Clear-Eyed AI is an AI agent skill designed to provide a plain language explanation of research papers, reviews, technical blogs, commentaries, or other articles. It focuses on elucidating the core functionalities, methodologies, innovations, origins of capabilities, and outcomes of the work in question, independent of the authors' influence or branding.
What this skill does
Explains the main function of a work by detailing input, processing steps, and output.
Clarifies the source of the work's capabilities, identifying new contributions versus prior arts such as data or pretrained models.
Highlights genuine innovations compared to previous efforts.
Examines why results manifest as they do, independent of promotional framing.
Evaluates the work's significance without conducting a formal peer review.
Who it is for
This skill is particularly beneficial for developers and teams who are employing AI coding agents like Claude Code, Cursor, and Codex, and who require a concise and clear understanding of technical documents without deep diving into exhaustive details.
Use cases
An AI researcher needing a high-level understanding of the significance of new research before diving into detailed analysis.
A software developer exploring the applicability of various methodologies for project-related problem-solving.
A project manager evaluating the impact and novelty of proposed methods during ideation phases.
Technical details
The Clear-Eyed AI skill utilizes agent-skills, aiapplication, and clear-eyed-reading tool packages compatible with AI coding agents, such as Claude Code, Cursor, and Codex. It operates solely upon explicit invocation and does not offer full document translation, section-by-section analysis, or formal recommendations for acceptance or rejection of work.
Source & Licence
This package is built on open-source work published by JinPLu (JinPLu/clear-eyed-reading-skills) and distributed under MIT. The original licence text and copyright notice are included in your download.
Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.
Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.
Delivery & Support
Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
Format: ZIP archive containing the skill files, documentation and the original licence.
Updates: updates are included only where stated on this page.
Refunds
This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.
Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.