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antinet-doc-parse

A

by anbeime8.2k

Developer Tools

软件开发工程师与数据科学家在构建RAG系统时，当需处理PDF/Word/Excel等多格式复杂文档，用此技能可自动触发三级解析降级，一键输出高置信度结构化Markdown与元数据，免去繁琐清洗，直接夯实企业知识库数据底座！

Install

The skill file stays in the publisher's repository.

Paste the copied command in a terminal. It installs this SKILL.md into that agent.

npx skills add anbeime/skill --skill antinet-doc-parse -a cursor -y

Download skill skills/antinet-doc-parse/SKILL.md on GitHub

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Questions

How do I install antinet-doc-parse?: Download skills/antinet-doc-parse/SKILL.md from the publisher, or copy the path and open the repository. PlugMCP lists the skill and does not host the file.
Where does antinet-doc-parse live?: The publisher keeps it at https://github.com/anbeime/skill.
Which agents can use antinet-doc-parse?: Claude, Cursor, and Codex can read a SKILL.md you add from the publisher's repository.

软件开发工程师与数据科学家在构建RAG系统时，当需处理PDF/Word/Excel等多格式复杂文档，用此技能可自动触发三级解析降级，一键输出高置信度结构化Markdown与元数据，免去繁琐清洗，直接夯实企业知识库数据底座！

name: antinet-doc-parse description: 软件开发工程师与数据科学家在构建RAG系统时，当需处理PDF/Word/Excel等多格式复杂文档，用此技能可自动触发三级解析降级，一键输出高置信度结构化Markdown与元数据，免去繁琐清洗，直接夯实企业知识库数据底座！ assign_when: 该 Worker 负责把任意格式的原始文档转成机器可读的结构化文本，是下游信息抽取与检索的通用解析入口。

多格式文档解析 Skill（密卷房）

使用方式

由密卷房 Worker 在收到已通过安全扫描的文件时调用。
三级 fallback 依次尝试，输出最终结构化结果与置信度。

输入（Input）

file_path：已通过 security-scan 的本地文件路径
formats：（可选）期望支持的格式白名单，默认全格式

输出（Output）

markdown：结构化 Markdown 正文
metadata：标题、页数、表格数、作者等元数据

Plug any tool into any agent. MCP servers for people who do not write servers. Gateway for volume, n8n for apps.

github.com/TODO
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DPA

confidence：0–1 解析置信度

fallback_used：最终生效的解析器名称

依赖（Dependencies）

MinerU（首选，强排版还原）
PyMuPDF（次选，PDF 快速解析）
pdfplumber（兜底，表格/文本抽取）
python-magic（类型探测）

失败处理（Failure Handling）

主解析器失败 → 自动降级到下一档，直到全部尝试。
三级全部失败 → 标记 人工介入，不输出残缺结果，回传 BLOCKED 给军机处。
单页超大文件 → 分块解析后拼接，避免内存溢出；块级失败仅标记该块低置信度。

复用价值（Reuse Value）

通用解析底座：RAG 索引、企业知识库、合同结构化均可直接复用。
置信度透明：下游（通政司四色卡片）可据此决定是否需要人工复核，降低幻觉风险。

复赛代码包执行（runnable package）

真实入口：scripts/run_doc_parse.py
执行等价于 core.runtime.AgentSession.run_stage("doc-parse")，调用 archive.mijuanfang.MiJuanFangAgent（三级解析 fallback，纯 Python 可离线）。
运行：python skills/doc-parse/scripts/run_doc_parse.py
产物：examples/snse_survey/skill_outputs/doc_parse.json（解析结果 + 置信度 + fallback 信息）。

How do I install antinet-doc-parse?: Download skills/antinet-doc-parse/SKILL.md from the publisher, or copy the path and open the repository. PlugMCP lists the skill and does not host the file.
Where does antinet-doc-parse live?: The publisher keeps it at https://github.com/anbeime/skill.
Which agents can use antinet-doc-parse?: Claude, Cursor, and Codex can read a SKILL.md you add from the publisher's repository.