Adaptive Reasoning Plus

AdvisoryAudited by VirusTotal on Apr 5, 2026.

Overview

Type: OpenClaw Skill Name: adaptive-reasoning-plus Version: 1.0.2 The 'adaptive-reasoning-plus' skill bundle is a set of markdown-based instructions designed to guide an AI agent's reasoning depth based on task complexity. It contains no executable code, scripts, or network requests. The instructions focus on a scoring system for 'extended thinking' and do not attempt to exfiltrate data, bypass security controls, or perform unauthorized actions. Files analyzed: SKILL.md, _meta.json, and references/domain-scoring.md.

Findings (0)

Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.

What this means

If the agent has access to files or system tools, it may delete a file too quickly instead of pausing for confirmation or safety checks.

Why it was flagged

The skill says irreversible actions should force deeper reasoning, but its validation table treats a file-deletion request as a low-complexity direct-execution task. That inconsistency could lead an agent with file tools to act destructively without extra review.

Skill content
“不可逆性触发时自动升为8+强制推理” ... “Test 2 | "这个文件删了" | 2分 → ⚡直接执行”
Recommendation

Revise the skill so deletion, production changes, financial actions, and other irreversible operations always trigger high-complexity reasoning and explicit user confirmation before execution.

What this means

This does not show malicious behavior, but it makes publisher provenance less clear.

Why it was flagged

The registry metadata lists a different owner ID, “kn776tb7hxs8hrb4h3j08832ad82hebf”, so the package metadata is inconsistent with the registry record.

Skill content
"ownerId": "kn70e7tf4tkjf8ydnkdnb82dd182ctvt"
Recommendation

Verify the publisher and package source before relying on the skill, especially because the source and homepage are not provided.