Answer Synthesis

Synthesize sourced answers with inline citations and confidence ratings.

18|7|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/thecloudtips/founder-os --skill answer-synthesis
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Answer Synthesis
Source: https://github.com/thecloudtips/founder-os/tree/main/plugin/skills/kb/answer-synthesis
Command: npx skills add https://github.com/thecloudtips/founder-os --skill answer-synthesis

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill addresses the challenge of providing accurate, sourced answers from a knowledge base, ensuring users receive reliable information with clear attribution and confidence levels.

Core Features & Use Cases

  • Sourced Answer Generation: Synthesizes information from multiple retrieved documents into a coherent answer.
  • Inline Citations: Attaches numbered inline citations to every factual claim, linking back to the source documents.
  • Confidence Assessment: Assigns a confidence level (High, Medium, Low) to each answer based on source quality, agreement, and recency.
  • Conflict Reconciliation: Handles contradictory information between sources using predefined rules, ensuring transparency.
  • No-Answer Pathway: Gracefully handles situations where no relevant information is found, suggesting alternatives instead of guessing.
  • Use Case: When a user asks "What is our refund policy?", this Skill will find relevant documents, synthesize the policy details, cite the specific policy pages, and indicate its confidence in the answer. If no policy is found, it will state that and suggest alternative search terms.

Quick Start

Use the answer synthesis skill to synthesize sourced answers with inline citations from retrieved knowledge base documents.

Frequently Asked Questions about Answer Synthesis

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

FAQPage Schema
How do I generate answers from a knowledge base with inline citations?

Answer synthesis generates sourced answers with inline citations by reconciling multiple retrieved knowledge base documents. It formats factual claims with numbered attribution and provides a confidence assessment based on source quality and recency.

What is the best way to handle conflicting information when synthesizing multiple documents?

Conflict reconciliation handles contradictory information between sources using predefined rules to ensure transparency. The synthesis process evaluates source agreement and assigns a confidence level rather than arbitrarily choosing one document's claims over another.

Can I get a confidence score for answers generated from retrieved knowledge base sources?

Yes, confidence scoring assigns a High, Medium, or Low rating to each generated answer. This assessment evaluates source quality, agreement across multiple documents, and information recency to indicate the reliability of the synthesized response.

What happens when no relevant information is found in the retrieved knowledge base documents?

A no-answer pathway gracefully handles situations where no relevant information is found in the retrieved sources. Instead of guessing, it transparently states the absence of information and suggests alternative search terms or queries.

Do I need to provide retrieved sources to use answer synthesis for cited information?

Yes, answer synthesis requires a structured input containing both the retrieved source documents and the original user question. This prerequisite input allows the system to generate a formatted answer with accurate attribution and a confidence assessment.

How does answer synthesis work with multi-source reconciliation for documented answers?

Multi-source reconciliation merges information from multiple retrieved documents into a single coherent response. It attaches numbered inline citations to every factual claim, ensuring that documented answers remain attributable and transparent.