Persian SEO
TronIsHere/vibefarsiui
Technical and on-page SEO for Persian (Farsi) websites: lang and hreflang for fa-IR, RTL-safe metadata, Persian titles and descriptions, slug and URL strategy for Persian content, ZWNJ and keyword…
SEO validator: meta/OG, Schema.org, hreflang, Core Web Vitals, crawlability.
$ npx skills add softspark/ai-toolkit --skill seo-validate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install softspark/ai-toolkit seo-validate --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/softspark/ai-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/app/skills/seo-validate .claude/skills/seo-validate && 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 "seo-validate" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/seo-validate into .claude/skills/seo-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "seo-validate", 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/softspark/ai-toolkit/tree/main/app/skills/seo-validateType 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 softspark/ai-toolkit --skill seo-validate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install softspark/ai-toolkit seo-validate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/app/skills/seo-validate .agents/skills/seo-validate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "seo-validate" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/seo-validate into .agents/skills/seo-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "seo-validate", 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 softspark/ai-toolkit --skill seo-validate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install softspark/ai-toolkit seo-validate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/app/skills/seo-validate .cursor/skills/seo-validate && 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 "seo-validate" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/seo-validate into .cursor/skills/seo-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "seo-validate", 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/softspark/ai-toolkit.git --path app/skills/seo-validate--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 softspark/ai-toolkit --skill seo-validate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install softspark/ai-toolkit seo-validate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/app/skills/seo-validate .gemini/skills/seo-validate && 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 "seo-validate" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/seo-validate into .gemini/skills/seo-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "seo-validate", 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 softspark/ai-toolkit seo-validateInstalls 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 softspark/ai-toolkit --skill seo-validate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/app/skills/seo-validate .github/skills/seo-validate && 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 "seo-validate" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/seo-validate into .github/skills/seo-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "seo-validate", 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 softspark/ai-toolkit --skill seo-validate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install softspark/ai-toolkit seo-validate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/softspark/ai-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/app/skills/seo-validate .opencode/skills/seo-validate && 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 "seo-validate" agent skill from https://github.com/softspark/ai-toolkit/tree/main/app/skills/seo-validate into .opencode/skills/seo-validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "seo-validate", 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.
seo-validateSEO validator: meta/OG, Schema.org, hreflang, Core Web Vitals, crawlability.
SEO Validate is an agent skill from softspark/ai-toolkit. SEO validator: meta/OG, Schema.org, hreflang, Core Web Vitals, crawlability. Triggers: SEO, meta tags, Schema.org, hreflang, LCP, INP, CLS, Core Web Vitals, sitemap, crawlability.
Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including scripts (for example `reference/ai-pipeline.md`, `reference/content-citability.md` and `reference/core-web-vitals.md`).
It sits in Marketing & SEO, covering Technical SEO, Web performance and Schema markup. The repository describes itself as: Professional-grade AI coding toolkit: 94 skills, 44 agents, multi-platform (Claude, Cursor, Windsurf, Copilot, Gemini, Cline, Roo Code, Aider, Augment, Antigravity, Codex CLI… The licence is Apache-2.0.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit d64db2b. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadGrepGlobBashFrom allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
SEO Validate loads about 3.9k tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 1,531 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.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: Read, Grep, Glob, BashAutomated 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); the scripts in this folder are not scanned.
The full file from softspark/ai-toolkit at commit d64db2b, republished under its Apache-2.0 licence (© softspark). 1,531 words, ~3,894 tokens.
.claude/skills/seo-validate/SKILL.md (or your agent's skills folder). This skill also uses 10 other files; get the full folder from GitHub.$ARGUMENTS
Scan a codebase for SEO issues using pattern-matching heuristics. Detects W3C/HTML violations, meta tag gaps, structured data problems, hreflang errors, Core Web Vitals risks (LCP/INP/CLS), resource-hint misuse, above-the-fold anti-patterns, GEO gaps (chunk architecture, hedging language, decision frameworks, semantic triples, freshness), topical authority gaps (pillar/cluster structure, orphan pages, cannibalization), SPA/CSR/SSG crawlability problems, technical SEO misconfigurations, and accessibility-for-SEO issues. Read-only — never modifies files.
