lobster-bio-useAnalyze biological data using Lobster AI — single-cell RNA-seq, bulk RNA-seq, literature mining, dataset discovery, quality control, and visualization. USE THIS SKILL WHEN: - Analyzing single-cell or bulk RNA-seq data - Searching PubMed/GEO for papers or datasets - Running quality control on biological data - Clustering cells, finding markers, differential expression - Creating publication-quality visualizations - Working with H5AD, CSV, 10X, GEO/SRA accessions TRIGGER PHRASES: "analyze cells", "search PubMed", "download GEO", "run QC", "cluster", "find markers", "differential expression", "UMAP", "volcano plot", "single-cell", "RNA-seq", "bioinformatics" ASSUMES: Lobster is installed and configured. For setup issues, tell user to run `lobster config-test` and fix any errors before proceeding.
Install via ClawdBot CLI:
clawdbot install cewinharhar/lobster-bio-useGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
curl -fsSL https://install.lobsterbio.com | bashCalls external URL not in known-safe list
https://install.lobsterbio.comAI Analysis
The skill provides legitimate installation instructions for Lobster AI bioinformatics software, with no evidence of credential harvesting, data exfiltration, or hidden malicious behavior. The shell commands are standard installation methods for legitimate software, though users should verify the source URL before execution. The skill's functionality aligns with its stated purpose of biological data analysis.
Audited Apr 16, 2026 · audit v1.0
Generated Mar 20, 2026
Researchers analyzing single-cell RNA-seq data from immune cells to identify novel cell subtypes and their marker genes. They use Lobster to download datasets from GEO, perform quality control, cluster cells, and generate UMAP visualizations for publication.
Biotech companies conducting bulk RNA-seq analysis to compare gene expression between treated and control samples in drug screening. Lobster helps run differential expression analysis, create volcano plots, and mine literature for related studies to support target validation.
Diagnostic labs using Lobster to process single-cell data from patient samples for biomarker discovery. They perform clustering to identify disease-associated cell populations, export results to CSV for further analysis, and ensure reproducibility with session continuity features.
Core facilities assisting multiple research groups with RNA-seq data analysis. Lobster streamlines workflows by allowing natural language queries for tasks like quality control, visualization, and dataset discovery, reducing the need for custom scripting and speeding up turnaround times.
Offer Lobster as a cloud-based platform with tiered subscriptions for individual researchers, labs, or institutions. Revenue comes from monthly or annual fees, with higher tiers providing advanced features like priority support, increased storage, and access to alpha agents like proteomics and genomics.
Sell annual enterprise licenses to pharmaceutical companies, large hospitals, or academic consortia. This includes custom integrations, dedicated training, and support for high-throughput analysis, generating revenue through upfront licensing fees and optional maintenance contracts.
Provide a free basic version of Lobster for individual use, with limited agents and storage. Monetize by offering premium add-ons such as advanced visualization tools, additional agent packages (e.g., proteomics), and enhanced cloud storage, driving revenue from one-time purchases or microtransactions.
💬 Integration Tip
Ensure Lobster is installed and configured via `lobster config-test` before use; leverage session continuity with `--session-id` for multi-step analyses to maintain context.
Scored Apr 19, 2026
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