Topic: openclaw-skills
1,539 skills in this topic.
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receiving-code-review
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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shap
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-proteomics-spectral-libraries
Build, manage, and search spectral libraries for proteomics. Use when creating or working with spectral libraries for DIA analysis. Covers DDA-based library generation, predicted libraries (Prosit, DeepLC), and library formats.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-primer-design-primer-basics
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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fastq-analysis-pipeline
Guide through omicverse's alignment module for SRA downloading, FASTQ quality control, STAR alignment, gene quantification, and single-cell kallisto/bustools pipelines covering both bulk and single-cell RNA-seq workflows.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-clinical-databases-myvariant-queries
Query myvariant.info API for aggregated variant annotations from multiple databases (ClinVar, gnomAD, dbSNP, COSMIC, etc.) in a single request. Use when annotating variants with clinical and population data from multiple sources simultaneously.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-copy-number-cnvkit-analysis
Detect copy number variants from targeted/exome sequencing using CNVkit. Supports tumor-normal pairs, tumor-only, and germline CNV calling. Use when detecting CNVs from WES or targeted panel sequencing data.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-clip-seq-binding-site-annotation
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-differential-expression-batch-correction
Remove batch effects from RNA-seq data using ComBat, ComBat-Seq, limma removeBatchEffect, and SVA for unknown batch variables. Use when correcting batch effects in expression data.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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tooluniverse-drug-drug-interaction
Comprehensive drug-drug interaction (DDI) prediction and risk assessment. Analyzes interaction mechanisms (CYP450, transporters, pharmacodynamic), severity classification, clinical evidence grading, and provides management strategies. Supports single drug pairs, polypharmacy analysis (3+ drugs), and alternative drug recommendations. Use when users ask about drug interactions, medication safety, polypharmacy risks, or need DDI assessment for clinical decision support.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-reporting-jupyter-reports
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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tpd-ternary-complex-agent
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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pubchem-database
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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data-transform
Transform, clean, reshape, and preprocess data using pandas and numpy. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-immunoinformatics-epitope-prediction
Predict B-cell and T-cell epitopes using BepiPred, IEDB tools, and structure-based methods for vaccine and antibody design. Identify immunogenic regions in antigens. Use when designing vaccines, mapping antibody binding sites, or predicting immunogenic peptides.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-expression-matrix-metadata-joins
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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biomaster-workflows
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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protocolsio-integration
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; organize workspaces; upload and manage files; or integrate protocols.io functionality into workflows. Applicable for protocol discovery, collaborative protocol development, experiment tracking, lab protocol management, and scientific documentation.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-epidemiological-genomics-pathogen-typing
Perform multi-locus sequence typing (MLST), core genome MLST, and SNP-based strain typing for bacterial isolate characterization using mlst and chewBBACA. Use when identifying strain types, tracking outbreak clones, or characterizing bacterial isolates.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-genome-assembly-contamination-detection
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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precision-oncology-agent
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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numerical-stability
Analyze and enforce numerical stability for time-dependent PDE simulations. Use when selecting time steps, choosing explicit/implicit schemes, diagnosing numerical blow-up, checking CFL/Fourier criteria, von Neumann analysis, matrix conditioning, or detecting stiffness in advection/diffusion/reaction problems.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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phylogenetics
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family analysis, and molecular clock studies.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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regulatory-drafter
FreedomIntelligence/OpenClaw-Medical-Skills 2,009