Standards basis: W3C HTML5 Recommendation, W3C WCAG 2.2, Schema.org vocabulary, IETF RFC 5646 (BCP 47 language tags) for hreflang, web.dev Core Web Vitals thresholds (LCP <2.5s, INP <200ms, CLS <0.1), Google Search Central crawlability guidelines, and emerging GEO (Generative Engine Optimization) practices.
/seo-validate # Scan full project, auto-detect framework
/seo-validate src/ # Scan specific path
/seo-validate --scope rendering # Only SPA/CSR/SSG crawlability checks
/seo-validate --scope performance # Only Core Web Vitals static signals
/seo-validate --scope geo # Only GEO (Generative Engine Optimization)
/seo-validate --scope topical # Only topical authority and cluster architecture
/seo-validate --severity high # Filter to HIGH findings only
/seo-validate --framework next # Force framework (skip auto-detection)
/seo-validate --rendering csr # Force rendering-mode interpretation
/seo-validate --output json # Structured JSON output for CI integrationScopes:
full (default) — all 10 categoriestechnical — HTML semantics, hreflang, CWV, rendering, technical SEO (categories 1, 4, 5, 7, 8)content — meta/OG, structured data, GEO, a11y-for-SEO (categories 2, 3, 6, 9)performance — only CWV static signals (category 5)geo — only GEO / citability checks (category 6)rendering — only category 7 (SPA/CSR/SSG crawlability) — useful for migration auditstopical — only topical authority and cluster architecture (category 10)Severity filtering: --severity high shows only HIGH, --severity warn shows HIGH+WARN, --severity info shows all. Default: all.
package.json, config files, and entry HTML.Grep/Glob/Read against framework-aware patterns for everything the script does not cover.Run detection before scanning so category patterns can adapt. Detection order:
package.json (if present) and inspect dependencies + devDependencies:| Deps contain | Framework | Default rendering |
|---|---|---|
next | next | hybrid (per-route) |
nuxt | nuxt | ssr |
astro | astro | ssg |
gatsby | gatsby | ssg |
@sveltejs/kit | sveltekit | hybrid |
@remix-run/* | remix | ssr |
@angular/core + @angular/ssr or @nguniversal/* | angular | ssr |
@angular/core alone | angular | csr (flag as SPA) |
vue + nuxt | see nuxt row | — |
vue without nuxt | vue | csr (flag as SPA) |
react + vite without Next/Remix | vite-spa | csr (flag as SPA) |
react-scripts | cra | csr (flag as SPA) |
no package.json OR no framework deps | static | static |
Read config files to refine:
next.config.* — check output: 'export' (forces SSG), images, i18n settings.nuxt.config.* — check ssr: false, generate blocks (SSG export).astro.config.* — check output: 'server'|'static'|'hybrid' and prerender directives.gatsby-config.* — plugin list (gatsby-plugin-react-helmet, gatsby-plugin-sitemap).svelte.config.* — adapter choice (static, node, vercel).vite.config.* + package.json scripts — look for vite-plugin-ssr, vite-plugin-prerender.angular.json — look for SSR builder config.Read entry HTML (public/index.html, index.html, app/layout.tsx, src/app.html, etc.) to confirm whether meaningful content is prerendered or only a mount point (<div id="root"></div>).
Override precedence: --framework and --rendering flags override detection.
Report the detected framework and rendering mode in the Summary table.
python3 ${CLAUDE_SKILL_DIR}/scripts/seo-scanner.py [path] [--output json|text]Deterministic checks over meta tags, heading order, image alt, JSON-LD, hreflang,
robots.txt, sitemap, Core Web Vitals signals and llms.txt. No framework
awareness — it reads files, not build config. Categories 7 and 10 are not touched.
Read reference/scanner-categories.md in full,
then work every category in --scope with Grep (regex across files) and Read
(config parsing / ordered checks), skipping only what Step 2 already reported.
Patterns are framework-aware — use the framework detected in Step 1 to select the
right rule set.
Categories 7 (Rendering Mode & Crawlability) and 10 (Topical Authority) get no help from the script. Run them in full or say in the report that you did not.
For each finding:
next/image with priority prop" vs. "add <link rel="preload" as="image"> to <head>").definitive for regex matches against known-bad patterns, heuristic for co-occurrence / absence checks.Present findings sorted by severity (HIGH → WARN → INFO), then by file path. State which findings came from the script and which from the manual pass, and name any category you did not complete.
scripts/seo-scanner.py gives a deterministic baseline over 8 of the 10 categories.
