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ClawBio

@clawbio source repo

84 published skills

  1. Dnasp · clawbio bundle
    Full reimplementation of DnaSP 6 for population genetics analysis of aligned DNA sequences. Covers nucleotide diversity, haplotype statistics, neutrality tests (Tajima's D, Fu & Li's D*/F*, R2), linkage disequilibrium (D, D', R², ZnS, Za, ZZ), minimum recombination (Rm), mismatch distribution, InDel polymorphism, between-population divergence (Dxy, Da, fixed/shared sites), outgroup-based Fu & Li D/F tests (fuliout), the HKA multi-locus neutrality test (hka), the McDonald-Kreitman test (mk), Ka/Ks (dN/dS) via the Nei-Gojobori (1986) method (kaks), Fu's Fs test (fufs), the site frequency spectrum (sfs, folded and outgroup-unfolded), transition/transversion ratio (tstv), and codon usage bias - RSCU (Sharp & Li 1987) and ENC (Wright 1990) (codon). Accepts FASTA or NEXUS input; outputs DnaSP-compatible TSV and a Markdown report.
    0 installs
  2. Wgs Prs · clawbio bundle
    End-to-end WGS to polygenic risk score pipeline. Takes paired-end FASTQ files (or a pre-existing VCF) through nf-core/sarek for variant calling, applies VCF QC (normalisation, hard filtering, Ti/Tv and Het/Hom checks), then computes polygenic risk scores via the PGS Catalog. Fills the FASTQ to VCF gap upstream of the gwas-prs skill.
    0 installs
  3. Claw Amplicon Qc · clawbio bundle
    16S/18S rRNA amplicon preprocessing — from raw paired-end FASTQ files through N removal and primer trimming, producing outputs ready for DADA2 quality filtering and denoising. Deliberately stops before quality-filtering decisions that require researcher judgment.
    1 install
  4. Affinity Proteomics · clawbio bundle
    Unified analysis pipeline for affinity-based proteomics platforms — Olink (PEA, NPX) and SomaLogic SomaScan (SOMAmer, RFU). Platform-aware QC, normalisation, differential abundance, volcano plots, heatmaps, and PCA.
    1 install
  5. Cnv Acmg Classifier · clawbio bundle
    Classify structural variants / copy-number variants (deletions and duplications) using the ClinGen / ACMG 2019 (Riggs et al. 2020) point framework and return a five-tier classification with a per-section evidence trail. Germline CNV interpretation, not SNV/indel.
    1 install
  6. Rare Disease Rnaseq · clawbio bundle
    Blood RNA-seq expression-outlier detection for rare-disease diagnostics. Cases scored against a control reference panel; outliers ranked and filtered by a haploinsufficient disease-gene panel.
    1 install
  7. Organ Aging Studio · clawbio bundle
    Interactive Goeminne proteomic aging clock with organ filters and per-protein contribution breakdown (protein NPX × coefficient). Agent- and demo-friendly.
    1 install
  8. Claw Ancestry Pca · clawbio bundle
    Ancestry decomposition PCA against the Simons Genome Diversity Project
    1 install
  9. Claw Metagenomics · clawbio bundle
    Shotgun metagenomics profiling — taxonomy, resistome, and functional pathways
    1 install
  10. Deepspot M · clawbio bundle
    Transcriptome-wide virtual spatial transcriptomics from H&E histology with DeepSpot-M. Scores a 224x224 tile and returns per-gene log1p-CPM values for any HGNC symbols you ask for, with a CSV, a report and a reproducibility bundle.
    1 install
  11. Celltype Specificity Profiler · clawbio bundle
    Given a gene and a single-cell atlas, compute how cell-type-specific its expression is — the tau specificity index, Sarle's expression bimodality coefficient, and the cell types that drive the signal; a pure analytic transform that chains downstream of scrna-embedding.
    1 install
  12. Clinical Variant Prioritizer · clawbio bundle
    Screen a genotype set (array or WGS-derived) against OMIM-morbid, ACMG-SF and Hereditary-Cancer gene panels and prioritise carried variants by ClinVar significance, gnomAD frequency, inheritance model and zygosity, following the pathogenicity-screening method of Corpas et al. 2021 (Whole Genome Interpretation for a Family of Five).
