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ai.pictomancer/image-processing

REMOTE · API.PICTOMANCER.AI · SCANNED AUG 3

Image processing for AI agents. Resize, convert, compress, and pipeline images.

+5 this week 63 Trust /100
Trust breakdown (6 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score →

Endpoint Security60
Transport & Reachability100
Schema Quality & AI Usability52
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 2740 tokens (~342/item across 8 items; 8 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management27
  • Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage96
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 87% of tool parameters carry a description.Partial
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.

remote · api.pictomancer.ai

# add to Claude Code
claude mcp add --transport http ai-pictomancer-image-processing https://api.pictomancer.ai/mcp
# ~/.codex/config.toml
[mcp_servers.ai-pictomancer-image-processing]
url = "https://api.pictomancer.ai/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-pictomancer-image-processing": {
      "type": "remote",
      "url": "https://api.pictomancer.ai/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add ai-pictomancer-image-processing --url https://api.pictomancer.ai/mcp --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  ai-pictomancer-image-processing:
    url: "https://api.pictomancer.ai/mcp"
// mcp.json
{
  "mcpServers": {
    "ai-pictomancer-image-processing": {
      "type": "http",
      "url": "https://api.pictomancer.ai/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 3 Aug 26 0
    • Tool “resize_image” rewrote its description, which is the text the model reads security
    • Tool “compress_image” rewrote its description, which is the text the model reads security
    • Tool “convert_image” rewrote its description, which is the text the model reads security
    • Tool “crop_image” rewrote its description, which is the text the model reads security
    • Schema quality: 253 → 342 functional
    • “resize_image” added an optional parameter “width” cosmetic
    • “crop_image” added an optional parameter “gravity” cosmetic
    • “crop_image” added an optional parameter “threshold” cosmetic
    • “crop_image” added an optional parameter “trim” cosmetic
    • “resize_image” added an optional parameter “autorot” cosmetic
    • “resize_image” added an optional parameter “gravity” cosmetic
    • “resize_image” added an optional parameter “height” cosmetic
    • “compress_image” added an optional parameter “autorot” cosmetic
    • “compress_image” added an optional parameter “quality_target” cosmetic
    • “convert_image” added an optional parameter “autorot” cosmetic
    • “convert_image” added an optional parameter “quality_target” cosmetic
    • “crop_image” added an optional parameter “autorot” cosmetic
    • “crop_image” reworded the description of “height” cosmetic
    • “crop_image” reworded the description of “width” cosmetic
    • “crop_image” reworded the description of “x” cosmetic
    • “crop_image” reworded the description of “y” cosmetic
    • “crop_image” made “height” optional cosmetic
    • “crop_image” made “width” optional cosmetic
    • “crop_image” made “x” optional cosmetic
    • “crop_image” made “y” optional cosmetic
  • 2 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

  • 31 Jul 26 +2
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 29 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 28 Jul 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

  • 27 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 58

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 3 Aug 2026 · Probed https://api.pictomancer.ai/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_256_GCM_SHA384 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=api.pictomancer.ai CN=YE1,O=Let's Encrypt,C=US 24 Jul 2026 22 Oct 2026 ECDSA 256 ECDSA-SHA384 6cc1c6f309d7e525a02b3f75fdabe67a4dc
SANs: api.pictomancer.ai
CN=YE1,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 5ddd70dd31f801c85c186a7a04b80afe
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd
DNSSEC secure

Validation of api.pictomancer.ai. Secure

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
ai. present 3799 8 Verified
pictomancer.ai. present 2371 13 Verified
api.pictomancer.ai. Verified address RRset verified with the apex keys
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://api.pictomancer.ai/mcp Verified 200
http (plaintext) http://api.pictomancer.ai/mcp HTTPS enforced 301 https://api.pictomancer.ai/mcp
MCP tools — 8 exposed · ~2,740 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.

Tool Tokens
analyze_image ~138

Analyze an image Fetch an image from a URL or base64 and return its metadata: size in bytes, pixel dimensions, source format, and what it costs every supported vision model in tokens. Always free. Dimensions are omitted if the image header cannot be read. ### Responses: **200**: Successful Response (Success Response) Content-Type: application/json **Example Response:** ```json { "size_bytes": 1 } ```

NameTypeReqDescription
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).

No output schema declared.