The full pattern tables, per-framework rules and standards citations live in
reference/scanner-categories.md.
| # | Category | Covered by the script | Manual pass |
|---|---|---|---|
| 1 | HTML Semantics & W3C | heading order | rest of the category |
| 2 | Meta & Open Graph | title, description, OG/Twitter tags | rest of the category |
| 3 | Structured Data / Schema.org | JSON-LD presence and shape | rest of the category |
| 4 | Hreflang & i18n | hreflang pairs, x-default | rest of the category |
| 5 | Core Web Vitals (static signals) | LCP/CLS/INP signal patterns | rest of the category |
| 6 | GEO (Generative Engine Optimization) | llms.txt presence | rest of the category |
| 7 | Rendering Mode & SPA/CSR/SSG Crawlability | nothing | the whole category |
| 8 | Technical SEO | robots.txt, sitemap | rest of the category |
| 9 | Accessibility for SEO | image alt | rest of the category |
| 10 | Topical Authority & Cluster Architecture | nothing | the whole category |
Categories 7 and 10 have no script coverage at all — they are entirely manual, and skipping them is the most likely way this skill under-reports.
## SEO Validation Report
### Summary
| Metric | Value |
|--------|-------|
| Scope | full / technical / content / performance / geo / rendering / topical |
| Framework detected | next / nuxt / astro / gatsby / sveltekit / remix / angular / vue / react-spa / vite-spa / cra / static |
| Rendering mode | csr / ssr / ssg / isr / hybrid |
| Files scanned | N |
| Public routes found | N |
| Routes with prerendering | N of N |
| Findings: HIGH | N |
| Findings: WARN | N |
| Findings: INFO | N |
### Findings
#### [HIGH] app/layout.tsx:12
Category: HTML Semantics & W3C
Confidence: definitive
Pattern: `<html>` element missing `lang` attribute
W3C Rule: HTML5 §3.2.6
Fix: Add `lang="en"` (or appropriate BCP 47 code) to the `<html>` element.
See: reference/w3c-guidelines.md#lang-attribute
#### [HIGH] components/HomeHero.tsx:24
Category: Core Web Vitals (LCP)
Confidence: definitive
Pattern: Above-the-fold `<img>` with `loading="lazy"`
Rule: LCP anti-pattern — lazy loading the LCP element delays it
Fix: Remove `loading="lazy"`, add `fetchpriority="high"`. For Next.js use `<Image priority />`.
See: reference/core-web-vitals.md#above-the-fold
#### [HIGH] src/App.tsx:1
Category: Rendering Mode & SPA Crawlability
Confidence: definitive
Pattern: CSR-only React app (Vite) with no prerender plugin
Rule: Content-site SPAs without SSR/SSG are invisible to most crawlers
Fix: Add `vite-plugin-ssr` or migrate to Next.js/Remix; OR add `react-snap` for build-time prerender.
See: reference/spa-ssg-patterns.md#react-spa-migrationConfidence values:
definitive — regex match against a known-bad pattern with high precision.heuristic — co-occurrence / absence / ordering / above-the-fold inference — may be false positive.Exit codes (when --output json):
0 — no HIGH findings.1 — one or more HIGH findings.package-lock.json, yarn.lock, pnpm-lock.yaml), vendored directories (node_modules/, vendor/, .git/, dist/, build/, out/, .next/, .nuxt/, .svelte-kit/, public/build/).<noscript> catches only the "no-JS" case, not the "crawler without JS execution" case — don't upgrade a CSR HIGH to WARN just because noscript exists.scripts/seo-scanner.py reads files, not build output. A Next.js metadata export, a useHead() call, or a <svelte:head> block produces correct tags at runtime that the scanner cannot see, so "missing meta description" on a framework project is a claim about the source, not about the page.robots.txt and sitemap.xml are checked at the project root. Frameworks that generate them at build time (next-sitemap, @astrojs/sitemap, gatsby-plugin-sitemap) leave nothing on disk, so absence is not evidence — check the config and the plugin list before reporting it.hreflang="de" is only valid if the German page declares the reverse; a one-file scan sees half the pair and cannot conclude.width/height, unbounded images, render-blocking patterns. Real LCP/CLS/INP come from field data (CrUX, RUM). Reporting a passing CWV category is out of this skill's reach./a11y-validate; category 9 here is deliberately shallow.speakable schema, citation/source markup, AI-extractable content structure, chunk anatomy, 13-week freshness strategy.FAQPage/HowTo/QAPage schema, llms.txt, AI bot robots.txt directives, E-E-A-T signals, automated grep patterns for Category 6.© softspark, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 10 other files (scripts) in app/skills/seo-validate of softspark/ai-toolkit.
