# Send LobsterBio - Use to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "lobster-bio-use",
    "name": "LobsterBio - Use",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/cewinharhar/lobster-bio-use",
    "canonicalUrl": "https://clawhub.ai/cewinharhar/lobster-bio-use",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/lobster-bio-use",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lobster-bio-use",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "references/cli-commands.md",
      "references/bulk-rnaseq-workflow.md",
      "references/research-workflow.md",
      "references/agents.md",
      "references/visualization.md",
      "references/single-cell-workflow.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-04-30T16:55:25.780Z",
      "expiresAt": "2026-05-07T16:55:25.780Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=network",
        "contentDisposition": "attachment; filename=\"network-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/lobster-bio-use"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/lobster-bio-use",
    "downloadUrl": "https://openagent3.xyz/downloads/lobster-bio-use",
    "agentUrl": "https://openagent3.xyz/skills/lobster-bio-use/agent",
    "manifestUrl": "https://openagent3.xyz/skills/lobster-bio-use/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/lobster-bio-use/agent.md"
  }
}
```
## Documentation

### Lobster AI Usage Guide

Lobster AI is a multi-agent bioinformatics platform. You interact via natural language
or slash commands — Lobster routes to specialist agents automatically.

### Installation

If Lobster is not installed, guide the user to the right command for their platform:

### macOS / Linux

curl -fsSL https://install.lobsterbio.com | bash

### Windows (PowerShell)

irm https://install.lobsterbio.com/windows | iex

### Manual install (any platform)

uv tool install 'lobster-ai[full,anthropic]' && lobster init
# or: pip install 'lobster-ai[full]' && lobster init

After install, lobster init configures API keys and selects agent packages.

### Upgrading

uv tool: uv tool upgrade lobster-ai
pip: pip install --upgrade lobster-ai

### Adding Agents (uv tool installs)

Users with uv tool installs add agents via:
uv tool install lobster-ai --with lobster-transcriptomics --with lobster-proteomics
Running lobster init will guide this process and generate the command.

### Quick Reference

TaskReferenceCLI commandsreferences/cli-commands.mdSingle-cell analysisreferences/single-cell-workflow.mdBulk RNA-seq analysisreferences/bulk-rnaseq-workflow.mdLiterature & datasetsreferences/research-workflow.mdVisualizationreferences/visualization.mdAvailable agentsreferences/agents.md

### Interactive Chat

lobster chat                          # Start interactive session
lobster chat --workspace ./myproject  # Custom workspace
lobster chat --reasoning              # Enable detailed reasoning

### Single Query

lobster query "Your request"
lobster query --session-id latest "Follow-up request"

### Natural Language (Primary)

Just describe what you want:

"Download GSE109564 and run quality control"
"Cluster the cells and find marker genes"
"Compare hepatocytes vs stellate cells"

### Slash Commands (System Operations)

/data                    # Show loaded data info
/files                   # List workspace files
/workspace list          # List available datasets
/workspace load 1        # Load dataset by index
/plots                   # Show generated visualizations
/save                    # Save current session
/status                  # Show system status
/help                    # All commands

### Session Continuity

# Start named session
lobster query --session-id "my_analysis" "Load GSE109564"

# Continue with context
lobster query --session-id latest "Now cluster the cells"
lobster query --session-id latest "Find markers for cluster 3"

### Agent System

Lobster routes to specialist agents automatically:

AgentHandlesSupervisorRoutes queries, coordinates agentsResearch AgentPubMed search, GEO discovery, paper extractionData ExpertFile loading, format conversion, downloadsTranscriptomics ExpertscRNA-seq: QC, clustering, markersDE Analysis ExpertDifferential expression, statistical testingAnnotation ExpertCell type annotation, gene set enrichmentVisualization ExpertUMAP, heatmaps, volcano plotsProteomics ExpertMass spec analysis [alpha]Genomics ExpertVCF, GWAS, variant analysis [alpha]ML ExpertEmbeddings, classification [alpha]

### Workspace & Outputs

Default workspace: .lobster_workspace/

Output files:

ExtensionContent.h5adProcessed AnnData objects.htmlInteractive visualizations.pngPublication-ready plots.csvExported tables.jsonMetadata, provenance

Managing outputs:

/files              # List all outputs
/plots              # View visualizations
/open results.html  # Open in browser
/read summary.csv   # Preview file contents

### Typical Workflow

# 1. Start session
lobster chat --workspace ./my_analysis

# 2. Load or download data
"Download GSE109564 from GEO"
# or
/workspace load my_data.h5ad

# 3. Quality control
"Run quality control and show me the metrics"

# 4. Analysis
"Filter low-quality cells, normalize, and cluster"

# 5. Interpretation
"Identify cell types and find marker genes"

# 6. Visualization
"Create UMAP colored by cell type"
/plots

# 7. Export
"Export marker genes to CSV"
/save

### Troubleshooting Quick Reference

IssueCheckLobster not respondinglobster config-testNo data loaded/data to verify, /workspace list to see availableAnalysis failsTry with --reasoning flagMissing outputsCheck /files and workspace directory

### Documentation

Online docs: docs.omics-os.com

Key sections:

Guides → CLI Commands
Guides → Data Analysis Workflows
Tutorials → Single-Cell RNA-seq
Agents → Package documentation
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: cewinharhar
- Version: 1.0.1
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-04-30T16:55:25.780Z
- Expires at: 2026-05-07T16:55:25.780Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/lobster-bio-use)
- [Send to Agent page](https://openagent3.xyz/skills/lobster-bio-use/agent)
- [JSON manifest](https://openagent3.xyz/skills/lobster-bio-use/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/lobster-bio-use/agent.md)
- [Download page](https://openagent3.xyz/downloads/lobster-bio-use)