natural-language SKILL.md skillA

natural-language from jordancoin/ios-skills-collection is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add jordancoin/ios-skills-collection/natural-language@git:20260329.893209f

Pins git:20260329.893209f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
jordancoin/ios-skills-collection
Path
skills/dpearson2699--natural-language/SKILL.md
Versions recorded
1
Latest version
git:20260329.893209f, committed Mar 29, 2026
Size
12,758 bytes
Repository stars
6
License
a license file GitHub does not identify

Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. Use when adding language identification, sentiment analysis, named entity recognition, part-of-speech tagging, text embeddings, or in-app translation to iOS/macOS/visionOS apps.

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

# NaturalLanguage + Translation

Analyze natural language text for tokenization, part-of-speech tagging, named
entity recognition, sentiment analysis, language identification, and word/sentence
embeddings. Translate text between languages with the Translation framework.
Targets Swift 6.3 / iOS 26+.

> This skill covers two related frameworks: **NaturalLanguage** (`NLTokenizer`, `NLTagger`, `NLEmbedding`) for on-device text analysis, and **Translation** (`TranslationSession`, `LanguageAvailability`) for language translation.

## Contents

- [Setup](#setup)
- [Tokenization](#tokenization)
- [Language Identification](#language-identification)
- [Part-of-Speech Tagging](#part-of-speech-tagging)
- [Named Entity Recognition](#named-entity-recognition)
- [Sentiment Analysis](#sentiment-analysis)
- [Text Embeddings](#text-embeddings)
- [Translation](#translation)
- [Common Mistakes](#common-mistakes)
- [Review Checklist](#review-checklist)
- [References](#references)

## Setup

Import `NaturalLanguage` for text analysis and `Translation` for language
translation. No special entitlements or capabilities are required for
NaturalLanguage. Translation requires iOS 17.4+ / macOS 14.4+.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jordancoin/ios-skills-collection/natural-language@sha256:6f28f5103e9ba0f6

The line at the top of this page pins the label git:20260329.893209f, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ge4pnjhinpc2eayj.svg)](https://markdownregistry.com/a/art_ge4pnjhinpc2eayj)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Mar 29, 2026.

versioncommittedcommitsizeaudit
git:20260329.893209f latest2026-03-29 893209f 12,758 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (12758 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

GitHub

jordancoin/ios-skills-collection · 6 stars · license a license file GitHub does not identify · pushed 2026-09-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ge4pnjhinpc2eayj
GET https://markdownregistry.com/api/v1/resolve?ref=jordancoin/ios-skills-collection/natural-language
GET https://markdownregistry.com/api/v1/blob/6f28f5103e9ba0f69d3208370772a5cb3955e416a7cf8a840e97d47073fb66a7

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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