Skill rating
45 skills. The A–F grade combines safety (60%) and quality (40%); tests add a bonus. The rating refreshes automatically from open catalogs.
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| # | Grade | Skill | Score ▾ | Safety | Quality | Process | Tests | Popularity | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 1 | A | skill-quality-reviewerAnalyzerData and analyticsWriting and documentsGalaxy-Dawn/claude-scholarAgent Skills This skill should be used when the user asks to "analyze skill quality", "evaluate this skill", "review skill quality", "check my skill", or "generate quality report". Evaluates local skills across de | 100 | 99 | B | — | ★ 5 661 | 12 d ago | |
| 2 | A | Use when the user asks to generate daily paper digests on a general topic. This skill supports both arXiv and bioRxiv (or either one), then produces structured Chinese/English summaries for selected p | 100 | 94 | B | — | ★ 5 661 | 12 d ago | |
| 3 | A | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature revie | 99 | 96 | C | — | ★ 5 661 | 12 d ago | |
| 4 | A | This skill should be used when the user asks to "verify code", "run verification", "check quality", "validate changes", or before creating a PR. Provides comprehensive verification including build, ty | 100 | 96 | B | — | ★ 5 661 | 12 d ago | |
| 5 | A | This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance", "do | 100 | 96 | B | — | ★ 5 661 | 12 d ago | |
| 6 | A | This skill should be used when the user asks to "remove AI writing patterns", "humanize this text", "make this sound more natural", "remove AI-generated traces", "fix robotic writing", or needs to eli | 100 | 94 | C | — | ★ 5 661 | 12 d ago | |
| 7 | A | This skill should be used when the user asks to "review paper quality", "check paper completeness", "validate paper structure", "self-review before submission", "audit claims", "check overclaiming", " | 100 | 93 | B | — | ★ 5 661 | 12 d ago | |
| 8 | A | This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thr | 100 | 93 | B | — | ★ 5 661 | 12 d ago | |
| 9 | A | Systematic review response workflow from comment analysis to professional rebuttal writing. Use when the user asks to "write rebuttal", "respond to reviewers", "draft review response", or "analyze rev | 100 | 93 | C | — | ★ 5 661 | 12 d ago | |
| 10 | A | This skill should be used when the user asks to "write an experiment report", "summarize experimental results", "do experiment retrospection", "write a results report", "写实验总结报告", "写实验复盘", or mentions | 100 | 93 | B | — | ★ 5 661 | 12 d ago | |
| 11 | A | This skill should be used when the user asks to "debug this", "fix this error", "investigate this bug", "troubleshoot this issue", "find the problem", "something is broken", "this isn't working", "why | 100 | 93 | C | — | ★ 5 661 | 12 d ago | |
| 12 | A | This skill should be used when the user asks to "create git commit", "manage branches", "follow git workflow", "use Conventional Commits", "handle merge conflicts", or asks about git branching strateg | 100 | 93 | C | — | ★ 5 661 | 12 d ago | |
| 13 | A | latex-conference-template-organizerTemplateLaTeXWriting and documentsSoftware developmentGalaxy-Dawn/claude-scholarAgent Skills Organize messy conference LaTeX template .zip files into clean Overleaf-ready structure. Use when the user asks to "organize LaTeX template", "clean up .zip template", or "prepare Overleaf submission | 100 | 89 | C | — | ★ 5 661 | 12 d ago | |
| 14 | A | This skill should be used when the user asks for a publication-quality scientific figure or table, wants help choosing the right chart for results, needs a paper-ready pubfig or pubtab workflow, wants | 100 | 90 | B | — | ★ 5 661 | 12 d ago | |
| 15 | A | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | 100 | 91 | C | — | ★ 5 661 | 12 d ago | |
| 16 | A | Use when creating or configuring Claude Code agents and their frontmatter. | 100 | 89 | C | — | ★ 5 661 | 12 d ago | |
| 17 | A | This skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement prompt-based hooks", "use ${CLAUDE_PLUGIN_ROOT}", "set up eve | 96 | 97 | B | — | ★ 5 661 | 12 d ago | |
| 18 | A | Draft, audit, or revise point-by-point reviewer response letters for Nature-family manuscript revisions. Use when the user provides reviewer comments, editor decision letters, revision notes, response | 100 | 90 | B | — | ★ 5 661 | 12 d ago | |
| 19 | A | This skill should be used when the user asks to design or review a UI, create a landing page or dashboard, choose colors or typography, improve accessibility, or implement polished frontend interfaces | 100 | 91 | B | — | ★ 5 661 | 12 d ago | |
| 20 | A | Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts. Use when the user asks about Nature data av | 100 | 91 | B | — | ★ 5 661 | 12 d ago | |
| 21 | A | expression-skillProcedureData and analyticsSoftware developmentGalaxy-Dawn/claude-scholarAgent Skills This skill should be used when the user asks for efficient communication, task reports, file-operation summaries, research discussion, study-note synthesis, planning, writing feedback, or responses th | 100 | 88 | B | — | ★ 5 661 | 12 d ago | |
| 22 | A | Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from Aca | 100 | 87 | B | — | ★ 5 661 | 12 d ago | |
