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S21 · Pipeline skill

Find similar by image

Import a catalog, retrieve candidates by image or text and review specifications and availability.

Catalog validation + image-text similarity retrieval + human specification review

Pipeline: 4 steps
Human review: 2
Components: 3

Proposed composition; integration pendingSynthetic data

Download · ZIP · 17KB Pipeline

Find similar by image — Synthetic walkthrough of inputs, step handoffs, human review and the final result. Live services still need integration.

01Pipeline

Base pipeline

Ordered steps. Each consumes the previous output; review gates hold until a person accepts.

Starts from: Catalog records, images and search requirements
Delivers: Human-accepted candidates and mismatch explanations

Review contract

People decide at review gates; components supply data, drafts or review surfaces. Unaccepted outputs do not advance.

Integration note

Align import models and image-vector versions; visual similarity does not establish specification or substitution equivalence.

01
Validate source records
Human review
Input
Catalog records, images and search requirements
Output
Human-confirmed catalog ready for import
Decided byAssigned reviewer or requesting user
- Validated master-data import and pilot migrationTemplate field validation and correction + confirmed import and ID mapping
02
Build the image index
Input
Human-confirmed catalog ready for import
Output
Image index with attributes and versions
- Product catalog and multimodal indexingCatalog and image import + attributed vector indexes
03
Find similar candidates
Input
Image index with attributes and versions
Output
Similarity-tiered candidates and attributes
- Image and text product similarity searchShared image-text retrieval + similarity tiers and attribute filters
04
Check specifications and select
Human review
Input
Similarity-tiered candidates and attributes
Output
Human-accepted candidates and mismatch explanations
Decided byAssigned reviewer or requesting user
- Image and text product similarity searchShared image-text retrieval + similarity tiers and attribute filters

02Industry versions

Industry versions

Manufacturing & industry Transferable use Use an old part photo to find visual candidates in a spare-parts catalog, then have a technician check model, dimensions and substitution conditions.

Adaptation Adapt material fields and image domains; visual similarity supports discovery without establishing mechanical compatibility or safety.

01
Check material catalog fields
Human review
Input
Permitted part images, material catalog and search requirements
Output
Material table with confirmed specifications and units
Decided byAssigned reviewer or requesting user
- Validated master-data import and pilot migrationTemplate field validation and correction + confirmed import and ID mapping
02
Index spare-part images
Input
Material table with confirmed specifications and units
Output
Spare-part index with model and dimension attributes
- Product catalog and multimodal indexingCatalog and image import + attributed vector indexes
03
Find visually similar spare parts
Input
Spare-part index with model and dimension attributes
Output
Similar part and specification candidates
- Image and text product similarity searchShared image-text retrieval + similarity tiers and attribute filters
04
Technician checks substitution conditions
Human review
Input
Similar part and specification candidates
Output
Human-confirmed candidates and non-substitution reasons
Decided byAssigned reviewer or requesting user
- Image and text product similarity searchShared image-text retrieval + similarity tiers and attribute filters

Manufacturing & industry · Solutions →

03Parameters

Parameters

From the pack’s params.schema.json. Choose values to build a synthetic request.

skills/_pipelines/find-similar-by-image/params.schema.json

locale · required industry · required adapter_mode · required Human review · 1 Validate source records Human review · 4 Check specifications and select

Request (synthetic)

{
  "synthetic": true,
  "run_id": "synthetic-example",
  "locale": "en",
  "industry": "base",
  "adapter_mode": "local",
  "records": [
    {
      "id": "synthetic-record-1",
      "synthetic": true,
      "text": "Synthetic observation A: a draft needs review."
    },
    {
      "id": "synthetic-record-2",
      "synthetic": true,
      "text": "Synthetic observation B: retain the unresolved question."
    }
  ],
  "decisions": {}
}

04Member components

Member components

Validated master-data import and pilot migration

Template field validation and correction + confirmed import and ID mapping
- Retail & ecommerce · Source-supported industry
- Manufacturing & industry · Transferable use
Working 1 pipeline
Product catalog and multimodal indexing

Catalog and image import + attributed vector indexes
- Retail & ecommerce · Source-supported industry
- Manufacturing & industry · Transferable use
Working 1 pipeline
Image and text product similarity search

Shared image-text retrieval + similarity tiers and attribute filters
- Retail & ecommerce · Source-supported industry
- Manufacturing & industry · Transferable use
Working 1 pipeline

05Skills pack

Skills pack

Runnable reference on synthetic fixtures with tests. Domain contracts, services and approvals still need integration.

find-similar-by-image-1.0.0.zip

Contains SKILL.md, pipeline.json, params.schema.json, runner, tests, fixtures, integration checklist and sources.

Synthetic workflow reference; service integration pending

Download · 17KB

SHA-256 8a970d175da06a028e13cffba3078f6d6de03330305376bd25c380aa9ea60986