Academic Paper Summarizer

PassAudited by VirusTotal on May 11, 2026.

Overview

Type: OpenClaw Skill Name: paper-summarize-academic Version: 1.0.1 The OpenClaw skill 'paper-summarize-academic' is designed for academic paper summarization, saving structured output and prompts to local files. All instructions to the AI agent in `SKILL.md` and `templates/sop_templates.ts` are focused on the summarization task, defining the agent's persona, output format, and quality standards. File write operations are explicitly stated and necessary for the skill's function, and `USAGE_EXAMPLE.md` shows filename sanitization (`safeTitle = title.replace(/[^a-zA-Z0-9]/g, '_');`), which is a good security practice. There is no evidence of malicious intent, data exfiltration, unauthorized execution, or prompt injection designed to subvert the agent for harmful purposes.

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

Prompt files may remain on disk after use and could include any non-public research context the user supplied.

Why it was flagged

The skill intentionally saves prompts, which can preserve user-provided paper metadata, abstracts, keywords, or research context beyond the immediate interaction.

Skill content
"Prompt Tracking": Maintains record of actual prompts used for reproducibility
Recommendation

Use non-sensitive inputs when possible, and review or delete saved prompt files if they contain private research notes.