validating-cards

What problem does it solve?

This skill helps ensure the accuracy and consistency of flashcards by providing a comprehensive validation workflow that covers fact-check, freshness, similarity, and context for decks and individual notes.

Core Features & Use Cases

• Fact-check: validate factual accuracy against sources and identify incorrect statements.
• Freshness: detect outdated information and propose updates.
• Similarity: identify near-duplicates or highly similar content to prevent redundancy using Jaccard or embeddings.
• Context: verify logical consistency across linked cards and nid-linked groups.

Use Case: Before publishing a new deck, run all validators in parallel to flag issues and produce a report.

Quick Start

Call the all-in-one validator endpoint to scan the current deck: POST /api/validate/all. You can also run individual validators via POST to their specific endpoints.