    1 install
  13. Eqtl Catalogue Region Fetch · clawbio bundle
    Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP. Use when an agent needs eQTL beta / SE / p-value for every variant in a window around a gene's TSS for one specific dataset (study × tissue × quantification method). Input: dataset_id, chromosome, start, end, optional molecular_trait_id. Output: harmonised TSV slice.
    1 install
  14. Locuscompare Region Render · clawbio bundle
    Render a 4-panel regional LocusCompare diagnostic for one (lead variant, exposure study, outcome study) tuple - overlays GWAS Manhattan, QTL Manhattan, GENCODE gene track, and cross-trait scatter colored by LD r². Use when an agent needs visual confirmation that two GWAS / QTL signals share the same causal variant (the Liu 2019 LocusCompare convention). Inputs: lead variant + two pre-fetched harmonised sumstats slices (or eQTL Catalogue / GWAS Catalog identifiers for bundled fetch). Output: PNG + JSON manifest.
    1 install
  15. Clinical Variant Reporter · clawbio bundle
    Classify germline variants from VCF/BCF files according to the ACMG/AMP 2015 28-criteria evidence framework and generate clinical-grade interpretation reports with per-variant evidence audit trails and ACMG SF v3.2 secondary findings screening.
    1 install
  16. Gwas Catalog Region Fetch · clawbio bundle
    Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP. Use when an agent needs GWAS beta / SE / p-value for every variant in a window for one specific study (GCST accession). Input: accession, chromosome, start, end. Output: harmonised TSV slice in canonical format.
    1 install
  17. Rare High Impact Variants · clawbio bundle
    Count rare, high-impact loss-of-function variants carried in a VCF, annotated with molecular consequence and population allele frequency
    1 install
  18. Drug Repurposing Screen · clawbio bundle
    Objective-driven pooled viability screen analysis: QC, hit calling, context-selectivity, biomarker sweep, and ranked repurposing candidates. Format-agnostic via schema.yaml + objective.yaml; includes offline demo.
    1 install
  19. Ld 1000g Region Compute · clawbio bundle
    Compute pairwise r² between a lead variant and every variant in a window using the 1000 Genomes Phase 3 GRCh38 reference panel, ancestry-stratified. Use when an agent needs LD coloring for a regional plot or LD pruning around a candidate causal variant. Single client (on-demand region fetch from EBI 1000G FTP); no multi-GB cold-start.
    1 install
  20. Marker Dominance Mapper · clawbio bundle
    Deterministic marker-dominance region mapping from local spot-count CSVs
    1 install
  21. Mendelian Randomisation · clawbio bundle
    Two-sample Mendelian Randomisation from GWAS summary statistics with IVW, MR-Egger, weighted median/mode, and full sensitivity analysis (Cochran Q, Egger intercept, Steiger, F-statistic, leave-one-out).
    1 install
  22. Nfcore Scrnaseq Wrapper · clawbio bundle
    Wrapper skill for running nf-core/scrnaseq 4.1.0 upstream single-cell RNA-seq preprocessing from FASTQ with strict preflight, reproducibility outputs, and downstream handoff to ClawBio scRNA skills.
    1 install
  23. Clawpathy Autoresearch · clawbio bundle
    Eval-driven skill tuning. Given a task and an LLM-judge rubric, iteratively rewrites a SKILL.md until a downstream executor agent performs well against the judge. Low-code: all evaluation is LLM-as-judge, not deterministic Python.
    1 install
  24. Wes Clinical Report En · clawbio bundle
    Generates professional clinical PDF reports in English from WES (Whole Exome Sequencing) data with clinical interpretation summary, pharmacogenomic alerts, and follow-up recommendations.
    1 install
  25. Wes Clinical Report Es · clawbio bundle
    Generates professional clinical PDF reports in Spanish from WES (Whole Exome Sequencing) data with clinical interpretation, pharmacogenomic alerts, and follow-up recommendations.
    1 install
  26. Ancestry Risk Profiler · clawbio bundle
    Infers genetic super-population ancestry from a 23andMe/AncestryDNA file and computes ancestry-stratified odds ratios with an exploratory Ancestry Elevation Score (AES) showing where ancestry-specific GWAS effect sizes diverge from European reference estimates.
