Create and configure Claude Code agents using Markdown files with YAML configuration headers. Define when each agent should run, write its responsibilities and workflow, choose models and tools, and check configuration and triggering behavior.
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Polish academic English or translate Chinese drafts using Nature and Nature Communications writing patterns. Review section logic before refining sentences, preserve the author's evidence and claims, and provide revised prose with brief notes explaining the main changes.
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Guides you through connecting external services to Claude Code plugins using MCP, a protocol for exposing services as tools. Covers connection types, configuration files, authentication, tool permissions, and testing.
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Draft or restructure scientific manuscripts using Nature-style argument patterns, starting from supplied results, figures, notes, or Chinese drafts. It organizes sections, connects claims to evidence, and identifies missing inputs while keeping conclusions within the research's demonstrated limits.
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Draft, audit, or revise responses to reviewers for Nature-family journals. Links each reviewer concern to manuscript evidence or a documented change, and identifies unanswered comments, missing author input, and issues that need resolution before submission.
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Extract clean Markdown from a web page URL using Defuddle. The skill provides a command example for an Obsidian source-ingestion workflow and identifies Sources/Web/ as the typical destination for web source material.
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Organize task reports, research discussions, and study notes around a clear conclusion, supporting evidence, risks, and next actions. This skill helps agents reduce repetition, clarify uncertainty, and turn explanations into practical decisions or reusable notes.
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Build Claude Code plugin hooks: automated checks triggered by tool use or session events. Get guidance on prompt and command hooks for validating actions, checking task completion, loading context, and testing configurations.
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Learn from top Kaggle solutions across text, images, time series, tabular data, and multimodal tasks that combine data types. Explore technical analyses, model settings, reusable code templates, and practical lessons to inform machine learning projects.
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Prepare conference LaTeX template archives for writing in Overleaf. The skill identifies the main file and dependencies, proposes cleanup for approval, and organizes sections, resources, and a README with submission and compilation guidance.
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Organizes project literature reviews in Obsidian, turning paper notes into linked summaries, method categories, research gaps, and a visual map. Writing drafts and comparison tables follow only when claims meet the required evidence checks.
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Keeps multi-step work organized with Markdown files for the plan, research notes, and final deliverable. Tracks completed phases, decisions, and errors so the agent can revisit goals and resume work with durable records.
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Edit English and Chinese prose to reduce formulaic AI writing patterns, including filler, inflated claims, and vague attribution. Preserves the original meaning and intended tone while improving sentence variety, directness, and the writer’s voice.
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Organize papers from Zotero into an Obsidian project knowledge base. The skill separates source notes, research synthesis, and writing outputs, requiring evidence records and source links before findings become claims used in later work.
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Apply a short quality checklist to everyday code changes. Read existing code first, keep edits focused, check types and common security risks, verify execution, remove debugging leftovers, and summarize what changed and its impact.
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Test local web applications with Playwright, a browser automation tool. Write Python scripts to check interface behavior, inspect rendered pages, capture screenshots, and collect browser logs, with a helper that manages one or more application servers.
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Apply improvement plans from skill-quality-reviewer to Claude Skills. Groups edits by file, handles conflicting recommendations by priority, backs up originals, and verifies the updates before producing a report of changes and verification results.
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Create and organize Claude Code plugins with guidance on configuration files, commands, agents, skills, hooks, and MCP servers. Learn where components belong, how automatic loading works, and how to reference files across different installation locations.
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Turn research results into figures and tables for papers using pubfig and pubtab. Choose an appropriate presentation, convert Excel tables to LaTeX, export assets, and check readability, labels, and consistency before submission.
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Develop a vague research interest into a specific question and plan. Use 5W1H prompts, literature reviews, and analysis of unanswered questions to define hypotheses, required evidence, suitable methods, and a concrete next step.
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Analyze ML and AI experiment results with statistical checks, confidence intervals, and effect sizes, which describe the size of differences. Produce scientific figures and analysis reports while identifying missing evidence and limits on model comparison claims.
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Turn paper reviews into structured, professional responses. Classify comments, choose whether to revise, defend, clarify, or propose experiments, and draft a rebuttal that addresses every point with evidence and a respectful tone.
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Review local skills for description quality, organization, writing style, and file structure. Get weighted scores, letter grades, and concrete improvement plans, or compare multiple skills to decide which issues to fix first.
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Prepare conference slides, academic posters, and research promotion drafts from an accepted paper. The skill guides presentation timing, visual layout, and platform-specific writing while keeping claims and links tied to verified research materials.
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