knowledge-synthesis

Combine search results from multiple enterprise sources into deduplicated answers with source attribution.

23.4k|2.8k|Updated Jan 23, 2026
One-click install
npx skills add https://github.com/anthropics/knowledge-work-plugins --skill knowledge-synthesis-anthropics
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: knowledge-synthesis
Source: https://github.com/anthropics/knowledge-work-plugins/tree/main/enterprise-search/skills/knowledge-synthesis
Command: npx skills add https://github.com/anthropics/knowledge-work-plugins --skill knowledge-synthesis-anthropics

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, complete with source attribution and confidence scoring.

Core Features & Use Cases

  • Deduplication: Merges identical information found across different sources (e.g., chat, email, documents).
  • Source Attribution: Clearly cites all sources used to generate the answer.
  • Confidence Scoring: Assesses the trustworthiness of information based on freshness and source authority.
  • Summarization: Condenses large sets of results into digestible summaries.
  • Use Case: When asked about a project decision, it can combine information from meeting notes, email threads, and design documents to provide a single, accurate summary of the decision, who made it, and when.

Quick Start

Synthesize the search results into a coherent answer with source attribution.

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 enterprise sources into a single answer?

You synthesize search results by combining raw data from multiple enterprise sources into a single coherent answer. The Skill applies deduplication to merge identical information found across chat, email, and documents.

What is the best way to deduplicate overlapping information found across different search sources?

The best way to deduplicate overlapping search information is to process results through this Skill, which merges identical information found across disparate sources like chat, email, and documents into one summary.

How does confidence scoring work when summarizing enterprise search results?

Confidence scoring assesses the trustworthiness of summarized information based on data freshness and source authority. This mechanism evaluates enterprise search results to generate reliable answers with clear source attribution.

Can I combine meeting notes, email threads, and design documents into one coherent summary?

Yes, you can combine meeting notes, email threads, and design documents into one coherent summary. The Skill merges these multiple sources to provide a single, accurate overview complete with source attribution.

Does the synthesized answer include source attribution for enterprise search results?

Yes, the synthesized answer includes clear source attribution. It cites all sources used to generate the response, ensuring you can trace the combined information back to the original documents, chats, or emails.