q-skills

Extract visual, video, and audio features from media. Use for pixel features (Pillow), video frames (FFmpeg+Pillow), speech/audio features (openSMILE), music features (librosa), and visual semantic analysis (Gemini API batch or standard).

Orchestrate end-to-end academic manuscript preparation following APA 7th edition. Use for writing papers, drafting sections, or academic writing support.

Capture session decisions, conventions, and lessons into plan files, auto-memory, and CLAUDE.md so a fresh session resumes cleanly. Use for "hand off," "wrap up," "update docs for next session," or before /compact.

Run exploratory data analysis on tabular datasets with measurement-appropriate statistics. Use for EDA, descriptive statistics, data exploration, or preparing data summaries for reports and manuscripts.

Convert documents into business stories and infographics. Use for turning reports, documents, or text into visual summaries or infographics.

Generate professional slide deck images from content with smart logo branding. Use for creating slides, presentations, decks, or PPT output.

Stage and commit uncommitted changes with conventional commit messages. Use for committing changes or grouping commits by topic.

Update docs (CHANGELOG, CLAUDE.md, READMEs), commit, and push. Use for shipping changes, deploying updates, or publishing to remote.

Audit project structure, align layout to conventions, and archive superseded content. Use for cleaning up folders, standardizing layout, or preparing a workspace before committing.

Persist user preferences and styles across sessions. Use for remember this, save preference, learn this, always do X, never do Y, from now on, update CLAUDE.md, update CM, forget X, what do you remember, or after repeated corrections in a session.

Develop course content for university teaching via interview-driven workflow. Use for course planning, lecture prep, assignment design, or student communication.

Draft or refine introduction sections for academic manuscripts from phenomenon to theory to contribution. Use for writing introductions, literature framing, or research question development.

Draft or refine standalone literature review sections for academic manuscripts. Builds progressive arguments from theory through prior research to the study's approach, with research questions earned through the argument. Use for literature reviews, theoretical framing, or research question development.

Draft methods sections for academic manuscripts in narrative style with appendix cross-references. Use for writing methods, describing data collection, preprocessing, or computational analysis procedures.

Draft results sections for academic manuscripts with APA 7th tables and narrative flow. Use for writing results, presenting findings, formatting statistical tables, or reporting quantitative analysis.

Consolidate topic modeling outputs (BERTopic, LDA, NMF) into theory-driven classification frameworks. Use for topic finetuning, topic consolidation, reclassification, outlier handling, or updating Excel labels from topic models.