Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready manuscript. Use when users want to: (1) write a paper from a detailed outline, (2) ensure quality control during writing, (3) maintain consistency across chapters, (4) prepare a submission-ready…
Systematic strategic planning framework for philosophy and interdisciplinary academic papers targeting preprint platforms (PhilArchive, arXiv, PhilSci-Archive). Use when users want to: (1) plan a paper on a specific topic, (2) identify research gaps and assess originality, (3) develop optimized paper outlines, (4)…
Sync and manage Overleaf LaTeX projects from the command line. Pull projects locally, push changes back, compile PDFs, and download compile outputs like .bbl files for arXiv submissions. Use when working with LaTeX, Overleaf, academic papers, or arXiv.
Revise Chinese or English academic writing for lower unnecessary textual overlap while preserving meaning, evidence, numbers, equations, terminology, and citations. Use for 学术论文降重、查重后修改、重复段落重写、paraphrasing, similarity-report remediation, abstracts, literature reviews, methods, results, discussions, theses, and…
Build and analyze genome-scale constraint-based metabolic models with COBRApy — flux balance analysis (FBA), flux variability analysis (FVA), gene and reaction knockouts, flux sampling, and SBML model I/O. Use when simulating metabolic networks, predicting growth or knockout phenotypes, or running systems-biology and…
Process and visualize deep-sequencing coverage with the deepTools CLI — convert BAM to bigWig (bamCoverage), build log2 ratio tracks (bamCompare), run QC (multiBamSummary correlation, PCA, plotFingerprint), apply the ATAC-seq Tn5 shift (alignmentSieve --ATACshift), and make TSS/peak heatmaps and profiles…
Develops, tests, and deploys clinical machine learning models with the PyHealth healthcare AI toolkit. Use when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, drug recommendation), medical coding systems (ICD, NDC, ATC), physiological signals (EEG, ECG), healthcare…
Use when the user wants to search TR Dizin (trdizin.gov.tr — TÜBİTAK ULAKBİM national academic index) for publications, journals, authors, or institutions; do field-scoped advanced search (title/author/abstract/journal/doi/year/…); apply facet filters (access type, year, language, subject, document type); read a…
A guided method for reading one research paper and writing a detailed teaching report about it. It explains the subject from the basics through the paper's methods, formulas, evidence, and limits.
Scaffold a new knowledge engine workspace OR link to an existing shared knowledge base. Use when starting a new knowledge base or connecting a project to an existing one.
Sharpen a vague idea, a literature gap, or a stalled project into a GOOD research question — consequential, specific, falsifiable, feasible — BEFORE committing to a technical route. Produces a structured Question Card, then optionally hands off to /kw-explore to form the technical route. Triggers: "is this a good…
Single entry for the knowledge engine. Detects state and offers choices — fetch papers by id/DOI/title, absorb all new papers (L1→L2), run L3 synthesis. Use when the user says "process the knowledge base", "/kw", "fetch this paper", or drops new papers.
Use when Experiment must build, run, compare, or record reproducible ML/AI paper experiments locally or through the Research Assistant-configured ssh-bash tool and verified SSHFS workspace, including baselines, datasets, controlled trials, multi-seed formal evidence, ablations, and results promotion. Examples: user…
Use when Writing must assess, draft, revise, or audit an empirical ML/AI method paper whose claims depend on experiment-record.md and results/, including baseline fairness, multi-seed reporting, ablations, formula-rich methods, result tables, citation verification, and derived submission artifacts. Do not use its…
Use when the Research Assistant must classify and orchestrate a multi-stage paper request, continue an existing project from exact-cwd artifacts, choose between survey, empirical, or hybrid routes, acceptance-review specialist handoffs, or decide whether missing authority, access, evidence, cost, or safety requires a…
Simulate a multi-reviewer academic paper review process and produce actionable revision plans. Use this skill whenever the user wants feedback on an academic paper, research manuscript, conference submission, or draft — especially for venues like NeurIPS, ACL, ICML, EMNLP, ICLR, AAAI, or any CS conference/journal.…
Improve academic writing using a comprehensive guide of writing principles. Use this skill when the user asks to improve, rewrite, polish, or check their writing — at any granularity (sentence, paragraph, section, or full paper). Trigger on phrases like "improve my writing", "rewrite this section", "apply writing…
Audit a full article for factual accuracy, missing counter-voices, numerical context, and promotional or one-sided framing. Use when a user shares an article or URL and asks whether it is accurate, credible, balanced, or PR.
Fact-check a specific, verifiable claim by seeking supporting and contradicting evidence, weighing source quality, and issuing a calibrated verdict with citations.
Analyze countries, regions, conflicts, policies, alliances, geoeconomics, geopolitical claims, and supplied articles. Use for current assessments, narrative audits, actor and interest analysis, scenarios, and risk indicators that need sourced judgments, calibrated confidence, and explicit uncertainty.