verify

Score note quality and verify claims against cited sources across vault collections.

11|1|Updated Mar 28, 2026
One-click install
npx skills add https://github.com/robinslange/learning-loop --skill verify-robinslange
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: verify
Source: https://github.com/robinslange/learning-loop/tree/main/skills/verify
Command: npx skills add https://github.com/robinslange/learning-loop --skill verify-robinslange

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Quickly assesses vault notes for quality and verifies claims against cited sources to prevent misinformation and weak sourcing.

Core Features & Use Cases

  • Quality scoring across notes (structure, depth, voice) and provenance checks for claims and URLs.
  • Cross-note consistency detection to surface fabrications, missing citations, and stale references.
  • Generate a concrete fix plan and actionable insights for /deepen or literature workflows.

Quick Start

Run a verification pass on a batch of notes to surface issues and produce a remediation plan.

Frequently Asked Questions about verify

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

FAQPage Schema
How do I verify note quality and check claims against cited sources in my vault?

You can verify note quality by running a batch verification pass that scores structure and depth, checks claim provenance against cited URLs, and generates a consolidated report with a concrete fix plan.

What is provenance checking for permanent notes and when do I need it?

Provenance checking validates that claims in permanent notes match their cited sources, preventing misinformation and weak sourcing. You need it when assessing cross-note consistency or surfacing fabrications and stale references.

How do I detect missing citations and stale references across a batch of notes?

To detect missing citations and stale references, run a verification pass on a topic-based batch. The subagents cross-check consistency, score quality, and output a remediation plan to fix the surfaced issues.

Can I run source-check verification on my inbox notes before moving them to permanent storage?

Yes, you can verify inbox notes by running the Skill on single notes or inbox collections. It scores quality, checks source URLs, and emits provenance events to ensure claims are intact before permanent storage.

What is the best way to generate a fix plan for weak sourcing and quality issues in my notes?

The best way to generate a fix plan is running a batch verification pass. Verification subagents score notes, check sources, and produce a consolidated report with actionable insights for remediation or deepening workflows.

Does note verification work with literature workflows or only for fixing existing vault notes?

Note verification works with both. It produces actionable insights and a fix plan that integrates directly with literature workflows, allowing you to deepen notes or remediate quality issues across the vault.