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文件总结 File Summary & Analysis

面向 OpenClaw 的本地文档摘要工具:通过 file_summary 工具以 extract 动作读取本地 txt/docx/pdf/xlsx/xls 文本,再由 OpenClaw LLM 生成摘要;依赖 Python 3.8+ 与 python-docx、pypdf、openpyxl、xlrd 等包。

leonthepro2012
leonthepro2012
热度 97.77
最近更新 2026-05-11 17:28:41
分类:效率依赖:代码执行 / 读写文件 / 内部调用大模型应用场景:摘要总结 / 工作流

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add file-summary
Metadata
name
file-summary
description
Local document summary tool. Activate when user mentions "总结文件", "帮我总结", "总结文档", "分析文档" or provides a local file path (txt/docx/pdf/xlsx/xls).

File Summary Tool

Single tool file_summary for local document text extraction and summary.

Token Extraction

From user input 帮我总结 D:\测试.pdf → file_path = D:\测试.pdf

Actions

Extract Document Content

{ "action": "extract", "file_path": "D:\测试.pdf" }

Returns:

  • Success: Plain text content of the document (txt/docx/pdf/xlsx/xls)
  • Error: Error message starting with ❌ (e.g. ❌ File not found, ❌ Unsupported format)

Generate Summary

{ "action": "summary", "file_path": "D:\测试.pdf" }

Returns: Concise summary of the document content (integrated with OpenClaw LLM)

Workflow

To summarize a local document:

  1. Extract content: { "action": "extract", "file_path": "your_file_path" } → returns plain text
  2. Generate summary: OpenClaw LLM summarizes the extracted text automatically

Configuration

channels: local: tools: file_summary: true # default: true python: true # required - need Python environment

Dependency

Required Environment

  1. Python 3.8+ (added to system environment variables)
  2. Required Python packages (auto-installed by script):
    • python-docx (for docx)
    • pypdf (for pdf)
    • openpyxl (for xlsx)
    • xlrd==1.2.0 (for xls)

Tool Path Configuration

  1. Place the tool files in OpenClaw's skill folder: OpenClaw/skills/file-summary/ ├─ SKILL.md (this file) ├─ file2sum.py
  2. Set the execution command in OpenClaw: ${skill_path}\file2sum.py

Permissions

Required:

  • Local file read permission (user needs to grant file access)
  • Python execute permission (no special system permissions required)

Usage

Local Deployment

  1. Put the file-summary folder into OpenClaw's skills directory
  2. Restart OpenClaw
  3. User input example:
    • "帮我总结 D:\测试.pdf"
    • "总结文件 D:\数据\销售表.xlsx"

Public Deployment

  1. Upload the file-summary folder (include md/py) to a public platform (e.g. GitHub/Gitee, ClawHub)
  2. Share the download link
  3. Users import via OpenClaw "Skill Market → Import from URL"