knowledge-synthesis

Combine search results from multiple sources into a deduplicated answer with source attribution.

704|58|Updated Mar 20, 2026
One-click install
npx skills add https://github.com/openyak/desktop --skill knowledge-synthesis-openyak
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: knowledge-synthesis
Source: https://github.com/openyak/desktop/tree/main/backend/app/data/plugins/enterprise-search/skills/knowledge-synthesis
Command: npx skills add https://github.com/openyak/desktop --skill knowledge-synthesis-openyak

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The skill consolidates scattered search results from multiple sources into a single, coherent answer with deduplication and explicit source attribution.

Core Features & Use Cases

  • Deduplication and source attribution across diverse sources (chat, email, cloud storage, project trackers).
  • Confidence scoring based on freshness and authority, plus concise summaries for large result sets.
  • Enterprise-ready synthesis for knowledge bases, decision briefs, and reports.

Quick Start

Ask the AI to synthesize results from multiple sources into a single, deduplicated summary with source citations.

Frequently Asked Questions about knowledge-synthesis

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

FAQPage Schema
How do I consolidate enterprise search results from multiple sources into a single summary?

To consolidate enterprise search results, you aggregate data from chats, emails, cloud storage, and project trackers into a coherent, deduplicated summary with explicit source attribution. This handles large result sets by applying confidence scoring and overlap handling.

What is the best way to deduplicate search results across emails and cloud storage?

The best way to deduplicate search results across emails and cloud storage is to synthesize the scattered sources into a single coherent answer. This process eliminates overlapping information while providing explicit source attribution for enterprise knowledge bases.

Can I generate confidence scores for summarized search results from project trackers?

Yes, you can generate confidence scores for summarized search results from project trackers. The synthesis process evaluates result authority and data freshness to assign confidence scores, ensuring your enterprise search summaries are reliable and properly attributed.

Does enterprise search synthesis handle overlap handling and error reporting?

Yes, enterprise search synthesis handles overlap detection and explicit error reporting. It satisfies requirements for deterministic orchestration by deduplicating overlapping data from multiple sources and clearly reporting any errors encountered during the aggregation process.

When do I need source attribution for my enterprise knowledge base summaries?

You need source attribution for enterprise knowledge base summaries when consolidating large result sets from diverse platforms like chats, emails, and cloud storage. Explicit citations ensure decision briefs and reports maintain traceability and authority.

Why does my search result aggregation still contain duplicate information from different sources?

Your search result aggregation contains duplicate information because raw results from chats, emails, and project trackers often overlap. Applying a dedicated synthesis process deduplicates these scattered entries and consolidates them into a single coherent answer.