AnswerDotAI / AnswerDotAI/llms-txt
Add Citability to ecosystem — free llms.txt scanner & AI visibility scoring
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- Jupyter Notebook
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Description
## Tool Submission
**Name:** Citability
**URL:** https://citability.ai
**Category:** llms.txt Tooling / AI Visibility
**Description:** Citability is a free web scanner that validates llms.txt presence and quality as part of a broader AI visibility audit. It checks llms.txt, robots.txt AI crawler rules, Schema.org markup, MCP endpoints, and citation readiness across 51 protocol endpoints.
**Why it fits:** The llms.txt standard needs tooling to help site owners verify implementation and discover gaps. Citability scores llms.txt presence as part of its Discovery Score (0-50) and provides actionable feedback. Backed by data from 607M domains (Common Crawl) so site owners can benchmark against the wider web.
**Free:** Yes — no signup required at https://citability.ai/scan
Happy to add to an ecosystem/tools section of the README if appropriate.
Contributor guide
No contributing guide indexed for this repository
Research direction
Open the README and locate the ecosystem/tools section mentioned in the submission. Add Citability with its URL, category, description, and free-scan link; done means the tool is listed accurately in that section.
Written by the indexing model from the issue text.
Assessment
- Domain
- documentation
- Issue type
- Documentation
- Difficulty
- 1/5
- Estimated time
- Under an hour
- Activity status
- Quiet
- Clarity
- Mostly clear
- Newbie friendliness
- 68/100