Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | Unranked | agent-introspection-debuggingskill · ai-agents | Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. | No signals yet | No commit datelisted | armory install agent-introspection-debugging --cli claude |
| 2 | Unranked | anndataskill · other | This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental… | No signals yet | No commit datelisted | armory install anndata --cli claude |
| 3 | Unranked | biomniskill · ai-agents | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical… | No signals yet | No commit datelisted | armory install biomni --cli claude |
| 4 | Unranked | clinicaltrials-databaseskill · back-end | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for… | No signals yet | No commit datelisted | armory install clinicaltrials-database --cli claude |
| 5 | Unranked | clinpgx-databaseskill · database | Access ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele functions, for precision medicine… | No signals yet | No commit datelisted | armory install clinpgx-database --cli claude |
| 6 | Unranked | clinvar-databaseskill · back-end | Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or… | No signals yet | No commit datelisted | armory install clinvar-database --cli claude |
| 7 | Unranked | dnanexus-integrationskill · other | DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics… | No signals yet | No commit datelisted | armory install dnanexus-integration --cli claude |
| 8 | Unranked | drugbank-databaseskill · database | Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical… | No signals yet | No commit datelisted | armory install drugbank-database --cli claude |
| 9 | Unranked | ena-databaseskill · back-end | Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and… | No signals yet | No commit datelisted | armory install ena-database --cli claude |
| 10 | Unranked | ensembl-databaseskill · back-end | Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP… | No signals yet | No commit datelisted | armory install ensembl-database --cli claude |
| 11 | Unranked | error-resolverskill · observability | Systematic error diagnosis and resolution using first-principle analysis. Use when encountering any error message, stack trace, or unexpected… | No signals yet | No commit datelisted | armory install error-resolver --cli claude |
| 12 | Unranked | etetoolkitskill · other | Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization… | No signals yet | No commit datelisted | armory install etetoolkit --cli claude |
| 13 | Unranked | geo-databaseskill · back-end | Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for… | No signals yet | No commit datelisted | armory install geo-database --cli claude |
| 14 | Unranked | gtarsskill · other | High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage… | No signals yet | No commit datelisted | armory install gtars --cli claude |
| 15 | Unranked | healthcare-cdss-patternsskill · other | Clinical Decision Support System (CDSS) development patterns. Drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), alert… | No signals yet | No commit datelisted | armory install healthcare-cdss-patterns --cli claude |
| 16 | Unranked | healthcare-emr-patternsskill · front-end | EMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support… | No signals yet | No commit datelisted | armory install healthcare-emr-patterns --cli claude |
| 17 | Unranked | healthcare-eval-harnessskill · devops | Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow… | No signals yet | No commit datelisted | armory install healthcare-eval-harness --cli claude |
| 18 | Unranked | hipaa-complianceskill · other | HIPAA-specific entrypoint for healthcare privacy and security work. Use when a task is explicitly framed around HIPAA, PHI handling, covered entities… | No signals yet | No commit datelisted | armory install hipaa-compliance --cli claude |
| 19 | Unranked | literature-reviewskill · observability | Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening… | No signals yet | No commit datelisted | armory install literature-review --cli claude |
| 20 | Unranked | pubmed-databaseskill · search | Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed… | No signals yet | No commit datelisted | armory install pubmed-database --cli claude |
| 21 | Unranked | pydicomskill · other | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying… | No signals yet | No commit datelisted | armory install pydicom --cli claude |
| 22 | Unranked | pyhealthskill · devops | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when… | No signals yet | No commit datelisted | armory install pyhealth --cli claude |
| 23 | Unranked | risk-management-specialistskill · other | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk… | No signals yet | No commit datelisted | armory install risk-management-specialist --cli claude |
| 24 | Unranked | torchdrugskill · other | Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation… | No signals yet | No commit datelisted | armory install torchdrug --cli claude |
| 25 | Unranked | treatment-plansskill · other | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment… | No signals yet | No commit datelisted | armory install treatment-plans --cli claude |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.