the next page; `null` when `has_more` is false.",
        -          "type": [
        -            "string",
        -            "null"
        -          ]
        -        },
        -        "per_page": {
        -          "description": "Number of items per page.",
        -          "type": "integer"
        -        }
        -      },
        -      "type": "object"
        -    },
        -    {
        -      "type": "null"
        -    }
        -  ]
        -}
  3. 1 tool updatev0.4.9
    • Changedsearch_photos_by_image19 fields changed
      • addedInput schema / properties / after_date / description
        Added value: +"Only return photos published on or after this date, formatted YYYY-MM-DD."
      • addedInput schema / properties / color_name / description
        Added value: +"Keep only photos whose dominant color matches one of: red, orange, yellow, green, blue, purple, pink, brown, black, white, gray, teal, beige, gold, navy. Cannot be combined with color_hex."
      • addedInput schema / properties / cursor / description
        Added value: +"Token to fetch the next page. Take `pagination.next_cursor` from a previous response and pass it back here — no need to re-upload the image. See the Pagination guide."
      • addedInput schema / properties / image_base64 / description
        Added value: +"The reference image as base64 bytes, optionally as a `data:` URL. For a client that already holds the bytes; prefer `image_url` when a link exists."
      • addedInput schema / properties / image_file / additionalProperties
        Added value: +false
      • removedInput schema / properties / image_file / anyOf
        Removed value: -[
        -  {
        -    "additionalProperties": true,
        -    "type": "object"
        -  },
        -  {
        -    "type": "null"
        -  }
        -]
      • removedInput schema / properties / image_file / default
        Removed value: -null
      • addedInput schema / properties / image_file / description
        Added value: +"Filled in by the host when the user uploads an image, not by the caller. Carries the upload's `download_url` and `file_id`."
      • addedInput schema / properties / image_file / properties
        Added value: +{
        +  "download_url": {
        +    "type": "string"
        +  },
        +  "file_id": {
        +    "type": "string"
        +  },
        +  "file_name": {
        +    "type": "string"
        +  },
        +  "mime_type": {
        +    "type": "string"
        +  }
        +}
      • addedInput schema / properties / image_file / required
        Added value: +[
        +  "download_url",
        +  "file_id"
        +]
      • addedInput schema / properties / image_file / type
        Added value: +"object"
      • addedInput schema / properties / image_url / description
        Added value: +"Public http(s) URL of the reference image. Reuse the `image_url` of a photo from a previous search result, or any public URL the user provides."
      • addedInput schema / properties / license_type / description
        Added value: +"Keep only photos with these license types: free, cc0. 'free' means the photo can be used freely and attribution is appreciated. Repeat the parameter to pass several."
      • addedInput schema / properties / orientation / description
        Added value: +"Keep only photos with these shapes: landscape, portrait, square. Repeat the parameter to pass several."
      • addedInput schema / properties / photographer / description
        Added value: +"Only return photos from this photographer's exact username."
      • addedInput schema / properties / q / description
        Added value: +"Your search query as a full natural-language sentence describing the scene you want — Pexafy is semantic, so sentences beat keywords. Up to 500 characters. Optional if you provide at least one filter instead. Example: 'an old man sitting at a café table he has visited every morning for thirty years'."
      • addedInput schema / properties / source / description
        Added value: +"Keep only photos from these providers: Unsplash, Pexels, Pixabay, Kaboompics, Burst, StockSnap, Picjumbo, Skitterphoto, NegativeSpace. Repeat the parameter to pass several."
      • addedInput schema / properties / text_alpha / description
        Added value: +"Balance between your text and the image when both are provided, from `0` to `10`. `0` ignores the text (pure visual search), `1.7` (the default) is balanced, and higher values give your words more weight. Has no effect without `q`."
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "properties": {
        +    "data": {
        +      "items": {
        +        "description": "A photo result. Fields returned can be narrowed with the `fields` parameter and may depend on your plan.",
        +        "properties": {
        +          "alt_description": {
        +            "description": "Accessibility-friendly text.",
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "attribution": {
        +            "description": "Ready-to-display credit for the photographer/source.",
        +            "properties": {
        +              "html": {
        +                "description": "HTML attribution snippet.",
        +                "type": "string"
        +              },
        +              "plain": {
        +                "description": "Plain-text attribution.",
        +                "type": "string"
        +              }
        +            },
        +            "type": "object"
        +          },
        +          "blur_hash": {
        +            "description": "BlurHash placeholder string.",
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "color_hex": {
        +            "description": "Dominant color hex code.",
        +            "type": "string"
        +          },
        +          "color_name": {
        +            "description": "Dominant color name.",
        +            "type": "string"
        +          },
        +          "description": {
        +            "description": "AI-generated caption.",
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "height": {
        +            "type": [
        +              "integer",
        +              "null"
        +            ]
        +          },
        +          "image_url": {
        +            "description": "Canonical source image URL.",
        +            "format": "uri",
        +            "type": "string"
        +          },
        +          "license_type": {
        +            "description": "License type (e.g. `free`).",
        +            "type": "string"
        +          },
        +          "orientation": {