Open the folder on GitHubat commit d64db2b
SEO Validate 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 |
|---|---|---|---|---|---|---|
| SEO Validate this skillsoftspark/ai-toolkit | 179 | — | ~3.9k | Automated safety check: Notes | Apache-2.0 | |
| Persian SEOTronIsHere/vibefarsiui | 208 | — | ~1.7k | Automated safety check: Warn | None | |
| SEO Auditjosstei/maestro-orchestrate | 465 | — | ~218 | Automated safety check: Pass | Apache-2.0 | |
| SEO Audittextura-agency/next16-claude-starter | 132 | — | ~2.2k | Automated safety check: Notes | Unlicense | |
| SEO Geoericrisco/rsc-harness | 167 | — | ~2.8k | Automated safety check: Pass | MIT | |
| Product Page SEOadobe/skills | 196 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 |
TronIsHere/vibefarsiui
Technical and on-page SEO for Persian (Farsi) websites: lang and hreflang for fa-IR, RTL-safe metadata, Persian titles and descriptions, slug and URL strategy for Persian content, ZWNJ and keyword…
josstei/maestro-orchestrate
Run a Maestro-style SEO assessment for meta tags, structured data, crawlability, and Core Web Vitals
textura-agency/next16-claude-starter
Audit a page or the whole site for technical and on-page SEO — crawlability, metadata, heading outline, structured data, internal linking, Core Web Vitals, and the animation-specific crawlability…
ericrisco/rsc-harness
A skill your agent uses when one existing page needs to rank in Google AND get cited by AI answer engines — auditing a URL for on-page SEO, structured-data JSON-LD, GEO citation levers, Core Web…
adobe/skills
Optimize AEM Edge Delivery Services commerce product pages for search engine crawling and indexing.
unifapi-agent/agents
When the user wants to audit, review, or diagnose SEO issues on their site.
softspark/ai-toolkit
Prepare or verify a project QA environment with source identity, readiness, browser access, evidence paths and owned cleanup.
softspark/ai-toolkit
Accessibility validator: WCAG 2.1 AA, EN 301 549, EAA. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Analyzes code quality, complexity, patterns across codebase.
softspark/ai-toolkit
Drives a brief, specification, issue or existing PR through implementation, review, tests and QA to a ready PR.
softspark/ai-toolkit
Direct technical voice for docs, README, user-facing text. An agent skill from softspark/ai-toolkit.
softspark/ai-toolkit
Detect/generate/debug CI pipeline config (GitHub Actions, GitLab CI).
Categories
SEO validator: meta/OG, Schema.org, hreflang, Core Web Vitals, crawlability. SEO Validate is an agent skill from softspark/ai-toolkit.org, hreflang, Core Web Vitals, crawlability.
SEO Validate fits situations like: tasks that involve Technical SEO; tasks that involve Web performance; tasks that involve Schema markup.
Run `npx skills add softspark/ai-toolkit --skill seo-validate -a claude-code`. Or copy the skill folder (app/skills/seo-validate in softspark/ai-toolkit) into .claude/skills/seo-validate in your project. Claude Code loads it when a task matches its description.
Run `npx skills add softspark/ai-toolkit --skill seo-validate -a codex`. Or copy the skill folder (app/skills/seo-validate in softspark/ai-toolkit) into .agents/skills/seo-validate in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add softspark/ai-toolkit --skill seo-validate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/seo-validate, .gemini/skills/seo-validate, .github/skills/seo-validate and .opencode/skills/seo-validate in your project.
Going by SKILL.md and its folder, SEO Validate needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Grep, Glob, Bash.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
SEO Validate is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.9k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with SEO Validate: Persian SEO (TronIsHere/vibefarsiui, 208 stars), SEO Audit (josstei/maestro-orchestrate, 465 stars), SEO Audit (textura-agency/next16-claude-starter, 132 stars) and SEO Geo (ericrisco/rsc-harness, 167 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
softspark (a GitHub user) maintains it in softspark/ai-toolkit, which has 179 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on October 7, 2026.
Source: softspark/ai-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.