Skill rating
887 skills. The A–F grade combines safety (60%) and quality (40%); tests add a bonus. The rating refreshes automatically from open catalogs.
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| # | Grade | Skill | Score ▾ | Safety | Quality | Process | Tests | Popularity | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 1 | A | crisis-detection-intervention-aiAnalyzerInfrastructureAI and agentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Detect crisis signals in user content using NLP, mental health sentiment analysis, and safe intervention protocols. Implements suicide ideation detection, automated escalation, and crisis resource int | 100 | 100 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 2 | A | scientific-problem-selectionProcedureAI and agentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this skill when users ask | 100 | 97 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 3 | A | tooluniverse-phylogeneticsAnalyzerData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Production-ready phylogenetics and sequence analysis skill for alignment processing, tree analysis, and evolutionary metrics. Computes treeness, RCV, treeness/RCV, parsimony informative sites, evoluti | 100 | 95 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 4 | A | reactome-databaseIntegrationSoftware developmentData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies. | 100 | 94 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 5 | A | biorxiv-databaseAnalyzerResearchSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downl | 100 | 94 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 6 | A | Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis. | 100 | 94 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 7 | A | fda-databaseIntegrationGitHubInfrastructureSecurityFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | 100 | 94 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 8 | A | Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. F | 100 | 94 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 9 | A | arboretoAnalyzerData and analyticsWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify t | 100 | 94 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 10 | A | tooluniverse-gwas-snp-interpretationProcedureSoftware developmentData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Interpret genetic variants (SNPs) from GWAS studies by aggregating evidence from multiple databases (GWAS Catalog, Open Targets Genetics, ClinVar). Retrieves variant annotations, GWAS trait associatio | 100 | 92 | B | — | ★ 3 045 | 21 Jul 2026 | |
| 11 | A | tooluniverse-image-analysisAnalyzerData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Production-ready microscopy image analysis and quantitative imaging data skill for colony morphometry, cell counting, fluorescence quantification, and statistical analysis of imaging-derived measureme | 100 | 92 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 12 | A | jungian-psychologistAnalyzerWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Expert in Jungian analytical psychology, depth psychology, shadow work, archetypal analysis, dream interpretation, active imagination, addiction/recovery through Jungian lens, and the individuation pr | 100 | 92 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 13 | A | speech-pathology-aiAnalyzerSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Expert speech-language pathologist specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice disorders, fluency intervention, and assistive communication technolog | 100 | 92 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 14 | A | single-cell-rna-qcProcedureInfrastructureSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Performs quality control on single-cell RNA-seq data (.h5ad or .h5 files) using scverse best practices with MAD-based filtering and comprehensive visualizations. Use when users request QC analysis, fi | 100 | 92 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 15 | A | pytorch-lightningProcedureInfrastructureSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distrib | 100 | 92 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 16 | A | pubmed-searchProcedureWriting and documentsResearchFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Search PubMed for scientific literature. Use when the user asks to find papers, search literature, look up research, find publications, or asks about recent studies. Triggers on "pubmed", "papers", "l | 100 | 92 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 17 | A | matplotlibProcedureData and analyticsSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export | 100 | 92 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 18 | A | diffdockProcedureGitHubDockerData and analyticsAI and agentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design. Not for affinity prediction. | 100 | 93 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 19 | A | tooluniverse-statistical-modelingAnalyzerData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Perform statistical modeling and regression analysis on biomedical datasets. Supports linear regression, logistic regression (binary/ordinal/multinomial), mixed-effects models, Cox proportional hazard | 100 | 89 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 20 | A | metabolomics-workbench-databaseIntegrationWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 21 | A | clinical-trial-protocol-skillGeneratorAI and agentsWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Generate clinical trial protocols for medical devices or drugs. This skill should be used when users say "Create a clinical trial protocol", "Generate protocol for [device/drug]", "Help me design a cl | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 22 | A | recovery-community-moderatorAnalyzerAI and agentsSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Trauma-informed AI moderator for addiction recovery communities. Applies harm reduction principles, honors 12-step traditions, distinguishes healthy conflict from abuse, detects crisis posts. Activate | 100 | 90 | B | — | ★ 3 045 | 21 Jul 2026 | |
| 23 | A | modern-drug-rehab-computerGeneratorSoftware developmentPersonal productivityFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Comprehensive knowledge system for addiction recovery environments, supporting both residential and outpatient (IOP/PHP) patients. Expert in evidence-based treatment modalities (CBT, DBT, MI, EMDR, MA | 100 | 89 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 24 | A | exploratory-data-analysisAnalyzerData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, conten | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 25 | A | clinicaltrials-databaseAnalyzerData and analyticsWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 26 | A | protocolsio-integrationIntegrationWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills 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 | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 27 | A | labarchive-integrationIntegrationData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 28 | A | fhir-developer-skillIntegrationSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills FHIR API development guide for building healthcare endpoints. Use when: (1) Creating FHIR REST endpoints (Patient, Observation, Encounter, Condition, MedicationRequest), (2) Validating FHIR resources | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 29 | A | opentargets-databaseAnalyzerSoftware developmentData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 30 | A | statistical-analysisAnalyzerData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 31 | A | datacommons-clientIntegrationData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statisti | 100 | 89 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 32 | A | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, t | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 33 | A | ensembl-databaseIntegrationInfrastructureSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP predictions, for genomic research. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 34 | A | pubchem-databaseIntegrationWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 35 | A | uniprot-databaseIntegrationSoftware developmentData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 36 | A | chembl-databaseAnalyzerGitHubSoftware developmentFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistr | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 37 | A | cosmic-databaseProcedureSoftware developmentData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene fusions, for cancer research and precision oncology. Requires authentication. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 38 | A | Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 39 | A | uspto-databaseAnalyzerResearchWriting and documentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 40 | A | deep-researchAnalyzerWriting and documentsResearchFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Execute autonomous multi-step deep research on any topic. Use when the user asks for comprehensive research, literature reviews, competitive analysis, topic deep-dives, or wants to understand a comple | 100 | 89 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 41 | A | gwas-databaseAnalyzerGitHubWriting and documentsData and analyticsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology and polygenic risk scores. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 42 | A | kegg-databaseIntegrationSoftware developmentResearchFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer b | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 43 | A | Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 44 | A | Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and bioinformatics pipelines. Supports multiple formats. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 45 | A | Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hy | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 46 | A | find-skillsProcedureAI and agentsInfrastructureFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This sk | 100 | 89 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 47 | A | scikit-bioProcedureData and analyticsAI and agentsFreedomIntelligence/OpenClaw-Medical-SkillsAgent Skills Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis. | 100 | 91 | C | — | ★ 3 045 | 21 Jul 2026 | |
| 48 | A | NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 49 | A | Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML. | 100 | 91 | D | — | ★ 3 045 | 21 Jul 2026 | |
| 50 | A | Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, com | 100 | 89 | D | — | ★ 3 045 | 21 Jul 2026 |