        +            "enum": [
        +              "landscape",
        +              "portrait",
        +              "square"
        +            ],
        +            "type": "string"
        +          },
        +          "photo_id": {
        +            "description": "Unique Pexafy identifier (UUID).",
        +            "type": "string"
        +          },
        +          "photographer_full_name": {
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "photographer_url": {
        +            "format": "uri",
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "photographer_username": {
        +            "type": "string"
        +          },
        +          "relevance_score": {
        +            "description": "Match score 0–1 (higher is better). Only on search results.",
        +            "type": [
        +              "number",
        +              "null"
        +            ]
        +          },
        +          "source": {
        +            "description": "Provider (e.g. `Pexels`, `Unsplash`, `Pixabay`).",
        +            "type": "string"
        +          },
        +          "source_description": {
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "source_image_url": {
        +            "description": "URL of the photo's page on the provider.",
        +            "format": "uri",
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "uploaded_on": {
        +            "description": "Publication date (YYYY-MM-DD).",
        +            "type": [
        +              "string",
        +              "null"
        +            ]
        +          },
        +          "urls": {
        +            "description": "Ready-to-use image links in five sizes.",
        +            "properties": {
        +              "full": {
        +                "format": "uri",
        +                "type": "string"
        +              },
        +              "large": {
        +                "format": "uri",
        +                "type": "string"
        +              },
        +              "regular": {
        +                "format": "uri",
        +                "type": "string"
        +              },
        +              "small": {
        +                "format": "uri",
        +                "type": "string"
        +              },
        +              "thumb": {
        +                "format": "uri",
        +                "type": "string"
        +              }
        +            },
        +            "type": "object"
        +          },
        +          "width": {
        +            "type": [
        +              "integer",
        +              "null"
        +            ]
        +          }
        +        },
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    "error": {
        +      "anyOf": [
        +        {
        +          "properties": {
        +            "code": {
        +              "description": "Machine-readable error code (e.g. `MISSING_PARAMS`, `PHOTO_NOT_FOUND`).",
        +              "type": "string"
        +            },
        +            "message": {
        +              "description": "Human-readable error message.",
        +              "type": "string"
        +            },
        +            "request_id": {
        +              "type": "string"
        +            }
        +          },
        +          "required": [
        +            "code",
        +            "message"
        +          ],
        +          "type": "object"
        +        },
        +        {
        +          "type": "null"
        +        }
        +      ]
        +    },
        +    "meta": {
        +      "properties": {
        +        "request_id": {
        +          "description": "Unique id for this request (quote it in support tickets).",
        +          "type": "string"
        +        },
        +        "took_ms": {
        +          "description": "Server processing time in milliseconds.",
        +          "type": "number"
        +        }
        +      },
        +      "type": "object"
        +    },
        +    "pagination": {
        +      "anyOf": [
        +        {
        +          "properties": {
        +            "has_more": {
        +              "description": "Whether another page exists.",
        +              "type": "boolean"
        +            },
        +            "next_cursor": {
        +              "description": "Pass back as `cursor` for the next page; `null` when `has_more` is false.",
        +              "type": [
        +                "string",
        +                "null"
        +              ]
        +            },
        +            "per_page": {
        +              "description": "Number of items per page.",
        +              "type": "integer"
        +            }
        +          },
        +          "type": "object"
        +        },
        +        {
        +          "type": "null"
        +        }
        +      ]
        +    },
        +    "success": {
        +      "type": "boolean"
        +    }
        +  },
        +  "type": "object",
        +  "x-fastmcp-top-level-schema": "PhotoListResponse"
        +}
  4. 2 tool updatesv0.4.0
    • Addedget_similar_photos
    • Removedphoto_similar
  5. 3 tool updatesv0.2.0
    • First observedphoto_similar
    • First observedsearch_photos
    • First observedsearch_photos_by_image

TDQS

A4.4/5.0

Scored across 3 tools

Disambiguation4/5

The three tools have clearly distinct purposes: text-described photo search, image-reference search, and account connection. The two search tools could superficially be confused, but the descriptions sharply delineate when to use each (words vs. a concrete reference image).

Naming Consistency5/5

All names follow a consistent snake_case verb_noun pattern (search_photos, search_photos_by_image, connect_account). The shared search_photos prefix is predictable and reinforces the relationship between the two search tools.

Tool Count4/5

Three tools is slightly lean but well-scoped for a photo search service, with each tool earning its place. No filler tools are present, though a small set like this has little redundancy to mask gaps.

Completeness4/5

For a stock photo search domain, text search, image-reference search, and account connection cover the core lifecycle. Minor gaps exist (e.g., no dedicated photo-detail or collection retrieval), but results already carry photo_id, licence, and credit info, so core workflows are unblocked.

Maintenance

ActivityMaintained
ResponsivenessUnresponsive

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