Checks code changes before a pull request by reviewing builds, types, coding rules, tests, potential secrets, and changed files. Produces a report showing results, test coverage, and issues that need fixing.
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Add datasets, models, and other components to machine learning projects using consistent registration and creation patterns. The skill guides file placement, configuration, and automatic module loading so new components fit the project's established architecture.
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Format Obsidian notes, repair internal links, and create registry tables and canvas diagrams. The skill handles formatting and derived files while leaving decisions about where knowledge belongs outside its scope.
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Create or repair Claude skills in the current local environment. Clarify when each skill should run, streamline SKILL.md, organize supporting files, and check that referenced resources exist so the instructions remain consistent and reusable.
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Co-write proposals, technical specifications, and decision documents through context gathering, section-by-section drafting, and revision. A fresh AI reader then tests the document to reveal unclear explanations, missing context, and contradictions before it is shared.
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Find recent papers on a research topic from arXiv, bioRxiv, or both. Narrow candidates through scored shortlists, then produce structured Chinese and English summaries with paper metadata, limitations, and an explanation of the final selection.
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Guide team Git work with consistent commit messages, branch naming, and review practices. Follow concrete steps for everyday development, urgent fixes, releases, merge conflicts, and version tags, including guidance on when to use merge or rebase.
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Turn research code and experimental results into ML and AI paper drafts. The skill guides paper structure, related work searches, citation verification, and conference formatting with LaTeX, a document preparation system used for academic papers.
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Turn validated experiment analysis into an internal research report that supports decisions. Organize findings, statistical evidence, figure interpretations, limitations, and next actions, then save the report as Markdown or write it into a connected Obsidian knowledge base.
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Set up Python projects and manage packages, isolated environments, and Python versions with uv. Includes migration guidance and lockfiles that record dependency versions, plus workflows for consistent installations in CI and Docker.
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Create reusable slash commands, prompts invoked by typing a slash, for Claude Code. The skill explains Markdown structure, arguments, file references, tool permissions, and plugin integration so recurring tasks can follow a defined workflow.
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Review academic papers before submission by checking structure, logic, citations, figures, and writing clarity. Audit major claims against available evidence, identify overstatement or missing support, and suggest whether each claim should be kept, softened, revised, or removed.
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Inspect a running website at different screen sizes to find layout problems, inconsistent styling, and accessibility issues such as poor contrast. Fix the relevant source code, recheck the results, and report changes with before-and-after screenshots.
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Investigate code errors through a structured process using reproduction steps, logs, and testable explanations. The workflow guides fault isolation, fixes, and follow-up checks, with common error patterns for Python, JavaScript/TypeScript, and Bash/Zsh.
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Build web pages, application interfaces, and components with a clear visual direction suited to their purpose and audience. It turns design choices about typography, color, layout, and motion into working frontend code with consistent visual details.
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Check academic references for existence, accurate publication details, and support for the claims being cited. This guide explains how to verify sources, obtain bibliography entries, and flag references that cannot be confirmed.
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Review code changes and pull requests for correctness, security, performance, and test quality. The skill helps prioritize issues, write specific and constructive feedback, and create shared review checklists and standards for a development team.
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Prepare data availability statements for Nature-family submissions by mapping research datasets to access routes, planning repositories, drafting dataset citations, and checking metadata—the descriptive information needed to find and reuse data.
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Turn a broad UI request into concrete design rules for colors, typography, layout, and interactions. The skill provides accessibility checks and implementation guidance for the chosen framework, with saved design notes to keep multiple pages consistent.
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Bring external materials into a project’s Obsidian knowledge base as source notes organized by material type. Update the source registry, add important sources to the index, and record arrivals during active sessions in daily notes.
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Organize research knowledge by project in Obsidian, from creating folder structures and routing notes to maintaining daily logs, plans, and indexes. It also manages note changes and coordinates checks for broken links and registry consistency.
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