    1 install
  27. Claw Methylation Cycle · clawbio bundle
    Methylation cycle analysis — enzymatic activity profiles, Net Methylation Capacity, BH4 axis estimates, compound heterozygosity detection from SNP genotype data.
    1 install
  28. Archaic Introgression · clawbio bundle
    Detect Neanderthal and Denisovan introgression segments from modern human genomes
    1 install
  29. Nfcore Rnaseq Wrapper · clawbio bundle
    Wrapper skill for running nf-core/rnaseq bulk RNA-seq preprocessing from FASTQ or BAM inputs with strict preflight, reproducibility outputs, and downstream handoff to ClawBio bulk RNA-seq DE skills.
    1 install
  30. Phylogenetics Builder · clawbio bundle
    End-to-end ML phylogenetic tree inference — MSA, trimming, ModelFinder, IQ-TREE2/RAxML-NG.
    1 install
  31. Article Data Fetcher · clawbio bundle
    Given an article DOI or PubMed ID, discover and download the genomics data files deposited by the authors (VCF, FASTA, H5AD, CSV, JSON, BAM, etc.) from public repositories such as GEO, ENA, Zenodo, Figshare, Dryad, and OSF.
    1 install
  32. Crispr Screen Triage · clawbio bundle
    Deterministic CRISPR screen hit ranking from local guide-level count tables
    0 installs
  33. Nfcore Sarek Wrapper · clawbio bundle
    ClawBio wrapper around nf-core/sarek 3.8.1 covering mapping through annotation for germline, tumor-only, and somatic paired analyses.
    1 install
  34. Ukb Ppp Region Fetch · clawbio bundle
    Fetch a regional slice of plasma pQTL summary statistics from the UK Biobank Pharma Proteomics Project (UKB-PPP; Sun 2023 Nature) for a specific (protein, ancestry) measurement. Use when an agent needs per-variant beta / SE / p-value around a coloc-lead variant for downstream colocalisation, Mendelian randomisation, or regional plotting against a pQTL exposure. The canonical use case is the cis-window around the protein's coding gene TSS, but UKB-PPP releases full-genome summary stats per protein so any GRCh38 window (including trans loci) is supported when the user supplies an explicit (chromosome, start_bp, end_bp). Input: protein_label (HGNC or UniProt), ancestry, chromosome, start_bp, end_bp. Output: harmonised TSV slice + manifest + human-readable report.
    1 install
  35. Xena Tcga Gene Query · clawbio bundle
    Query TCGA tumor biology through the ucscxenatoolspy API. Supports tumor-vs-normal differential expression, gene-gene correlation, survival association, and cancer catalogue browsing across 30+ TCGA cancer types.
    1 install
  36. Multiqc Reporter · clawbio bundle
    Aggregates QC reports from any bioinformatics tool outputs (FastQC, fastp, STAR, Picard, samtools, etc.) into a single MultiQC HTML report plus a ClawBio markdown summary with per-sample QC metrics.
    1 install
  37. Pathway Enricher · clawbio bundle
    Gene-set pathway enrichment analysis using Enrichr — queries KEGG, GO (BP/MF/CC), Reactome, WikiPathways, MSigDB, and Disease Ontology. Produces ranked pathway tables, interactive bubble charts, and a reproducible Markdown report.
    1 install
  38. Proteomics Clock · clawbio bundle
    Compute organ-specific biological age from Olink proteomic data using Goeminne et al. (2025) elastic net aging clocks.
    1 install
  39. Sample Qc Triage · clawbio bundle
    Deterministic multi-sample QC triage for identity, sex, contamination, and batch-shift outliers
    1 install
  40. Bigquery Public · clawbio bundle
    Run read-only SQL against BigQuery public datasets with local result capture, cost safeguards, and reproducibility outputs.
    1 install
  41. Cell Detection · clawbio bundle
    Cell segmentation in fluorescence microscopy images. Supports Cellpose/cpsam (Cellpose 4.0) with additional backends planned. Produces segmentation masks, per-cell morphology metrics (area, diameter, centroid, eccentricity), overlay figures, and a report.md.
    1 install
  42. Turingdb Graph · clawbio bundle
    Build, query, and analyse biomedical knowledge graphs in TuringDB, a columnar graph database with git-like versioning.
