read-text SKILL.md skillA
read-text from borda/vision-delivery is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borda/vision-delivery/read-text@git:20261005.f3ff836Pins git:20261005.f3ff836 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- borda/vision-delivery
- Path
claude-skills/read-text/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261005.f3ff836, committed Oct 5, 2026
- First version recorded
- Aug 10, 2026
- Size
- 5,531 bytes
- Repository stars
- 4
- License
- Apache-2.0
Extract structured text, numbers, labels, and codes from images and evaluate by character or field accuracy. TRIGGER when: user asks to read/scan a serial, part/date/lot number, label, license plate, meter, gauge, barcode, QR code, invoice, document, form field, or other image text. SKIP when: user asks to tally/count boxes or other objects on a conveyor (detect-and-analyze), pass/fail without text (classify-or-flag), measure crack width/masks/area (segment-and-analyze), track objects…
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
<objective> Extract the exact fields needed by the business process and clear an independently transcribed acceptance set. Separate region localization, text decoding, normalization, and field validation so failures have an owner. </objective> <methodology> **Platform execution boundary.** Read `../../resources/roboflow-platform-lookup.md` before any provider-specific capability, dataset, training, inference, workflow, or deployment action. Use installed official Roboflow skills or current MCP resources only for read-only discovery and sourced action-brief inputs; never invoke provider execution outside the host-gated path. Do not preserve current engine names, blocks, IDs, or invocation syntax here. Follow `../../resources/fde-methodology.md`; apply these text-specific rules. ## 1. Define fields and operational action Inspect representative images, existing schemas, expected formats, code, and error handling. Ask at most three missing questions: - Which exact fields must be returned, and what action uses them? - Are substitutions allowed, or must the whole field match exactly? - Which capture conditions and scripts/languages occur in production? …
Read the whole file at its exact version.
How to install
mdr add borda/vision-delivery/read-text@sha256:42c79942cf22180fThe line at the top of this page pins the label git:20261005.f3ff836, 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_pikvlr5wsl6qmwnd)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Aug 10, 2026 and Oct 5, 2026, about one every 28 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261005.f3ff836 latest | 2026-10-05 | f3ff836 | 5,531 B | A | view · diff |
| git:20260811.bdc99ff | 2026-08-11 | bdc99ff | 5,447 B | A | view · diff |
| git:20260810.60199a4 | 2026-08-10 | 60199a4 | 5,115 B | A | view |
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 (5531 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
borda/vision-delivery · 4 stars · license Apache-2.0 · pushed 2026-10-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_pikvlr5wsl6qmwnd GET https://markdownregistry.com/api/v1/resolve?ref=borda/vision-delivery/read-text GET https://markdownregistry.com/api/v1/blob/42c79942cf22180f81ffe983d31edd2c4a8699a94fff7ad5d097c49b80704132
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.
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