Skill Directory

AI Skill Directory

Browse curated skills with source links, package snapshots, README assets and install signals in one calm, searchable catalog.

personTashanworldAPI key: unconfirmed

amann-topic-selection

Use when judging whether a management/organization literature is an Academy of Management Annals (Annals)-scale review topic — mature, important, fragmented, and integrable into a new framework — rath…

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american-journal-of-gastroenterology

Use when targeting The American Journal of Gastroenterology or deciding whether a clinical GI/hepatology study fits this venue. Encodes the journal's fit, the practice-relevant clinical-evidence bar, …

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amj-data-analysis

Use when running and reporting the statistical analysis for an Academy of Management Journal (AMJ) manuscript — measurement validity, common-method bias, the right estimator (HLM, SEM, panel, experime…

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amj-rebuttal

Use when drafting the revision and response letter after an Academy of Management Journal (AMJ) revise-and-resubmit — structuring point-by-point responses to the action editor and reviewers across a m…

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amj-tables-figures

Use when building or cleaning the tables and figures for an Academy of Management Journal (AMJ) manuscript — correlation tables, regression/SEM/HLM result tables, the theoretical-model figure, and int…

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amj-workflow

Use when deciding which amj-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an Academy of Management Journal (AMJ) manuscript. Routes — it does…

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amr-data-analysis

Use when stress-testing the LOGIC of an Academy of Management Review (AMR) theory manuscript — checking logical coherence, running thought experiments and counterfactuals, addressing alternative expla…

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analysis

Use when targeting Analysis or deciding whether a short, focused philosophy manuscript fits this venue. Encodes the journal's identity as a home for crisp, single-point articles, counterexamples, and …

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amann-workflow

Use when deciding which amann-* sub-skill to invoke next, or when sequencing a comprehensive review article from topic selection through revision for an Academy of Management Annals (Annals) submissio…

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american-journal-of-obstetrics-and-gynecology

Use when targeting the American Journal of Obstetrics and Gynecology or deciding whether an obstetrics or gynecology clinical study fits this venue. Encodes the journal's fit across maternal-fetal, re…

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amj-literature-positioning

Use when the front end of an Academy of Management Journal (AMJ) manuscript needs to engage the right literatures and stake a clear position in an ongoing theoretical conversation. Positions the paper…

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amj-review-process

Use when you need to understand or set expectations for the Academy of Management Journal (AMJ) editorial and peer-review process — desk review, the developmental multi-round R&R culture, and reading …

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amj-theory-development

Use when the theoretical argument and hypotheses are the bottleneck for an Academy of Management Journal (AMJ) manuscript — building a mechanism and deriving testable hypotheses a priori. Constructs t…

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amj-writing-style

Use for full-manuscript prose polish of an Academy of Management Journal (AMJ) manuscript — front-loading the argument, active voice, structure, and AOM house style. Polishes language and structure; i…

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amr-literature-positioning

Use when you must identify which theoretical conversation an Academy of Management Review (AMR) manuscript enters and how it "challenges and extends" that conversation. Positions the argument within a…

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anndata

Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use sca…

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amann-writing-style

Use when revising an Academy of Management Annals (Annals) review for the house voice — authoritative, integrative, agenda-setting "reviews with an attitude," with a strong problem-first opening and a…

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amj-contribution-framing

Use when turning results into an explicit theoretical contribution for an Academy of Management Journal (AMJ) manuscript — the "what new theory do we learn?" statement and the discussion section. Fram…

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amj-methods

Use when the research design and method are the bottleneck for an Academy of Management Journal (AMJ) manuscript — matching design (archival, survey, experiment, multi-method, field) and level of anal…

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amj-submission

Use when running the final pre-submission preflight for an Academy of Management Journal (AMJ) manuscript — ScholarOne portal, anonymization for double-blind review, AOM house-style formatting, files,…

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amj-topic-selection

Use when scoping or sanity-checking a research question for an Academy of Management Journal (AMJ) manuscript — fit, theory-drivenness, and feasibility. Decides whether the idea can earn a theoretical…

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amr-contribution-framing

Use when articulating and differentiating the theoretical contribution of an Academy of Management Review (AMR) manuscript — showing precisely what is NEW versus prior theory and why it matters. Frame…

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amr-methods

Use when choosing and applying a theory-construction method for an Academy of Management Review (AMR) manuscript — building constructs, defining their domain, specifying relationships, articulating th…

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ara-compiler

Compiles any research input — PDF papers, GitHub repositories, experiment logs, code directories, or raw notes — into a complete Agent-Native Research Artifact (ARA) with cognitive layer (claims, conc…

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