reverification

Verify artifacts using external evidence and predefined verification methods.

1|Updated May 14, 2026
One-click install
npx skills add https://github.com/libz-renlab-ai/Matrix-Viki --skill reverification
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: reverification
Source: https://github.com/libz-renlab-ai/Matrix-Viki/tree/main/.claude/skills/reverification
Command: npx skills add https://github.com/libz-renlab-ai/Matrix-Viki --skill reverification

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

By-hand verification prevents model-generated fabrications by requiring external-evidence-based checks that pre-existed the repository, ensuring that verifications cannot be invented by the AI.

Core Features & Use Cases

  • Manual reverification: select 3-5 verification methods from a defined menu and execute them using external tools to collect raw evidence.
  • Artifact scope: applies to recently completed work such as code changes, builds, and reports across projects.
  • Use Case: when evidence supports the result, report PASS; when evidence contradicts, report FAIL; when evidence is inconclusive, report INCONCLUSIVE.

Quick Start

Invoke /reverification with the target artifact to begin a manual verification workflow and generate an evidence-based report.

Frequently Asked Questions about reverification

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

FAQPage Schema
How do I verify code changes and prevent LLM hallucinations in my builds?

Evidence-based reverification prevents LLM fabrications by requiring you to select 3-5 external verification methods from a 10-family menu, capturing raw evidence that pre-existed the repository to produce PASS, FAIL, or INCONCLUSIVE results.

What is evidence-based reverification for artifact auditing?

Evidence-based reverification is a manual auditing process that identifies and verifies artifacts using independent, pre-existing external evidence rather than AI-generated checks, ensuring code changes, reports, and builds cannot be falsely validated.

How do I run a manual reverification workflow on a target artifact?

Invoke the reverification command with your target artifact to begin the manual workflow, select 3-5 verification methods from the defined menu, execute them using external tools to collect raw evidence, and generate an evidence-based report.

Does by-hand reverification work for reports and builds across different projects?

By-hand reverification applies to recently completed work including code changes, reports, and builds across projects, allowing you to audit artifacts regardless of the specific project as long as external evidence is captured.

When should I use manual reverification instead of automated checks?

Use manual reverification when you need to prevent model-generated fabrications, requiring independent external evidence that pre-existed the repository to ensure verifications cannot be invented by the AI during the audit.

What do PASS, FAIL, and INCONCLUSIVE results mean in artifact verification?

In artifact verification, PASS means external evidence supports the result, FAIL means evidence contradicts it, and INCONCLUSIVE means the captured evidence was insufficient to determine the artifact's validity.