How does this skill handle conflicting information between models?

It uses the WWHTBT (What, Why, How, Then, But, Therefore) protocol to identify the nature of the conflict, determine a resolution approach, and document the rationale for the final finding.

Can I use this for non-AI sources?

Yes, the skill is designed to inventory and synthesize findings from AI models, human stakeholder interviews, and static documentation simultaneously.

What is evidence scoring?

Every finding is assigned a score from 1 (Speculative) to 5 (Strong) based on source verification and methodology, ensuring you know which insights are most reliable.

Does it integrate with other Vibekit skills?

Yes, it is the final phase of the Agentient research pipeline, typically following the /research-interview and /research-brief skills.

Consolidate Research

Name: Consolidate Research
Author: Agentient

byAgentient

0•

数据科学与机器学习

Synthesizes multi-source research findings into a unified, evidence-graded report with proactive conflict resolution.

This skill automates the complex process of merging research outputs from various sources—including multiple AI models like Claude, Gemini, and GPT—into a single, cohesive narrative. It employs a rigorous framework that includes evidence scoring on a 5-point scale, a specialized 'WWHTBT' protocol for resolving conflicting findings, and uncertainty classification to identify knowledge gaps. Ideal for researchers and developers who need to harmonize diverse data points into an actionable executive summary without losing track of source credibility or conflicting evidence.

主要功能

01WWHTBT protocol for systematic conflict resolution between sources

025-point evidence strength scoring for rigorous verification

03Multi-model synthesis of Claude, Gemini, GPT, and human inputs

04MECE-compliant coverage audits to identify research gaps

05Uncertainty classification (Aleatory, Epistemic, Model, Temporal)

060 GitHub stars

使用场景

01Merging technical research from multiple LLMs to create a single source of truth

02Aggregating evidence from disparate documents to identify high-confidence findings

03Reconciling conflicting stakeholder interview data into a unified strategy

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add agentient/vibekit consolidate-research

For use in Claude.ai and ChatGPT

Download Skill