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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。
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
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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