Data Science & ML Agent Skills
Discover Agent Skills for data science & ml. Browse 61skills for Claude, ChatGPT & Codex.
LLM Project Methodology
Guides the end-to-end development of LLM-powered applications, from task evaluation and pipeline design to cost estimation and agent architecture.
Multi-Agent Architecture Patterns
Designs and implements robust multi-agent systems using supervisor, swarm, and hierarchical patterns to optimize context management and reasoning.
Advanced LLM Evaluation
Implements production-grade LLM-as-a-judge patterns to evaluate model outputs using structured rubrics, bias mitigation, and pairwise comparison techniques.
Context Compression Strategies
Optimizes AI agent performance and token usage by implementing advanced context summarization and management strategies for long-running sessions.
Context Engineering Fundamentals
Master the core principles of AI context management to optimize agent performance and token efficiency.
Context Optimization Expert
Optimizes LLM context windows through strategic compaction, observation masking, and partitioning to reduce token costs and improve agent performance.
BDI Mental State Modeling
Transforms external RDF context into agent mental states to enable cognitive reasoning, explainability, and semantic interoperability in multi-agent systems.
Agent Memory Systems
Implements sophisticated multi-layer memory architectures for AI agents to persist state, track entities, and maintain temporal knowledge across sessions.
Context Degradation Diagnostics
Diagnoses and mitigates performance failures in agentic systems caused by large context windows, attention loss, and information noise.
Langroid Design Pattern Manager
Captures and organizes multi-agent programming design patterns to build a searchable architectural knowledge base.
Langroid Multi-Agent Patterns
Implements advanced multi-agent design patterns for building robust LLM applications with the Langroid framework.
Positron Notebooks
Facilitates the development, debugging, and maintenance of React-based notebook interfaces within the Positron IDE.
Advanced Research Paper Search
Conducts precise academic and scientific research paper searches using Exa's advanced filtering and neural search capabilities.
Research Multi-Agent Orchestrator
Orchestrates parallel scientist agents to perform deep, multi-stage research and synthesis within codebases and documentation.
NCBI Gene Database
Queries and retrieves comprehensive genomic data from NCBI Gene using E-utilities and Datasets APIs for scientific analysis.
HMDB Scientific Database
Accesses the Human Metabolome Database to retrieve chemical, clinical, and spectroscopic data for over 220,000 metabolites.
Statistical Analysis
Performs comprehensive statistical testing, hypothesis verification, and research data modeling using Python's scientific ecosystem.
KEGG Database Connector
Facilitates direct REST API access to the Kyoto Encyclopedia of Genes and Genomes for biological pathway analysis and molecular mapping.
RDKit Cheminformatics Toolkit
Facilitates advanced molecular analysis and cheminformatics workflows including property calculation, substructure searching, and 3D coordinate generation.
ClinPGx Pharmacogenomics Database
Accesses comprehensive pharmacogenomics data including gene-drug interactions, CPIC guidelines, and allele functions for precision medicine.
STRING Database Analysis
Accesses and analyzes protein-protein interaction networks and functional enrichment data using the STRING API.
NCBI GEO Genomics Assistant
Accesses and processes NCBI Gene Expression Omnibus (GEO) data for transcriptomics and functional genomics research.
Pysam Genomic Toolkit
Reads, manipulates, and writes genomic datasets including BAM, VCF, and FASTA files using a Pythonic interface to htslib.
Scanpy Single-Cell Analysis
Performs comprehensive single-cell RNA-seq analysis including quality control, clustering, and trajectory inference using the Scanpy framework.
PDB Structural Biology & Drug Discovery
Accesses and analyzes RCSB Protein Data Bank (PDB) structures, metadata, and 3D coordinates for structural biology and drug discovery research.
Open Targets Database
Queries the Open Targets Platform to identify therapeutic drug targets and analyze disease-target associations using human genetics and omics data.
Scientific Critical Thinking
Evaluates the rigor of scientific research by analyzing methodology, statistical validity, and potential biases using standardized frameworks like GRADE and Cochrane.
OMERO Microscopy Integration
Integrates OMERO microscopy data management with Python for advanced image analysis, metadata handling, and automated screening workflows.
FDA Database Access
Accesses and analyzes comprehensive FDA regulatory data for drugs, medical devices, and food safety through the openFDA API.
European Nucleotide Archive (ENA) Database Access
Accesses the European Nucleotide Archive (ENA) to retrieve DNA/RNA sequences, raw reads, and genome assemblies for bioinformatics pipelines.
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