Skip to content
Back to skills

Smartsnap Agents

ASecurity

Shift agent verification from post-hoc external judgment to proactive in-situ self-evidence curation. Agents generate atomic evidence tuples during execution, guided by 3C principles (Completeness, Conciseness, Creativity), with structured verifier feedback across four dimensions—reducing verification costs and enabling dense learning signals.

  • 6 stars
  • 0 votes
  • 0 copies
  • 1 view
  • Added September 9, 2026
ai-agentspython

Security analysis

A100/100

Scanned September 9, 2026

npx -y skills add ADu2021/skillXiv --skill smartsnap-agents --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Smartsnap Agents?

Add the live security badge to your README. It updates with every re-scan.

Security grade badge for Smartsnap Agents
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/adu2021-smartsnap-agents/badge)](https://www.skillsdirectory.com/skills/adu2021-smartsnap-agents)

More formats (shields.io, HTML) on the badges page. Keep it an A: scan every change in CI with Pro.

Download with Pro
SKILL.md
---
name: smartsnap-agents
title: "SmartSnap: Proactive Evidence Seeking for Self-Verifying Agents"
version: 0.0.2
engine: skillxiv-v0.0.2-claude-opus-4.6
license: MIT
url: https://arxiv.org/abs/2512.22322
keywords: [agents, verification, self-improvement, evidence-gathering]
description: "Shift agent verification from post-hoc external judgment to proactive in-situ self-evidence curation. Agents generate atomic evidence tuples during execution, guided by 3C principles (Completeness, Conciseness, Creativity), with structured verifier feedback across four dimensions—reducing verification costs and enabling dense learning signals."
---

## Overview

SmartSnap enables agents to prove their success rather than waiting for external verification.

## Core Technique

**3C Evidence Principles:**

```python
evidence = agent.gather_evidence(
    completeness=include_all_pivotal_actions,
    conciseness=minimize_redundancy,
    creativity=generate_additional_proof_actions
)
```

**Evidence Definition:**
Atomic (action, observation) tuples—objective facts.

## When to Use

Use when: Agent verification critical, reducing cognitive load, dense learning signals.

## References

- Proactive evidence gathering
- Atomic evidence definition
- Structured verifier feedback

Attribution

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments

Loading comments…

Newsletter

Get the weekly list of safe new skills, and the ones we pulled.