    1 install
  43. Omics Target Evidence Mapper · clawbio
    Aggregate public target-level evidence across omics and translational sources for research triage.
    3 installs
  44. Target Validation Scorer · clawbio
    Evidence-grounded target validation scoring with GO/NO-GO decisions for drug discovery campaigns
    3 installs
  45. Bioconductor Bridge · clawbio
    Bioconductor package discovery, workflow recommendation, setup inspection, and starter code generation grounded in official Bioconductor containers and BiocManager.
    3 installs
  46. Clinical Trial Finder · clawbio
    Find clinical trials for a gene, variant, or condition from ClinicalTrials.gov + EUCTR, with FHIR R4 output
    3 installs
  47. Genome Match · clawbio
    Score genetic compatibility across all male-female pairings in a Genomebook generation
    3 installs
  48. Protocols Io · clawbio
    Search, browse, and retrieve scientific protocols from protocols.io via REST API. Client token authentication for private protocols. Use when user mentions protocols.io, lab protocols, DOI lookup, protocol search, protocol steps, or scientific methods.
    5 installs
  49. Recombinator · clawbio
    Produce offspring genomes from parent pairs via meiotic recombination, mutation, and clinical evaluation
    3 installs
  50. Seq Wrangler · clawbio
    Sequence QC, alignment, and BAM processing. Wraps FastQC, BWA/Bowtie2, SAMtools for automated read-to-BAM pipelines.
    3 installs
  51. Equity Scorer · clawbio
    Compute HEIM diversity and equity metrics from VCF or ancestry data. Generates heterozygosity, FST, PCA plots, and a composite HEIM Equity Score with markdown reports.
    3 installs
  52. Galaxy Bridge · clawbio
    Galaxy tool discovery, intelligent recommendation, and execution — 8,000+ bioinformatics tools from usegalaxy.org with multi-signal scoring and workflow suggestions
    3 installs
  53. Proteomics De · clawbio
    Differential expression analysis for label-free quantitative (LFQ) intensity data with standard MaxQuant and DIA-NN output. Workflow includes preprocessing, imputation, and statistical testing.
    3 installs
  54. Ukb Navigator · clawbio
    Semantic search across UK Biobank's 12,000+ data fields and publications — find the right variables for your research question.
    3 installs
  55. Vcf Annotator · clawbio
    Annotate VCF variants with VEP, ClinVar, gnomAD frequencies, and ancestry-aware context. Generates prioritised variant reports.
    3 installs
  56. Data Extractor · clawbio
    Extract numerical data from scientific figure images using Claude vision + OpenCV calibration. Supports 26+ plot types including bar charts, scatter plots, forest plots, Kaplan-Meier curves, box plots, and more.
    3 installs
  57. Genome Compare · clawbio
    Compare your genome to George Church (PGP-1) and estimate ancestry composition via IBS and EM admixture
    1 install
  58. Profile Report · clawbio
    Unified personal genomic profile report — reads a PatientProfile JSON and synthesizes all skill results into a single "Your Genomic Profile" document.
    3 installs
  59. Repro Enforcer · clawbio
    Export any bioinformatics analysis as a reproducible bundle with Conda environment, Singularity container definition, and Nextflow pipeline.
    3 installs
  60. Diff Visualizer · clawbio
    Rich downstream visualisation and reporting for bulk RNA-seq differential expression and scRNA marker/contrast outputs.
    3 installs
  61. Illumina Bridge · clawbio
    Import DRAGEN-exported Illumina result bundles into ClawBio for local tertiary analysis and downstream routing.
    3 installs
  62. Lit Synthesizer · clawbio
    Search PubMed and bioRxiv, summarise papers with LLM, build citation graphs, and generate literature review sections.
    3 installs
  63. Nutrigx Advisor · clawbio
    Personalised nutrition report from consumer genetic data (23andMe, AncestryDNA, VCF) — interrogates nutritionally-relevant SNPs and generates actionable dietary guidance, all computed locally.
    3 installs
  64. Scrna Embedding · clawbio
    Local scVI-based single-cell latent embedding and batch-aware integration from raw-count .h5ad or 10x Matrix Market input, with stable integrated AnnData export for downstream latent analysis.
