synthesize

Integrate content from multiple documents into narrative, executive, or technical summaries.

10|Updated Jul 22, 2025
One-click install
npx skills add https://github.com/bdambrosio/Cognitive_workbench --skill synthesize-bdambrosio
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: synthesize
Source: https://github.com/bdambrosio/Cognitive_workbench/tree/main/src/tools/synthesize
Command: npx skills add https://github.com/bdambrosio/Cognitive_workbench --skill synthesize-bdambrosio

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill helps you make sense of information spread across multiple documents by integrating, comparing, and synthesizing their content into a new, coherent understanding.

Core Features & Use Cases

  • Cross-Document Synthesis: Combine information from a collection of notes or documents into a single narrative, executive summary, or technical report.
  • Document Comparison: Directly compare two documents to identify similarities, differences, contradictions, and relationships.
  • Focused Analysis: Extract insights on specific topics by using a focus parameter to guide the synthesis or comparison.
  • Use Case: You have a collection of research papers on a topic. Use this Skill to synthesize the key findings and methodologies into a comprehensive report, or to compare two specific papers on their experimental approaches.

Quick Start

Use the synthesize skill to create a narrative summary of the documents in the collection named '$research_papers'.

Frequently Asked Questions about synthesize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I synthesize information from multiple documents into a single report?

Synthesizing multiple documents involves integrating their content into a coherent summary. This Skill supports cross-document analysis, theme identification, and relationship mapping to generate narrative, executive, or technical reports.

What is the best way to compare two documents for similarities and contradictions?

Document comparison identifies similarities, differences, contradictions, and relationships between texts. This Skill leverages LLM capabilities to directly compare two documents and extract aligned insights.

Can I filter cross-document synthesis to focus on a specific topic?

Cross-document synthesis supports focus-based filtering. By using the focus parameter, you can guide the analysis to extract insights and generate summaries strictly aligned with your specified topics.

How do I generate an executive summary from a collection of research notes?

Generating an executive summary from collections involves integrating text and identifying key themes. This Skill processes multiple documents to produce condensed, high-level narrative or executive outputs.

What output formats are available for document synthesis and comparison?

Document synthesis supports narrative, comparison, executive, technical, and comprehensive summary formats. You can select the appropriate output type and apply compression control to manage summary length.

Does this document analysis tool require any specific dependencies or external components?

Document analysis and synthesis with this Skill requires no external dependencies. It operates independently using built-in scripts and references to leverage LLM capabilities for text summarization and relationship mapping.