数据与复现科研绘图与可视化FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
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lobster-bioinformatics

维护者 FreedomIntelligence · 最近更新 2026年4月1日

lobster-bioinformatics:运行 bioinformatics analyses ,使用 Lobster AI - single-cell RNA-seq,bulk RNA-seq,literature mining,数据集 discovery,quality control,、 visualization。 Requires lobster-ai package installed。 适合在analyzing genomics data,searching ,用于 papers/数据集s,或 working ,支持 H5AD,CSV,GEO/SRA accessions,或 biological data时使用。

OpenClawNanoClaw分析处理写作整理lobster-bioinformatics🧠 bioos extended suiteresearch infrastructure & agentsrun

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/lobster-bioinformatics

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • Lobster AI是一个bioinformatics 平台 that combines specialized AI agents ,支持 open-source tools to analyze multi-omics data through natural language。
  • uv pip install lobster-ai lobster init --help #to see non-interactive。
  • Lobster requires LLM provider (Ollama,Anthropic,或 AWS Bedrock)。

原始文档

SKILL.md 摘录

When to use this Skill

Use Lobster when the user asks to:

  • Analyze single-cell RNA-seq data (QC, clustering, annotation, markers)
  • Perform bulk RNA-seq analysis (differential expression, complex designs)
  • Search scientific literature (PubMed, PMC, full-text retrieval)
  • Discover datasets (GEO, SRA, ENA (free) and PRIDE, MASSive (cloud))
  • Run quality control on biological data
  • Generate bioinformatics visualizations (UMAP, volcano plots, heatmaps)
  • Download and process biological datasets
  • Work with H5AD, CSV, Excel, 10X formats
  • Extract methods or metadata from papers

Requirements

Lobster must be installed and configured:


## Pre-flight check (IMPORTANT)

**Before running any analysis, always verify Lobster is ready:**

Returns structured JSON:

This command validates:
- **LLM provider** - Ollama server running + models installed, or Anthropic/Bedrock API keys valid
- **NCBI API** - PubMed/GEO access (optional but recommended)
- **Workspace** - Directory writable for output files

**Expected output for a working setup:**

**If config-test fails:**

| Error | Solution |
|-------|----------|
| No LLM provider configured | Run `lobster init` |
| Ollama server not accessible | Start Ollama: `ollama serve` |
| Ollama: No models installed | After asking user - Install a model: `ollama pull gpt-oss:20b` |
| Anthropic/Bedrock API error | Check API key validity in `.env` |
| NCBI API not configured | Add `NCBI_API_KEY` to `.env` (optional) |
| Workspace not writable | Check directory permissions |

**Quick status checks:**
```bash

适用场景

  • Use lobster-bioinformatics to prepare 论文级图表。
  • Apply lobster-bioinformatics when results need clear visual communication。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

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