{"data":{"slug":"geo-score","name":"geo-score","tagline":"MIT free AIV readiness score + MCP — cite-ability without a paywall","category":"agents","categoryName":"AI Agents","url":"https://github.com/jianruntech/geo-score","github":"https://github.com/jianruntech/geo-score","pricing":"open-source","hook":"geo-score answers “can AI engines cite this site?” with a free 0–100 readiness score from one command — then optional Ask/Watch tiers that spend only the provider keys you bring.","whatsGood":"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.","theCatch":"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.","addedAt":"2026-10-04","featured":false,"domain":"AI Agents","subSpecialty":"Agents","subcategory":"MCP","tags":["mcp","self-host","permissive","active","young-repo"],"capabilities":["mcp"],"surfaces":["MCP","Self-host"],"ecosystem":["Multi-platform"],"licenseModel":"OSS/MIT","githubStars":320,"starsPerWeek":54,"access":"free","archived":false,"repo":{"createdAt":"2026-09-08","pushedAt":"2026-10-17","license":"MIT","archived":false,"checkedAt":"2026-10-19"}},"related":[{"slug":"claude-code","name":"Claude Code","tagline":"Terminal-first coding agent with deep repository context"},{"slug":"cursor","name":"Cursor","tagline":"The AI-first code editor that understands your codebase"},{"slug":"devin","name":"Devin","tagline":"Autonomous AI engineer for defined engineering tasks"},{"slug":"stagehand","name":"Stagehand","tagline":"AI-native browser automation that mixes code and natural language"},{"slug":"browser-use","name":"Browser Use","tagline":"Open-source framework for LLM-driven browser agents"}],"links":{"self":"/api/gems/geo-score","html":"/gems/geo-score","markdown":"/gems/geo-score.md","category":"/api/gems?category=agents","categoryPage":"/stacks/agents"}}