No examples provided.

compress_image ~446

Compress an image Re-encode an image with quality/format options to reduce file size. Supports jpeg, png, webp, tiff, gif. Instead of a q number you can set quality_target (0-1]: the smallest file with SSIM at or above the target, searched on the worker (jpeg, webp, avif; flat surcharge; outcome reported in X-Pictomancer-Quality-* headers). If the output is not smaller than the input, the request is free (X-Pig-Billed: 0) and does not consume free-tier quota. ### Responses: **200**: Processed image binary (Success Response) Content-Type: application/json Content-Type: image/jpeg **Example Response:** ```json "string" ``` Content-Type: image/png **Example Response:** ```json "string" ``` Content-Type: image/webp **Example Response:** ```json "string" ```

NameTypeReqDescription
autorotbooleanApply EXIF orientation before compressing. Opt-in; default false, which preserves current byte-for-byte behavior.
deliverystring
formatstringOutput format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.
qintegerQuality (1-100). Lower = smaller file. Typical values: 60-80 for web, 85-95 for print. Maps to libvips Q parameter.
quality_targetnumberTarget SSIM (0-1]: the worker searches for the smallest file that still scores at least this. Alternative to q; mutually exclusive with it. Requires an explicit format among jpeg, webp, avif. Carries…
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).
stripbooleanStrip metadata (EXIF, ICC profile, etc.) from the output. Reduces file size slightly.

No output schema declared.

No examples provided.

convert_image ~449

Convert image format Convert an image to a different format (jpeg, png, webp, tiff, gif, avif). Optionally set quality, strip metadata, enable lossless mode (webp, avif), or tune encoder effort (avif). Instead of a q number you can set quality_target (0-1]: the smallest file with SSIM at or above the target, searched on the worker (jpeg, webp, avif; flat surcharge; outcome reported in X-Pictomancer-Quality-* headers). ### Responses: **200**: Processed image binary (Success Response) Content-Type: application/json Content-Type: image/jpeg **Example Response:** ```json "string" ``` Content-Type: image/png **Example Response:** ```json "string" ``` Content-Type: image/webp **Example Response:** ```json "string" ```

NameTypeReqDescription
autorotbooleanApply EXIF orientation before converting. Opt-in; default false, which preserves current byte-for-byte behavior.
deliverystring
effortintegerAV1 encoder CPU effort (0-9). Higher = smaller file, slower. Only applies to avif.
formatstringyesTarget format: jpeg, png, webp, tiff, gif, or avif.
losslessbooleanEnable lossless encoding. Only applies to webp and avif.
qintegerQuality (1-100). Maps to libvips Q parameter.
quality_targetnumberTarget SSIM (0-1]: the worker searches for the smallest file that still scores at least this. Alternative to q; mutually exclusive with it and with lossless. Only for jpeg, webp, avif. Carries a flat…
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).
stripbooleanStrip metadata (EXIF, ICC profile, etc.) from the output.

No output schema declared.

No examples provided.

crop_image ~501

Crop an image Extract a rectangular region from an image, in one of three mutually exclusive modes. Manual: give the top-left corner (x, y) and dimensions (width, height) in pixels. Smart crop: give 'gravity' (attention, entropy, centre) plus width and height; the window is picked automatically, clamped to the source if the target is larger. Trim: set 'trim: true' (optional 'threshold') to remove a uniform background border via content detection; the applied rect is reported in X-Pictomancer-Trim-* headers. ### Responses: **200**: Processed image binary (Success Response) Content-Type: application/json Content-Type: image/jpeg **Example Response:** ```json "string" ``` Content-Type: image/png **Example Response:** ```json "string" ``` Content-Type: image/webp **Example Response:** ```json "string" ```

NameTypeReqDescription
autorotbooleanApply EXIF orientation before cropping. Opt-in; default false, which preserves current byte-for-byte behavior.
deliverystring
formatstringOutput format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.
gravitystringSmart-crop mode: picks the window automatically. One of ('attention', 'entropy', 'centre'). Requires width and height; mutually exclusive with x/y and trim. A target larger than the source clamps to…
heightintegerHeight of the crop rectangle in pixels. Required in manual and gravity modes.
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).
thresholdnumberTrim sensitivity (must be positive; default 10.0). Only valid together with trim: true.
trimbooleanTrim mode: removes a uniform background border via content detection. Mutually exclusive with x/y/width/height/gravity.
widthintegerWidth of the crop rectangle in pixels. Required in manual and gravity modes.
xintegerLeft edge of the crop rectangle in pixels. Manual mode only.
yintegerTop edge of the crop rectangle in pixels. Manual mode only.

