What is the difference between shallow and deep ingestion?

Shallow mode focuses on formatting and sanitization, while Deep mode triggers supplementary web research to fill information gaps identified during ingestion.

What file formats does the read skill support?

The skill supports standard text and code files directly, and handles binary formats like PDF and Docx by delegating to the doc-parse plugin.

How does the 'detox' process ensure security?

It applies a merged ruleset of seed and evolving rules across 10 security categories, computing content hashes and risk levels to prevent malicious prompt injections.

Where does the skill store synthesized knowledge?

All processed and validated documents are stored as structured Markdown files in the .memory/.references/ directory of your workspace library.

Knowledge Ingestion & Synthesizer

Name: Knowledge Ingestion & Synthesizer
Author: huacheng

byhuacheng

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コンテンツ管理

Ingests and sanitizes local documents into a structured reference library to enhance AI-driven development context.

The read skill serves as a sophisticated bridge between external local files and Claude's internal knowledge base, allowing for the ingestion of PDFs, web pages, and code samples. It automatically deduplicates novel information, applies strict security 'detox' rules to prevent prompt injections, and organizes data into a validated reference library. This tool is indispensable for developers who need Claude to maintain a deep, secure, and structured understanding of proprietary documentation or specific project guidelines without manual copy-pasting.

主な機能

01Automated 10-category security detox to prevent prompt injection

021 GitHub stars

03Deduplication logic to isolate novel information from existing library data

04Entity extraction for intelligent topic mapping and organization

05Multi-format support for text, code, PDF, and Docx files

06Deep research mode to cross-reference ingested content with web data

ユースケース

01Sanitizing and organizing legacy code samples for safer AI context usage

02Importing proprietary technical manuals into a local AI knowledge base

03Synthesizing scattered PDF specifications into a structured reference library

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add huacheng/moonview read

For use in Claude.ai and ChatGPT