knowledge-synthesis

Combine and deduplicate search results from multiple sources into attributed answers.

Updated Feb 6, 2026
One-click install
npx skills add https://github.com/lohasle/knowledge-work-plugins --skill knowledge-synthesis-lohasle
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: knowledge-synthesis
Source: https://github.com/lohasle/knowledge-work-plugins/tree/main/enterprise-search/skills/knowledge-synthesis
Command: npx skills add https://github.com/lohasle/knowledge-work-plugins --skill knowledge-synthesis-lohasle

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill transforms raw, disparate search results from multiple sources into a single, coherent, and trustworthy answer, eliminating redundancy and providing clear attribution.

Core Features & Use Cases

  • Deduplication: Merges identical information found across different sources (chat, email, docs).
  • Source Attribution: Clearly cites all sources used for synthesized information.
  • Confidence Scoring: Assesses the trustworthiness of information based on freshness and source authority.
  • Summarization: Condenses large result sets into digestible summaries tailored to the volume of information.
  • Use Case: When asking about a project decision, it combines chat discussions, emails, and design documents into one clear narrative, highlighting any conflicting information and indicating the most reliable conclusion.

Quick Start

Synthesize the search results to provide a clear answer about the API redesign decision.

Frequently Asked Questions about knowledge-synthesis

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

FAQPage Schema
How do I synthesize search results from multiple sources into one answer?

To synthesize search results, the Skill combines and merges disparate information from multiple sources into a single coherent answer. It eliminates redundancy through deduplication and provides clear source attribution for all consolidated information.

What is the best way to deduplicate identical information found across enterprise documents?

Deduplicating identical information found across chat, email, and documents is handled by merging overlapping content during the synthesis process. This consolidates redundant data into a single narrative with clear source attribution.

How does confidence scoring work for information retrieval in enterprise environments?

Confidence scoring for information retrieval assesses trustworthiness based on data freshness and source authority. It evaluates these factors during synthesis to highlight conflicting information and indicate the most reliable conclusions.

Can I condense large result sets into digestible summaries tailored to information volume?

You can condense large result sets into digestible summaries because the Skill employs various summarization strategies tailored to the volume of information. It adjusts the summarization approach based on the size of the retrieved result set.

Does synthesizing project decisions combine discussions, emails, and design documents?

Synthesizing project decisions combines chat discussions, emails, and design documents into one clear narrative. It highlights any conflicting information found across these disparate sources and indicates the most reliable conclusion.