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ruview-advanced-sensing
Advanced RuView capabilities — RuvSense multistatic sensing (attention-weighted fusion, geometric diversity, persistent field model), cross-viewpoint fusion across multiple nodes, RF tomography (ISTA L1 solver, voxel grids), longitudinal biomechanics drift, pre-movement intention signals, adversarial signal detection, and multistatic mesh security hardening…
scikit-bio
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
dei-dashboard
Diversity, equity and inclusion dashboard: metric by department and period, value against target, group size and minimum-threshold flag. Use for DEI reporting.
multi-source-search
Cross-validate web research and produce an offline-checkable evidence ledger with explicit source diversity, confidence, conflicts, and gaps.
qdrant-search-strategies
Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'BM25 or sparse vectors?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation AP…
ansoff-matrix
Generate an Ansoff Matrix analysis mapping growth strategies across market penetration, market development, product development, and diversification. Use when considering growth options, planning market expansion, or evaluating strategic growth paths.
user-segmentation
Segment users from feedback data based on behavior, JTBD, and needs. Identifies at least 3 distinct user segments. Use when segmenting a user base, analyzing diverse user feedback, or building a segmentation model.
reviewing-reidentification-risk
Run expert-determination-style quasi-identifier risk scoring (k-anonymity, l-diversity) plus OpenMed's empirical re-identification attack on a de-identified dataset, then document residual risk in a defensible memo. Use when the user needs HIPAA Expert Determination (45 CFR 164.514(b)(1)) support, asks whether a dataset is safe to release, worries about sin…
torchdrug
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reasoning. Best for custom model development, protein property prediction, retrosynthesis. For pre-trained models and diverse featurizers use deepchem; for benchmark datasets use pytdc.
general-knowledge-reasoning
Apply general knowledge reasoning across diverse domains — trivia, commonsense inference, analogy, and factual question answering.
rag-reranking
Cross-encoder reranking and MMR diversity filtering for improved retrieval quality
qiime2-microbiome-analyzer
QIIME2 microbiome analysis skill for 16S rRNA profiling and diversity analysis
exhibition-design
Plan and design exhibition layouts including spatial arrangement, object placement, lighting, graphics, and visitor flow optimization for diverse audiences
interpretive-writing
Create accessible interpretive content for diverse audiences including labels, wall text, catalog essays, educational materials, and digital content
stakeholder-facilitation
Facilitate meetings, workshops, and community consultations with diverse stakeholders including artists, board members, funders, and community representatives
ethnographic-research
Conduct participant observation, fieldwork, immersion, and thick description documentation in diverse cultural settings
tooluniverse-ecology-biodiversity
Ecology, biodiversity, and conservation biology research — species identification (GBIF, NCBI Taxonomy), invasive species impact, ecosystem dynamics, conservation status (IUCN), niche ecology. Use for biodiversity questions, species comparison, invasion biology, conservation prioritization, and ecology-related literature search.
tooluniverse-immune-repertoire-analysis
TCR/BCR repertoire analysis — V(D)J segment usage, CDR3 sequence diversity, clonality scoring, antigen specificity matching to IEDB, public-clone identification. Use for adaptive immune response characterization, post-treatment immune monitoring, antigen-specific clone tracking, and clonal-expansion analysis in immunotherapy or vaccination studies.
An independently imported catalog with original authors, licenses and source links. Classification is not a security audit.
Sources and import coverage