ai-instruct vs Stobo SEO & AEO Audit
ai-instruct is a plugin bundle for AI coding tools published by ziniman. Marketplaces we read that list it: 1 (Claude Code: claude-plugins-community). Stobo SEO & AEO Audit is an MCP server published by stobo-app. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-25. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.
Where each is published
| Marketplace |  ai-instruct |  Stobo SEO & AEO Audit |
|---|---|---|
| Claude Code: claude-plugins-community | Listed Version: 2.0.6 Forks (GitHub): 1 Stars (GitHub): 29 Not marked · First seen |
Not listed |
| Official MCP Registry | Not listed | Listed Version: 0.4.3 Downloads/month (PyPI): 153 Downloads/week (PyPI): 49 Forks (GitHub): 2 Stars (GitHub): 8 Not marked · First seen |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
The facts side by side
| Fact | ai-instruct | Stobo SEO & AEO Audit |
|---|---|---|
| Marketplaces that list it | 1 | 1 |
| Stars (GitHub) (differs) | 29 (better) | 8 (worse) |
| Forks (GitHub) (differs) | 1 (worse) | 2 (better) |
| Last release | Not published | Not published |
| Where it runs (differs) | Installs as a plugin bundle | On your machine (stobo-mcp) |
| Transport (differs) | Not stated | stdio |
| Tools it declares | Not published | Not published |
| Environment variables it asks for (differs) | Not published | 2, secrets among them: 1 |
| Parts of the bundle (differs) | 5 | Not a bundle |
| Licence (differs) | Apache-2.0 | Not stated |
| Repository (differs) | github.com/ziniman/ai-instruct | github.com/stobo-app/stobo-mcp |
| Changes in the last 7 days | 0 | 0 |
| First seen | 2026-10-11 | 2026-10-11 |
Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.
What each says it does
ai-instruct
Five practical skills covering the domains developers most often Google when shipping a website. Each skill auto-loads only when relevant to the task: Web Accessibility on UI work, SEO/LLMO before launch, Core Web Vitals on performance issues, AWS SPA deploy on Amplify/CDK work, and Google Analytics 4 on tracking setup. Originally distributed as standalone markdown guides for any AI tool (also available via npx ai-instruct init); now packaged as a single Claude Code plugin for one-command install.
Stobo SEO & AEO Audit
AI-powered SEO and AEO audit for websites
How to run each
ai-instruct As a Claude Code plugin
/plugin marketplace add anthropics/claude-plugins-community
/plugin install ai-instruct@claude-communityStobo SEO & AEO Audit As a local MCP server: PyPI package
claude mcp add --env "STOBO_API_KEY=<YOUR_STOBO_API_KEY>" --transport stdio seo-audit -- uvx stobo-mcpRequires: STOBO_API_KEY (secret)
Commands built only from what the marketplaces declare; the full set for every client is on each card.
Tools each declares
Neither one's marketplaces publish a list of tools, so there is nothing to compare.
Settings each asks for
The marketplaces of ai-instruct publish no settings it asks for, so we do not compare settings.
What it can do: ai-instruct · What it can do: Stobo SEO & AEO Audit · Compare two other plugins
Data comes from the public marketplace file https://github.com/anthropics/claude-plugins-community/blob/HEAD/.claude-plugin/marketplace.json. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.