Discover tools scientific computing skills, compare source repositories and read the instructions for each workflow.
Research external topics, create comprehensive analysis, determine project applicability, and incorporate learnings into Brain memory system. Transforms knowledge into searchable, actionable project context.
HAIOS Investigation Cycle for structured research and discovery. Use when starting or resuming an investigation. Guides HYPOTHESIZE->EXPLORE->CONCLUDE workflow with phase-specific tooling.
Create polished research manuscripts with professional formatting and scholarly precision. Guides the full writing process from outline to submission-ready document.
AI-assisted sanitization of Bruker NMR datasets for blind CASE studies. Removes compound identity from metadata while preserving spectroscopic data for valid CASE evaluation.
Full de novo structure elucidation - skip dereplication and solve the structure from NMR correlations. Use when dereplication returned no matches, the compound is known to be novel, or you want to solve the str...
Computer-Assisted Structure Elucidation (CASE) for organic natural products using NMR spectroscopy. Use when the user asks to identify an unknown compound from NMR data, perform structure elucidation, analyze H...
Symmetry analysis, Lyapunov exponent chaos detection, and period detection APIs. Use when analyzing CA states, detecting patterns, measuring stability, or classifying dynamic behavior.
Core Lenia engine API, stable parameters, multi-species presets, and growth functions. Use when working on the simulation engine, configuring organisms, or debugging parameter issues.
Genetic algorithm, fitness evaluation, novelty search, and self-replication detection. Use when implementing evolutionary search, evaluating organism fitness, or detecting emergent behaviors.
Expert research analyst specializing in comprehensive information gathering, synthesis, and insight generation. Masters research methodologies, data analysis, and report creation with focus on delivering action...
Surface emergent patterns and insights from memory
Use when asked for "deep research", "thorough analysis", "comprehensive report", "investigate", "due diligence", or when multiple sources are needed to answer complex questions. Produces well-sourced research r...
Search PubMed for RNAi/dsRNA research on target genes or species (utility skill - use anytime)
Design dsRNA candidates using sliding window algorithm
Screen dsRNA candidates for off-target matches in human and honeybee
Match essential genes in target genome using orthology and literature
Techniques for 1D and 2D data interpolation using SciPy (CPU) and JAX/Interpax (GPU/Differentiable).
Research topics by verifying actual source content. Use when asked to research or study links and documentation.
Diagnose research quality and guide systematic query expansion. Use when starting research on any topic, when stuck in research, or when unsure if research is complete.
Data Scientist Agent. ML 모델 개발, 실험, 분석을 담당합니다.
Knowledge about AIND data infrastructure including MongoDB/DocumentDB access patterns, S3 asset storage, collection schemas, and query patterns. Use when working with AIND analysis results, querying metadata, o...
Research topics by verifying actual source content. Use when asked to research or study links and documentation.
Use when "scientific computing", "astronomy", "astropy", "bioinformatics", "biopython", "symbolic math", "sympy", "statistics", "statsmodels", "scientific Python"
Use when "PyMC", "Bayesian", "MCMC", "probabilistic programming", or asking about "Bayesian regression", "hierarchical model", "NUTS sampler", "posterior distribution", "prior predictive", "credible intervals",...
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.