| 23 | A | This skill should be used when the user asks to co-author documentation, draft a proposal, write a technical spec, create a decision doc or RFC, or structure a substantial document through iterative c | 100 | 88 | B | — | ★ 5 661 | 12 d ago | |
| 24 | A | nature-writingGeneratorData and analyticsWriting and documentsGalaxy-Dawn/claude-scholarAgent Skills Draft, restructure, or plan Nature-style manuscript sections from author-provided claims, results, figures, notes, or Chinese drafts. Use when the user wants to write or rebuild an abstract, introduct | 100 | 87 | B | — | ★ 5 661 | 12 d ago | |
| 25 | B | Use this skill for project-scoped literature review built on Sources/Papers, with synthesis landing in Knowledge, writing handoff in Writing, and the default literature canvas under Maps/literature.ca | 100 | 85 | C | — | ★ 5 661 | 12 d ago | |
| 26 | B | Use this skill to ingest external materials into the current project-scoped Obsidian KB as source notes under Sources/Papers, Sources/Web, Sources/Docs, Sources/Data, Sources/Interviews, or Sources/No | 100 | 84 | C | — | ★ 5 661 | 12 d ago | |
| 27 | B | Use this as the main Claude Scholar skill for a vault-first, project-scoped Obsidian research knowledge base rooted at Research/{project-slug}/. It owns bootstrap, routing, daily logging, hub/plan/ind | 100 | 85 | C | — | ★ 5 661 | 12 d ago | |
| 28 | B | Use this skill for Obsidian-native formatting and derived artifacts such as Markdown formatting, wikilinks, registry tables, canvas files, optional Bases, CLI operations, and link repair. This skill d | 100 | 84 | C | — | ★ 5 661 | 12 d ago | |
| 29 | B | architecture-designGeneratorData and analyticsSoftware developmentGalaxy-Dawn/claude-scholarAgent Skills Use only when creating new registrable ML components that require Factory or Registry patterns. | 100 | 85 | C | — | ★ 5 661 | 12 d ago | |
| 30 | B | planning-with-filesAnalyzerSoftware developmentPersonal productivityGalaxy-Dawn/claude-scholarAgent Skills Use this by default for non-trivial multi-step work that needs persistent planning, progress tracking, or durable notes on disk. Trigger when a task will likely span multiple tool calls, research step | 100 | 84 | C | — | ★ 5 661 | 12 d ago | |
| 31 | B | This skill provides reference guidance for citation verification in academic writing. Use when the user asks about "citation verification best practices", "how to verify references", "preventing fake | 100 | 82 | C | — | ★ 5 661 | 12 d ago | |
| 32 | B | This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${ | 94 | 91 | C | — | ★ 5 661 | 12 d ago | |
| 33 | B | web-design-reviewerAnalyzerPlaywrightData and analyticsSoftware developmentGalaxy-Dawn/claude-scholarAgent Skills This skill enables visual inspection of websites running locally or remotely to identify and fix design issues. Triggers on requests like "review website design", "check the UI", "fix the layout", "fi | 100 | 80 | B | — | ★ 5 661 | 12 d ago | |
| 34 | B | This skill should be used when the user asks to create a new skill, repair an existing skill, improve trigger descriptions, reorganize skill structure, or make a Claude skill more reusable and interna | 95 | 88 | C | — | ★ 5 661 | 12 d ago | |
| 35 | B | This skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components", "set up plugin.json", "use ${CLAUDE_PLUGIN_ROOT}", | 100 | 81 | C | — | ★ 5 661 | 12 d ago | |
| 36 | B | Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples inclu | 100 | 81 | C | — | ★ 5 661 | 12 d ago | |
| 37 | B | Use for everyday coding tasks that involve writing or modifying source code. | 100 | 81 | C | — | ★ 5 661 | 12 d ago | |
| 38 | B | Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, conducting literature reviews, finding related work, verifying citations, o | 99 | 76 | D | — | ★ 5 661 | 12 d ago | |
| 39 | B | Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser l | 100 | 74 | D | — | ★ 5 661 | 12 d ago | |
| 40 | C | Use this skill when Zotero is the literature source of truth and the project KB should receive source notes under Sources/Papers plus project-linked synthesis in Knowledge and Writing. | 100 | 73 | C | — | ★ 5 661 | 12 d ago | |
| 41 | C | Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizin | 90 | 84 | D | — | ★ 5 661 | 12 d ago | |
| 42 | A | This skill should be used when the user asks to "apply skill improvements", "update skill from plan", "execute improvement plan", "fix skill issues", "implement skill recommendations", or mentions app | 100 | 90 | D missing files | — | ★ 5 661 | 12 d ago | |
| 43 | C | Extract clean Markdown from web pages. In the KB workflow, use it as a utility under obsidian-source-ingestion. | 100 | 59 | D | — | ★ 5 661 | 12 d ago | |
| 44 | C | This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use command frontmatter", "organize commands", "create | 77 | 93 | C | — | ★ 5 661 | 12 d ago | |
| 45 | C | This skill should be used when the user asks to "learn from Kaggle", "study Kaggle solutions", "analyze Kaggle competitions", or mentions Kaggle competition URLs. Provides access to extracted knowledg | 90 | 77 | D missing files | — | ★ 5 661 | 12 d ago |