craft-photo-pipeline SKILL.md skillA
craft-photo-pipeline from blackbelttechnology/pi-agent-dashboard is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add blackbelttechnology/pi-agent-dashboard/craft-photo-pipeline@git:20261017.379cda1Pins git:20261017.379cda1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- blackbelttechnology/pi-agent-dashboard
- Path
packages/craft-apps/.pi/skills/craft-photo-pipeline/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261017.379cda1, committed Oct 17, 2026
- Size
- 8,613 bytes
- Repository stars
- 341
- License
- MIT
Process a photo from RAW to delivery with ArtCraft apps - LightCraft develop and denoise, PhotoCraft retouch (content-aware removal, or generative replace-region when credentials exist), PNG/JPG/WebP/TIFF export set; verified and resumable. Use for "develop this RAW and retouch it", "remove the object and export for web and print".
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# craft-photo-pipeline — RAW → develop/denoise → retouch → export set One photo through three apps: **LightCraft** develops (exposure, colour, noise reduction) and writes a lossless `png`; **PhotoCraft** retouches (a region removed or, with image credentials, regenerated); PhotoCraft exports the delivery set. Read `lightcraft` and `photocraft` first. Resumable-job rules are in the `craft-studio` router, section **Craft jobs**. ## Step table | # | Step | Tool | Input → Output | Gate | |---|---|---|---|---| | 0 | Preflight + job | agent | request → `job.json` | `check: job` | | 1 | Develop + denoise | LightCraft | RAW/`jpg`/`png` → `01-develop/dev.png` | `pi-craft verify --size` | | 2 | Retouch (optional) | PhotoCraft | `dev.png` → `02-retouch/retouched.png` | `pi-craft verify --size --frame-diff` | | 3 | Export set | PhotoCraft | master → `03-export/photo-<w>.webp`, `photo-print.tif`, `photo.jpg` | `pi-craft verify --size` | Hand-off formats: `png` (lossless, 8-bit) between steps — never re-compress through `jpg` before the last step; `tiff` for print, `webp`/`jpg` for screens. `--alpha` is not asserted in this workflow (photos have none). ### Step 0 — Preflight and job …
Read the whole file at its exact version.
How to install
mdr add blackbelttechnology/pi-agent-dashboard/craft-photo-pipeline@sha256:6ae1c664fe1e548fThe line at the top of this page pins the label git:20261017.379cda1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_o7ogpjipacb3yoet)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 17, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (8613 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
blackbelttechnology/pi-agent-dashboard · 341 stars · license MIT · pushed 2026-11-06 · branch develop
API
GET https://markdownregistry.com/api/v1/artifacts/art_o7ogpjipacb3yoet GET https://markdownregistry.com/api/v1/resolve?ref=blackbelttechnology/pi-agent-dashboard/craft-photo-pipeline GET https://markdownregistry.com/api/v1/blob/6ae1c664fe1e548fd04ea22ae6401e510ab9b19eec081a27877e6dafd0e5f8bd
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.