name: private-knowledge-base description: Personal knowledge base for PDFs, papers, and documents with cross-document Q&A and concept retrieval. Use when: (1) User asks questions about stored documents ("which doc mentions X?"), (2) Need to summarize concepts across multiple PDFs, (3) User wants to ingest new PDFs/papers into knowledge base, (4) Cross-document linking and association is needed, (5) Fast semantic search over personal document collection. version: 1.0.0

Private Knowledge Base

Personal document storage and retrieval system for PDFs, papers, and research documents.

Quick Start

Ingest Documents

# Add PDF to knowledge base
./scripts/ingest.sh ~/path/to/document.pdf

# Process entire folder
./scripts/ingest-folder.sh ~/papers/

Query Knowledge Base

# Search for concept across all documents
./scripts/search.sh "transformer architecture"

# Get summary of concept from relevant docs
./scripts/summarize.sh "attention mechanism"

Core Workflows

1. Document Ingestion

When user provides new PDFs or papers:

1. Create document entry in kb/index.json
2. Extract text and metadata

   小葱技能7w4.net持续更新中。

3. Generate embeddings for semantic search
4. Store in kb/docs/ with normalized name

2. Cross-Document Q&A

When user asks "which document mentions X?" or "summarize X from my docs":

1. Search embeddings for relevant passages
2. Retrieve source documents
3. Synthesize answer across documents
4. Cite sources with document names and page numbers

3. Concept Linking

Build associations between documents: - Shared concepts - Citation relationships - Topic clusters

File Structure

private-knowledge-base/
├── SKILL.md
├── scripts/
│   ├── ingest.sh          # Single document ingestion
│   ├── ingest-folder.sh   # Batch ingestion
│   ├── search.sh          # Semantic search
│   └── summarize.sh       # Cross-document summary
├── references/
│   └── schema.md          # KB index schema
└── kb/                    # Created at runtime
    ├── index.json
    ├── embeddings/
    └── docs/

Usage Examples

User: "我之前存的文档里，哪篇提到了 transformer?" → Run ./scripts/search.sh "transformer"

User: "总结一下我文档里关于 attention 的内容" → Run ./scripts/summarize.sh "attention"

User: "把这篇 PDF 加到知识库" → Run ./scripts/ingest.sh <pdf-path>

Configuration

Set knowledge base location:

export KB_ROOT=~/.openclaw/workspace/kb

Default: ~/kb if not set.

这个 Skill 整体质量中等偏上，文档和基础框架做得不错，但核心功能有所欠缺。它能帮你存储和搜索 PDF 文档，但搜索结果可能不够精准，偶尔会遗漏相关内容。总结功能比较基础，只是把相关内容片段摘出来，没有真正做智能分析。如果你需要一个轻量级的文档管理工具可以用，但想要精准的语义搜索和智能的内容总结，目前还达不到预期效果。