Topic: skills
17,247 skills in this topic.
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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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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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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-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-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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bio-genome-assembly-contamination-detection
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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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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biomaster-workflows
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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tpd-ternary-complex-agent
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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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-expression-matrix-metadata-joins
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-reporting-jupyter-reports
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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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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pdb
Fetch and analyze protein structures from RCSB PDB. Use this skill when: (1) Need to download a structure by PDB ID, (2) Search for similar structures, (3) Prepare target for binder design, (4) Extract specific chains or domains, (5) Get structure metadata.
For sequence lookup, use uniprot. For binder design workflow, use binder-design.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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cobrapy
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-primer-design-qpcr-primers
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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fhir-development
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-pathway-reactome
Reactome pathway enrichment using ReactomePA package. Use when analyzing gene lists against Reactome's curated peer-reviewed pathway database. Performs over-representation analysis and GSEA with visualization and pathway hierarchy exploration.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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bio-phasing-imputation-imputation-qc
FreedomIntelligence/OpenClaw-Medical-Skills 2,009
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deeptools
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
FreedomIntelligence/OpenClaw-Medical-Skills 2,009