Vibe Research
PassAudited by ClawScan on May 1, 2026.
Overview
This instruction-only research skill is broadly autonomous but its behavior is disclosed, purpose-aligned, and includes human validation checkpoints.
This skill appears safe to install as an instruction-only research workflow. It is designed for autonomous literature review and analysis, so you should keep the recommended human checkpoints: approve the methodology, verify important citations, and review final conclusions before publication or high-stakes use.
Findings (2)
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.
The agent may proactively gather and analyze additional sources as part of research work.
The skill encourages proactive source gathering, which could lead an agent to use available research or browsing tools without repeated prompts. This is disclosed and aligned with the research purpose, and the artifacts also emphasize citations and human validation.
Don't wait for instructions. When analyzing a topic: ... Pull additional sources when context is insufficient
Use this skill for research tasks where autonomous source discovery is acceptable, and review sources, methodology, and conclusions before relying on the output.
Research conclusions may be affected by the quality or bias of retrieved sources.
The research workflow relies on retrieved context and synthesized source relationships, which can be influenced by low-quality or misleading sources. The artifacts mitigate this by requiring citations, cross-verification, confidence levels, and human review.
Techniques - Vector search for semantic similarity - Citation network analysis - Claim extraction and verification - Temporal analysis
Check that important claims are supported by reliable citations and that source selection is appropriate for the research question.