    3 installs
  65. Bio Orchestrator · clawbio
    Meta-agent that routes bioinformatics requests to specialised sub-skills. Handles file type detection, analysis planning, report generation, and reproducibility export.
    3 installs
  66. Pharmgx Reporter · clawbio
    Pharmacogenomic report from DTC genetic data (23andMe/AncestryDNA) — 12 genes, 31 SNPs, 51 drugs
    3 installs
  67. Struct Predictor · clawbio
    Local protein structure prediction with AlphaFold, Boltz, or Chai. Compare predicted structures, compute RMSD, visualise 3D models.
    3 installs
  68. Claw Semantic Sim · clawbio
    Semantic Similarity Index for disease research literature using PubMedBERT embeddings
    3 installs
  69. Methylation Clock · clawbio
    Compute epigenetic age from DNA methylation arrays using PyAging clocks from GEO accessions or local files.
    3 installs
  70. Pubmed Summariser · clawbio
    Search PubMed for a gene name or disease term and generate a structured research briefing of the top recent English-language papers.
    3 installs
  71. Scrna Orchestrator · clawbio
    Local Scanpy pipeline for single-cell RNA-seq QC, optional doublet detection, clustering, marker discovery, optional CellTypist annotation, optional latent downstream mode from integrated.h5ad/X_scvi, and optional two-group contrastive marker analysis from raw-count .h5ad or 10x Matrix Market input.
    3 installs
  72. Variant Annotation · clawbio
    Annotate VCF variants with Ensembl VEP REST, ClinVar significance, gnomAD/population frequency context, and prioritized variant ranking.
    3 installs
  73. Rnaseq De · clawbio
    Differential expression analysis for bulk RNA-seq and pseudo-bulk count matrices with QC, PCA, and contrast testing.
    3 installs
  74. Drug Photo · clawbio
    Medication photo to personalised PGx dosage card via Claude vision — snap a pill, get genotype-informed guidance
    3 installs
  75. Gwas Lookup · clawbio
    Federated variant lookup across 9 genomic databases — GWAS Catalog, Open Targets, PheWeb (UKB, FinnGen, BBJ), GTEx, eQTL Catalogue, and more.
    3 installs
  76. Gi Annotation · clawbio bundle
    Predicts gene and transcript structure from a DNA sequence using the hosted Genomic Intelligence API, producing a report and JSON output.
    7 installs
  77. Gi Expression · clawbio bundle
    Predicts tissue or cell-type gene expression (log TPM and TPM) from a TSS-centered DNA sequence using the hosted Genomic Intelligence G0 Expression model, conditioned on a free-text cell-type description.
    7 installs
  78. Skill Builder · clawbio bundle
    Scaffolds a new ClawBio skill from a JSON/YAML spec or interactively, generating SKILL.md, Python skeleton, tests, and updating the catalog.
    9 installs
  79. Gi Enhancer · clawbio bundle
    Predicts enhancer activity in DNA sequences using the hosted Genomic Intelligence G0 DeepSTARR model, returning per-window activity scores.
    9 installs
  80. Gi Chromatin · clawbio bundle
    Predicts chromatin state across 919 tracks (histone marks, DNase, TF binding) for DNA sequences via the hosted Genomic Intelligence API, producing a report and JSON results.
    9 installs
  81. Nutrigx · clawbio bundle
    Generates a personalised nutrition report from consumer genetic data (23andMe, AncestryDNA, VCF) by interrogating nutritionally-relevant SNPs and producing actionable dietary guidance, all computed locally.
    8 installs
  82. Gwas Prs · clawbio bundle
    Calculate polygenic risk scores from direct-to-consumer genetic data using published scoring files from the PGS Catalog and contextualize results against population reference distributions.
    8 installs
  83. Gi Splice · clawbio bundle
    Detect splice donor and acceptor sites in DNA sequences using the Genomic Intelligence G0 BigBird transformer, via the hosted /v1/tasks/splice/predict API. Returns per-position site probabilities and called sites.
    9 installs
  84. Gi Promoter · clawbio bundle
    Detect promoter regions in DNA sequences by calling the Genomic Intelligence G0 transformer (GENA-LM BERT Large) hosted API. Returns per-window promoter probabilities and called regions as a report and JSON, from a single FASTA input.
    8 installs