Flutter Embedding Native Views
btwld/superdeck
Embeds native Android, iOS, or macOS views into a Flutter app.
Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework.
Install Natural Language
$ npx skills add dpearson2699/swift-ios-skills --skill natural-language -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dpearson2699/swift-ios-skills natural-language --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/natural-language .claude/skills/natural-language && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "natural-language" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-language into .claude/skills/natural-language/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "natural-language", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-languageType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add dpearson2699/swift-ios-skills --skill natural-language -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dpearson2699/swift-ios-skills natural-language --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/natural-language .agents/skills/natural-language && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "natural-language" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-language into .agents/skills/natural-language/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "natural-language", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dpearson2699/swift-ios-skills --skill natural-language -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dpearson2699/swift-ios-skills natural-language --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/natural-language .cursor/skills/natural-language && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "natural-language" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-language into .cursor/skills/natural-language/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "natural-language", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/dpearson2699/swift-ios-skills.git --path skills/natural-language--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add dpearson2699/swift-ios-skills --skill natural-language -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dpearson2699/swift-ios-skills natural-language --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/natural-language .gemini/skills/natural-language && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "natural-language" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-language into .gemini/skills/natural-language/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "natural-language", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install dpearson2699/swift-ios-skills natural-languageInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add dpearson2699/swift-ios-skills --skill natural-language -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/natural-language .github/skills/natural-language && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "natural-language" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-language into .github/skills/natural-language/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "natural-language", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dpearson2699/swift-ios-skills --skill natural-language -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dpearson2699/swift-ios-skills natural-language --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/natural-language .opencode/skills/natural-language && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "natural-language" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/natural-language into .opencode/skills/natural-language/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "natural-language", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
natural-language- GitHub stars
- 1.2k
- Token cost
- ~3.5k tokens
- SKILL.md length
- 589 words
- Files
- 3 (incl. references)
- Skills in repo
- 86
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework.
- Adding language identification
- SKILL.md covers Contents, Setup, Tokenization and Language Identification, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Sentiment analysis
What it does
Natural Language is an agent skill from dpearson2699/swift-ios-skills. 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.
Its SKILL.md is about 3.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `evals/evals.json` and `references/translation-patterns.md`).
It sits in AI & LLM Engineering, covering Translation, Natural language processing and Embeddings. It works with iOS and macOS. The repository describes itself as: Agent Skills for iOS 26+, Swift 6.3, SwiftUI, and modern Apple frameworks.
When your agent uses it
- Adding language identification
- Sentiment analysis
- Named entity recognition
- Part-of-speech tagging
Example prompts
- “/natural-language”
What it can do on your machine
Read from SKILL.md and the folder at commit 8d90fd1. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are swift).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
sosumi.ai
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Natural Language loads about 3.5k tokens when it runs, and up to ~6k if it reads all its reference files. Until then it costs about 87 tokens; SKILL.md has 589 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 589 words (~3,538 tokens).
“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.”
- name
- natural-language
Files
SKILL.md and 2 other files (references) in skills/natural-language of dpearson2699/swift-ios-skills.
- SKILL.md
- evals/evals.json
- references/translation-patterns.md
Open the folder on GitHubat commit 8d90fd1
Compare with similar skills
Natural Language next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Natural Language this skilldpearson2699/swift-ios-skills | 1.2k | — | ~3.5k | Automated safety check: Pass | Custom licence | |
| Flutter Embedding Native Viewsbtwld/superdeck | 130 | — | ~2.1k | Automated safety check: Pass | BSD-3-Clause | |
| Text Processorrevfactory/harness-100 | 1.3k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Publish App Store VersionKeeForge/KeeForge | 114 | — | ~3.5k | Automated safety check: Pass | GPL-3.0 | |
| Test Opencode Toolingscouzi1966/maclocal-api | 346 | — | ~4.2k | Automated safety check: Pass | MIT | |
| Testflightkmworks/kmreader | 111 | — | ~403 | Automated safety check: Pass | MIT |
Similar skills
Text Processor
revfactory/harness-100
Text processing pipeline: an agent team collaborates to perform preprocessing, classification, entity/keyword extraction, sentiment analysis, summarization, structured data conversion, and report…
Publish App Store Version
KeeForge/KeeForge
Prepare and publish an already-built KeeForge iOS or macOS version through the App Store Connect API using an API key.