No output schema declared.

No examples provided.

get_format_info ~43

Get supported formats and options Returns supported output formats and their configurable options. ### Responses: **200**: Successful Response (Success Response) Content-Type: application/json

Input schema present but exposes no named parameters.

No output schema declared.

No examples provided.

image_pipeline ~209

Run a multi-step image pipeline Chain multiple operations (resize, compress, convert, crop) in sequence. The image is fetched once, then each operation is applied to the output of the previous one. Max 10 operations per pipeline. ### Responses: **200**: Processed image binary (Success Response) Content-Type: application/json Content-Type: image/jpeg **Example Response:** ```json "string" ``` Content-Type: image/png **Example Response:** ```json "string" ``` Content-Type: image/webp **Example Response:** ```json "string" ```

NameTypeReqDescription
deliverystring
operationsarrayyesOrdered list of operations to apply sequentially. Each operation receives the output of the previous one. Max 10.
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).

No output schema declared.

No examples provided.

optimize_for_vision ~458

Resize an image for a vision model Resize an image to the largest size a given vision model still benefits from, and report what it costs that model in tokens before and after. Every provider downscales oversized input before counting tokens, so this alone saves bytes and upload latency rather than tokens. Pass max_tokens to trade resolution for tokens: that lever is continuous on Claude, unavailable on OpenAI (cost follows the aspect ratio alone), and on Gemini reaches only a flat 258. An image already within budget is returned untouched and free (X-Pig-Billed: 0). ### Responses: **200**: Processed image binary (Success Response) Content-Type: application/json Content-Type: image/jpeg **Example Response:** ```json "string" ``` Content-Type: image/png **Example Response:** ```json "string" ``` Content-Type: image/webp **Example Response:** ```json "string" ```

NameTypeReqDescription
deliverystring
formatstringOutput format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.
max_tokensintegerOptional cap on what the image may cost the target model. Without it the image is resized to the model's own ceiling, which saves bytes and upload latency but no tokens, because every provider alread…
qintegerQuality (1-100). Maps to libvips Q parameter.
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).
target_modelstringyesVision model the image is being prepared for, e.g. claude-opus-5, gpt-4o, gemini-2.5-pro. Unknown ids are rejected rather than guessed: the wrong limits would silently resize to the wrong size.

No output schema declared.

No examples provided.

resize_image ~496

Resize an image Scale an image by a factor, or fill an exact box. Use 'scale' for uniform scaling, or 'scale_x'/'scale_y' for independent axes (float factors, e.g. 0.5 = half size). Alternatively set 'width'+'height' for fill mode: resize and smart-crop to those exact dimensions in one call (optional 'gravity', default attention). The two modes are mutually exclusive. ### Responses: **200**: Processed image binary (Success Response) Content-Type: application/json Content-Type: image/jpeg **Example Response:** ```json "string" ``` Content-Type: image/png **Example Response:** ```json "string" ``` Content-Type: image/webp **Example Response:** ```json "string" ```

NameTypeReqDescription
autorotbooleanApply EXIF orientation before resizing. Opt-in; default false, which preserves current byte-for-byte behavior.
deliverystring
formatstringOutput format: jpeg, png, webp, tiff, gif, or avif. If omitted, the original format is preserved.
gravitystringFill-mode smart-crop strategy: one of ('attention', 'entropy', 'centre'). Only valid together with width and height; defaults to attention.
heightintegerTarget height in pixels for fill mode. Requires width.
scalenumberUniform scale factor applied to both axes (e.g. 0.5 = half size). Use this for simple scaling; use scale_x/scale_y for independent axes.
scale_xnumberHorizontal scale factor (e.g. 0.5 = half width). If only scale_x is given, scale_y defaults to the same value.
scale_ynumberVertical scale factor (e.g. 0.75 = 75% height). Optional; defaults to scale_x if omitted.
sourcestringyesImage source: a public URL (https://...) or a base64-encoded string (optionally as a data URI like data:image/png;base64,...).
widthintegerTarget width in pixels for fill mode: resize and smart-crop to these exact dimensions in one call. Requires height. Mutually exclusive with scale/scale_x/scale_y. Upscaling is allowed.

No output schema declared.

No examples provided.