Generate JSON answers with page, start, end, and quote citations from provided context.
npx skills add https://github.com/BinkyTwin/DeepRead --skill rag-citations
Please help me install this Agent Skill. Skill: rag-citations Source: https://github.com/BinkyTwin/DeepRead/tree/main/.claude/skills/rag-citations Command: npx skills add https://github.com/BinkyTwin/DeepRead --skill rag-citations
LLMs can hallucinate or rely on memory. This Skill ensures responses are grounded solely in the provided context and paired with verifiable citations.
Provide your question along with the relevant document context. For example: "What is the main finding on page 2?" The model should respond with a JSON object containing the answer and citations.
High-intent search queries and answers about installing and using this skill.
Citations with page numbers, start/end offsets, and exact quotes are generated by pairing LLM responses with validated text extraction from source documents. This Skill enforces JSON output containing answer text linked to precise location data, enabling readers to verify claims directly against the original content.
Yes. By grounding answers exclusively in provided context and attaching verifiable citations, this approach eliminates hallucination risk. Each citation includes the quote, page, and character offsets, making it impossible for the model to claim information it didn't extract from your source material.
Citations must follow a strict JSON structure containing page number, start offset, end offset, and the exact quote from the source. This standardized format allows automated verification and makes citations machine-readable for downstream tools or databases.
Provide your question and document context together. The Skill processes both and returns a JSON object with your answer and a citations array. Each citation entry contains the page, character offsets, and verbatim text, ready for end-users to validate.
Yes. The Skill handles multi-page contexts by tracking page numbers and character positions within each page. This enables precise citation across lengthy documents like research papers, regulatory filings, or any text where location accuracy matters.
The Skill enforces strict adherence to provided context. If the model attempts to reference information not in the source material, citations cannot be validated, preventing unsupported claims from reaching users.
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