Test Opencode Tooling
scouzi1966/maclocal-api
A skill your agent uses when testing tool call reliability between OpenCode and afm — captures streaming XML tool call errors, classifies them as afm translation bugs vs model generation errors, and…
Testflight
kmworks/kmreader
Distribute KMReader builds to TestFlight groups via the asc CLI.
Webkit Integration
gustavscirulis/snapgrid
WebKit integration in SwiftUI using WebView and WebPage for embedding web content, navigation, JavaScript interop, and customization.
More from dpearson2699/swift-ios-skills
All 86 skills in this repoiOS Memgraph Analysis
dpearson2699/swift-ios-skills
A skill your agent uses when capturing or analyzing an iOS .memgraph, especially when the task mentions a memory leak, heap growth, persistent memory increase, ownership path, or matched-capture…
iOS Ettrace Performance
dpearson2699/swift-ios-skills
A skill your agent uses when capturing or analyzing ETTrace profiles for a focused iOS launch or runtime flow, including exact-build dSYM UUID matching, Simulator or device capture, processed…
Accessorysetupkit
dpearson2699/swift-ios-skills
Discover and configure Bluetooth and Wi-Fi accessories using AccessorySetupKit.
Activitykit
dpearson2699/swift-ios-skills
Implement, review, or improve Live Activities and Dynamic Island experiences in iOS apps using ActivityKit.
Adattributionkit
dpearson2699/swift-ios-skills
Measure ad effectiveness with privacy-preserving attribution using AdAttributionKit.
Alarmkit
dpearson2699/swift-ios-skills
Implement AlarmKit alarms and countdown timers for iOS and iPadOS with Lock Screen, Dynamic Island, StandBy, and paired Apple Watch system UI.
Related
Categories
Questions about Natural Language
What does Natural Language do?
Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework. Natural Language is an agent skill from dpearson2699/swift-ios-skills. Tokenize, tag, and analyze natural language text using Apple's NaturalLanguage framework and translate between languages with the Translation framework.
When should I use Natural Language?
Natural Language fits situations like: adding language identification; sentiment analysis; named entity recognition; part-of-speech tagging.
How do I install Natural Language in Claude Code?
Run `npx skills add dpearson2699/swift-ios-skills --skill natural-language -a claude-code`. Or copy the skill folder (skills/natural-language in dpearson2699/swift-ios-skills) into .claude/skills/natural-language in your project. Claude Code loads it when a task matches its description.
How do I install Natural Language in Codex?
Run `npx skills add dpearson2699/swift-ios-skills --skill natural-language -a codex`. Or copy the skill folder (skills/natural-language in dpearson2699/swift-ios-skills) into .agents/skills/natural-language in your project. Codex loads it when a task matches its description.
Can I use Natural Language in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dpearson2699/swift-ios-skills --skill natural-language -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/natural-language, .gemini/skills/natural-language, .github/skills/natural-language and .opencode/skills/natural-language in your project.
What does Natural Language need to run?
SKILL.md names no scripts, command-line tools or credentials: Natural Language is instructions for the agent only.
Does Natural Language access the network?
SKILL.md names 1 domain. As links in the text: sosumi.ai. This is read from the text; nothing was executed.
Is Natural Language safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Natural Language use?
Natural Language has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Natural Language use?
About 3.5k tokens (SKILL.md is roughly 14k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.4k tokens, read only when the agent opens those files.
What are the alternatives to Natural Language?
Skills that share tags, products or a category with Natural Language: Flutter Embedding Native Views (btwld/superdeck, 130 stars), Text Processor (revfactory/harness-100, 1.3k stars), Publish App Store Version (KeeForge/KeeForge, 114 stars) and Test Opencode Tooling (scouzi1966/maclocal-api, 346 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Natural Language?
dpearson2699 (a GitHub user) maintains it in dpearson2699/swift-ios-skills, which has 1,182 GitHub stars. The repository holds 86 skills in this directory. The repository was last updated on July 31, 2026.
Source: dpearson2699/swift-ios-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.