geo-score

MIT free AIV readiness score + MCP — cite-ability without a paywall

AI Agents / Agents · OSS/MIT · 320

Reviewed 2026-10-04 · last push 2026-10-17 · repo checked 2026-10-19

What's Good

MIT (jianruntech/geo-score). PyPI `geo-score` v1.6.0 (HTTP 200). Score path is stdlib Python, no API key, no install required for the raw CLI; MCP via `uvx geo-score@1.6.0 mcp` (score free; `--read-only` for spend-safe). Claude Code skill + open rubric v1.1. Leaderboard at jianruntech.com. ★~619.

The Catch

Spend: `ask` and `run`/`Watch` call AI engines with YOUR keys — Score is free, citation checks are not. Vs firecrawl / open-seo-class hosted SEO tools: Firecrawl is crawl→markdown; open-seo leans on a hosted path — geo-score’s catch is an open AIV readiness rubric + local MCP with a zero-key Score tier. Rubric is readiness, not a guarantee engines will cite you.

Verdict

MIT GEO/AIV score+MCP when you need a free cite-ability bar before paying for Ask/Watch — not Firecrawl crawl; bring keys only for engine asks.

Embed

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