Agent Skills › zapprosite/JARVIS-REFRIMIX-ENTERPRISE › ingest_manual_pdf

ingest_manual_pdf

GitHub

该技能用于处理技术手册PDF的 ingestion 流程，包括文本解析、分块、生成嵌入向量并存储至 Qdrant 向量数据库，以支持后续的检索增强生成或数据分析。

.agent/skills/ingest_manual_pdf/SKILL.md zapprosite/JARVIS-REFRIMIX-ENTERPRISE

需要导入技术手册 PDF 到知识库构建 RAG 系统的文档预处理阶段

npx skills add zapprosite/JARVIS-REFRIMIX-ENTERPRISE --skill ingest_manual_pdf -g -y

More Options

Non-standard path

npx skills add https://github.com/zapprosite/JARVIS-REFRIMIX-ENTERPRISE/tree/main/.agent/skills/ingest_manual_pdf -g -y

Use without installing

npx skills use zapprosite/JARVIS-REFRIMIX-ENTERPRISE@ingest_manual_pdf

指定 Agent (Claude Code)

npx skills add zapprosite/JARVIS-REFRIMIX-ENTERPRISE --skill ingest_manual_pdf -a claude-code -g -y

安装 repo 全部 skill

npx skills add zapprosite/JARVIS-REFRIMIX-ENTERPRISE --all -g -y

预览 repo 内 skill

npx skills add zapprosite/JARVIS-REFRIMIX-ENTERPRISE --list

Frontmatter

{
    "name": "ingest_manual_pdf",
    "description": "Pipeline para ingerir PDF de manual técnico"
}

Ingest Manual PDF Skill

Crie script/função que:

Parse: Use pypdf ou unstructured para extrair texto + metadados (page_number).
Chunking: RecursiveCharacterTextSplitter (chunk_size=1000, overlap=200).
Embedding: Gere embeddings (OpenAI ou local).
Upsert Qdrant:
- Collection: manuals
- Payload: { "filename": "...", "page_number": int, "text": "...", "tenant_id": "public" }
- UUID: Gere determinístico (hash do texto) para evitar duplicatas.