Skill rating
80 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 |
|---|---|---|---|---|---|---|---|---|---|
| 51 | B | replication-packageAnalyzerGitHubSoftware developmentData and analyticsscdenney/open-science-skillsAgent Skills Scaffold or audit a social-science replication package, and audit the manuscript and its archived research objects against the FAIR principles. Scaffold mode writes the folder structure, README, maste | 100 | 74 | C | — | ★ 61 | 5 d ago | |
| 52 | B | text-classificationAnalyzerSoftware developmentAI and agentsscdenney/open-science-skillsAgent Skills Designs and validates LLM-based text classification for research data — codebook construction, choice of learning regime, model selection and reproducibility, prompt construction, pilot validation aga | 100 | 74 | B | — | ★ 61 | 5 d ago | |
| 53 | B | Launches and configures the standalone presubmit CLI, an API-driven adversarial peer-review pipeline with 30-plus stages, including Red Team finders, Blue Team defence, verification cascade, legal pas | 94 | 84 | C | — | ★ 61 | 5 d ago | |
| 54 | B | Designs conjoint and factorial-vignette experiments end to end — attribute architecture and randomization restrictions, effective-N power from the closed-form AMCE standard error, treatment realism, e | 100 | 74 | D | — | ★ 61 | 5 d ago | |
| 55 | B | Drafts a referee report on someone else's manuscript for a journal editor — a recommendation, a summary of the claim and design, three to six major concerns that drive the decision, additional concern | 99 | 77 | B | — | ★ 61 | 5 d ago | |
| 56 | C | Operates or audits a live Qualtrics survey through the v3 APIs without disrupting fielding. Covers publish gating, quotas, flow routing, embedded data, panel-vendor redirects, read-back verification, | 100 | 70 | D | — | ★ 61 | 5 d ago | |
| 57 | C | Operate or audit a live Qualtrics survey via the v3 APIs without breaking fielding — publish gating, quotas, flow routing, embedded data, panel-vendor redirects, read-back verification, and a read-onl | 100 | 70 | D | — | ★ 61 | 5 d ago | |
| 58 | C | replication-packageAnalyzerGitHubSoftware developmentData and analyticsscdenney/open-science-skillsClaude Code Scaffolds or audits a social-science replication package and evaluates the manuscript and archived research objects against FAIR principles. Scaffold mode writes folder structure, README, master.R, fi | 95 | 74 | B | — | ★ 61 | 5 d ago | |
| 59 | C | Runs a multi-model orchestration workflow led by the session’s strongest available model, Fable or Claude Opus. Delegates mechanical work to a fast Sonnet subagent, wide reasoning to high-effort Opus | 95 | 74 | B | — | ★ 61 | 5 d ago | |
| 60 | C | Run a pre-submission manuscript audit covering argument, numerics, references, writing, figures, methods, preregistration, and replication readiness. Add --codex for a cross-model pass in which Codex | 96 | 69 | C | — | ★ 61 | 5 d ago | |
| 61 | C | conjoint-cleaningAnalyzerData and analyticsWriting and documentsscdenney/open-science-skillsClaude Codenot recommended Turns a raw Qualtrics conjoint export into an analysis-ready long-format dataset. Covers export settings and metadata rows, implementation identification, wide-to-long reshaping by hand or with cjoint | 82 | 87 | C | — | ★ 61 | 5 d ago | |
| 62 | C | conjoint-cleaningAnalyzerData and analyticsWriting and documentsscdenney/open-science-skillsAgent Skillsnot recommended Turns a raw Qualtrics conjoint export into an analysis-ready long-format dataset — export settings and metadata rows, identifying which Qualtrics implementation produced the file, reshaping wide to lo | 82 | 87 | C | — | ★ 61 | 5 d ago | |
| 63 | B | doc-to-markdownProcedurePowerPointData and analyticsWriting and documentsscdenney/open-science-skillsClaude Code Read or convert documents in a research workflow, including PDF, Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, and CSV. Fires whenever a document must be read, opened, quoted, summarized, searched | 100 | 83 | D missing files | — | ★ 61 | 5 d ago | |
| 64 | B | research-wayfinderAnalyzerGitHubSoftware developmentResearchscdenney/open-science-skillsAgent Skills Plan a research project as a durable decision map, resolving one design decision per session until the destination is a defensible, pre-registerable design. Not for executing analyses or writing the p | 100 | 82 | D missing files | — | ★ 61 | 5 d ago | |
