Give Claude Code real GEO capability
We deep-read, tore down and actually ran the open-source GEO skills out there — this page keeps only the ones that ship results. Meanwhile, "Chinese 5-engine monitoring" is still a blank across the entire open-source ecosystem. That's the part we're building ourselves.
- ✓ All open source, all verifiable
- ✓ Deep-read before recommended
- ✓ Data as of July 2026
The open-source blank, filled
Audits, schema and content generation are well covered by open source. But "Chinese 5-engine visibility monitoring" has zero real implementations — the only project claiming coverage turned out to be a mock-data shell. That's exactly what we're building:
cn-crawler-check Live as web tool Chinese AI crawler reachability check: Bytespider (Doubao), Baiduspider (ERNIE), Sogou (Yuanbao), YisouSpider (Qwen/Quark) and 360Spider in one pass — the very crawlers overseas guides tell you to block are the ones the Chinese market needs you to allow.
Try it online →cn-visibility-monitor In development Real-query monitoring across the 5 major Chinese engines: ask Doubao, Kimi, Yuanbao, ERNIE and Qwen real questions from your industry, and track who gets recommended, who gets cited, and how you vs. competitors shift week over week.
geo-content-cn Planned Chinese citation-ready content rewriting: reshape existing pages into the formats AI loves to quote — answer blocks, comparison tables, data points, step lists — tuned to Chinese engine preferences.
Skills are being open-sourced to GitHub. Be the first to know:
5 worth installing, after deep-reading them all
These are community projects by their original authors (all credit theirs). Our value: we read, ran and filtered them for you — one line each on why it's worth installing.
25 skills + 18 agents covering technical audits, schema, E-E-A-T and reporting end to end. If you want the full SEO/GEO stack in one install, start here.
Goes beyond scoring — generates code-level fixes tailored to your framework (Next.js etc.). The open-source project furthest along the "ship fixes, not reports" path.
120 marketing skills; the highlight is 8 auditor "quality gates" — generated content must pass review before delivery. A great anti-fluff mechanism to learn from.
Audit + optimize + track citations across ChatGPT/Perplexity/Gemini, usable via CLI, Python or MCP. A great lightweight entry point.
The most-starred marketing skills collection; SEO/GEO is one corner of it, mostly methodology prompts. Worth installing as a reference library.
The open-source GEO ecosystem: what's covered, what's blank
| Capability | Open-source status | Representative projects |
|---|---|---|
| Audits / diagnostics | Well covered | claude-seo · gtm-engineer · geo-optimizer |
| Technical SEO fixes | Code-level implementations exist | gtm-engineer · claude-seo |
| Structured data / schema | Well covered | claude-seo and others |
| Content generation / scoring | Plentiful but similar | aaron · marketingskills |
| English AI visibility tracking | Early, fragmented | aperture · searchstack |
| Chinese 5-engine monitoring | Confirmed blank | We're building it ↑ |
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