Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Simulates a strict SCI peer-review workflow; trigger when a user uploads or pastes a manuscript (PDF/DOC/DOCX/TXT) and requests an innovation score (1–12) plus experimental-logic…
Use to enforce Science's statistics and reproducibility reporting — n and replication, test choice and assumptions, effect sizes with uncertainty, multiple-comparison control,…
Translates dense scientific terminology from academic papers, press releases, or expert interviews into plain English a journalist can quote or paraphrase.
Use when targeting 《科研管理》(Science Research Management — 中国科学院科技战略咨询研究院主办的科研/创新管理月刊, 1980 年创刊) or deciding whether a Chinese R&D/innovation-management manuscript fits this venue.
Use when targeting Science Signaling (Sci. Signal.) or deciding whether a cell-signaling, systems-biology, or signaling-pharmacology manuscript fits this AAAS venue.
Use when you need to isolate a space (like a greenhouse) by closing doors or openings to create a contained environment.
Use when the agent needs to confirm and prepare a specific inventory item before using it in an experiment or task step.
Use when the agent needs to direct attention to a specific object in the environment or inventory before performing a critical action such as measuring, using, or connecting.
Scientific-methodology skills for the SciTeX ecosystem — publication-quality figures, statistics, experiment reproducibility.
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Generate BibTeX from DOI metadata and check open-access status on iOS through AMA native intents instead of citation scripts.
Reviews scientific documents for logical clarity, argument soundness, and rigor by auditing hypothesis-data alignment, claim-evidence chains, quantitative precision, hedging…
Produces a structured assessment of the current scientific consensus on a specific topic — distinguishing between what is well-established, what is actively debated, and what is…
Always Auto-invoked skill that creates/updates workspace AGENTS.md to instruct the agent to always search for existing skills before attempting any scientific task.
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks — from…
⚠️ CRITICAL USER EXPERIENCE-BASED SKILL - ALWAYS CONSULT BEFORE DATA PREPROCESSING ⚠️ Prevents catastrophic errors (88.9% error rate in V1.0 case study) through multi-level…
Access Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical properties, biomarker data, NMR/MS spectra, pathways, for metabolomic — from…
Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring.
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research logs.
Use when targeting 《科学决策》(Scientific Decision Making — 中国航天系统科学与工程研究院等主办的决策科学月刊) or deciding whether a Chinese decision-science/policy-evaluation manuscript fits this venue.
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design.
Defensive exploratory data analysis for scientific data (CSV, FASTA, etc.). Context-first, human-guided; one plot at a time, ask why before executing, append-only journal per…
Build and operate the "Scientific Hypothesis Prioritization for legal and policy workflows" capability for legal and policy workflows.
Assess paper and journal impact using OpenAlex citation counts, optional Altmetric data, and curated journal impact-factor references.
Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakema — from…
Produces a structured, plain-language briefing on the state of scientific research for a given topic — summarising what is established, what is contested, and what remains unknown.
Systematic strategies for searching scientific literature across PubMed, arXiv, Google Scholar, and AI-assisted tools.
Use when targeting 《科学管理研究》(Scientific Management Research — 内蒙古自治区软科学研究会主办的科学管理/科技政策双月刊) or deciding whether a Chinese S&T-management/policy manuscript fits this venue.
High-impact scientific manuscript preparation for journals like Nature, Blood, Cell. Use when writing abstracts, introductions, methods, results, discussions, or figure legends.
Scientific manuscript writing: IMRAD, citation styles (APA/AMA/Vancouver/IEEE), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA/ARRIVE), writing principles…
The scientific method as an epistemological framework for producing reliable knowledge. Covers observation, question formation, hypothesis construction, experimental testing, data…
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assis — from…
Summarises a scientific paper in plain language — covering the research question, methodology, key findings, limitations, and implications — so a journalist can accurately report…
gget CLI and Python workflow for quick genomic database queries, sequence lookup, BLAST-style searches, enrichment checks, and reproducible bioinformatics evidence logs.
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelin — from…
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological — from…
Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion,…
Use for scientific or scholarly research with source traceability, literature reviews, paper discovery, arXiv/OpenAlex/Crossref/Europe PMC/Semantic Scholar/PubMed queries, corpus…
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review.
Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review.
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis def — from…
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for m — from…
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis def — from…
Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis def — from…
Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference.
Create or substantially refine publication-grade scientific and technical SVG figures for reports, slides, README/docs, and DOCX/PDF workflows.
Bilimsel metod, hipotez, kanıt değerlendirme, bias analizi. ⚠️ Araştırma/analiz için kullan. Mimari karar için → ultrathink-core.
Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening, synthesis, citation checks, and…
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback.
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-saf — from…
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-saf — from…
This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points).
This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs.
Best practices for SciPy scientific computing, optimization, signal processing, and statistical analysis in Python
Digital signal-processing utilities tuned for neuroscience workflows. `hilbert(x)` returns analytic signal; `psd(x, fs, ...)` and `band_powers(x, fs, bands)` compute spectral…