| 65 | B | Typesets a working paper or journal submission in house-style LaTeX from Markdown, Word (.docx), TeX, ODT, RTF, or HTML. Converts with pandoc, wraps the document in an EB Garamond template, builds the | 100 | 83 | C missing files | — | ★ 61 | 5 d ago | |
| 66 | B | research-repoAnalyzerWordPDFSoftware developmentAI and agentsscdenney/open-science-skillsAgent Skills Scaffold or audit an entire research project repository organized around its source library. Use when starting, structuring, organizing, or reviewing a research repo. Build sources/{og,md,unprocessed} | 100 | 82 | F missing files | — | ★ 61 | 5 d ago | |
| 67 | B | Generate 3-5 conceptually distinct approaches labeled by creativity dimension (Novel, Surprising, Diverse, Conventional) and hold for selection instead of implementing the first idea; the --codex mode | 100 | 82 | C missing files | — | ★ 61 | 5 d ago | |
| 68 | B | Spawn full peer Codex or Claude sessions in their own panes and git worktrees — real sessions, not subagents — briefed by the lead and merged back. Not for bounded consults a subagent covers. Use when | 100 | 82 | C missing files | — | ★ 61 | 5 d ago | |
| 69 | B | Fact-check manuscript claims against cited sources in a per-source Markdown knowledge base. Use to audit claim support, overclaiming, direction, scope, and misattribution after source intake is comple | 100 | 81 | C missing files | — | ★ 61 | 5 d ago | |
| 70 | B | doc-to-markdownProcedurePowerPointData and analyticsWriting and documentsscdenney/open-science-skillsAgent Skills Read or convert any document a research workflow hands you — PDF, Word, PowerPoint, Excel, OpenDocument, RTF, EPUB, or CSV. Use whenever a document has to be read, opened, quoted, summarized, searched | 100 | 78 | D missing files | — | ★ 61 | 5 d ago | |
| 71 | B | Typeset a working paper or journal submission in house-style LaTeX from Markdown, Word, TeX, ODT, RTF, or HTML. Use to convert drafts, build PDFs, or prepare journal-specific spacing, limits, anonymiz | 100 | 78 | C missing files | — | ★ 61 | 5 d ago | |
| 72 | B | Plans a research project as a decision map that persists across sessions. The destination is a defensible, pre-registerable design reached by resolving four kinds of decision tickets one at a time. Ad | 95 | 82 | D missing files | — | ★ 61 | 5 d ago | |
| 73 | B | Generate 3-5 conceptually distinct approaches labeled by creativity dimension, Novel, Surprising, Diverse, Conventional, and hold for selection before implementation. The --codex mode runs the brainst | 95 | 82 | C missing files | — | ★ 61 | 5 d ago | |
| 74 | B | Orchestrate complex work from an active gpt-6-astra or gpt-5.6-sol Codex session. The detected lead owns decomposition, integration, and verification; Astra keeps the hardest reasoning in the lead, wh | 100 | 75 | C missing files | — | ★ 61 | 5 d ago | |
| 75 | C | Drafts a referee report for a journal editor. Produces a recommendation, claim-and-design summary, three to six decision-driving concerns, additional concerns, and a revision plan through five paralle | 99 | 71 | C missing files | — | ★ 61 | 5 d ago | |
| 76 | C | Designs and validates LLM-based text classification for research data. Covers codebook construction, learning-regime choice, model selection and reproducibility, prompt construction, pilot validation | 100 | 68 | C missing files | — | ★ 61 | 5 d ago | |
| 77 | C | Scaffolds or audits an entire research-project repository organized around its source library. Use when the user starts, structures, organizes, or reviews a project, including "set up a research repo" | 95 | 73 | D missing files | — | ★ 61 | 5 d ago | |
| 78 | C | Fact-checks manuscript claims against their cited sources. Locates each source’s knowledge-base Markdown file and verifies that every in-text claim is supported. Runs a pre-flight gate requiring a cle | 100 | 66 | C missing files | — | ★ 61 | 5 d ago | |
| 79 | C | Provides a pre-submission manuscript audit covering argument, numerical consistency, references and DOIs, writing, figures, CONSORT flow, pre-registration, and the replication archive. Use before pape | 90 | 75 | D missing files | — | ★ 61 | 5 d ago | |
| 80 | C | Spawns full Claude Code peer sessions in separate terminal panes and git worktrees, real sessions rather than subagents, each with a directed task and contract brief, monitored and merged by the spawn | 95 | 68 | C missing files | — | ★ 61 | 5 d ago |