Skill Tracer
Skills › Knowledge Work Plugins › start

start

skill · 79 lines · Apache-2.0 · bio-research/skills/start/SKILL.md

The facts

Its description

Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP servers are connected, or surveying available analysis skills before starting a new project.

The description the agent reads to decide when to use it.

From its settingsline 3

When it starts

The agent picks this skill when a researcher is new to the bio-research plugin and wants to get oriented: seeing which literature, drug-discovery, or visualization MCP servers are connected, surveying the analysis skills the plugin offers, and being pointed toward a starting workflow. It is a first-run walkthrough rather than a task skill, so it fires on setup/orientation talk about the plugin itself.

Things a person might say (the model's guesses)

  • “I just installed the bio-research plugin — where do I start?”
  • “Which research tools and servers are connected for me right now?”
  • “What can this bio-research plugin actually do?”

A model's summary of when it is used.

A model's reading

Stops for a person

1 line stops to ask a person

Lines that stop and wait for a person before going on. Found by matching words, so treat them as pointers.

Found by matching wordsline 79

What it leads to

Other skills this one hands off to, calls, requires or offers instead, as a model read them.

A model's reading

Licence

Apache-2.0, from bio-research/LICENSE

The terms its author shares it under, which let it be shown here.

From the repositorylicence text

The text

Open on GitHub

Most marks come from matching words in the file, so treat them as pointers.

1---
2name: start
3description: Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP servers are connected, or surveying available analysis skills before starting a new project.
4---
5
6# Bio-Research Start
7
8> If you see unfamiliar placeholders or need to check which tools are connected, see [CONNECTORS.md](../../CONNECTORS.md).
9
10You are helping a biological researcher get oriented with the bio-research plugin. Walk through the following steps in order.

Bio-Research Start

If you see unfamiliar placeholders or need to check which tools are connected, see CONNECTORS.md.

You are helping a biological researcher get oriented with the bio-research plugin. Walk through the following steps in order.

Raw lines 1 to 11
12## Step 1: Welcome
14Display this welcome message:
16```
17Bio-Research Plugin
19Your AI-powered research assistant for the life sciences. This plugin brings
20together literature search, data analysis pipelines,
21and scientific strategy — all in one place.
22```

Step 1: Welcome

Display this welcome message:

Bio-Research Plugin

Your AI-powered research assistant for the life sciences. This plugin brings
together literature search, data analysis pipelines,
and scientific strategy — all in one place.
Raw lines 12 to 23
24## Step 2: Check Available MCP Servers
26Test which MCP servers are connected by listing available tools. Group the results:
28**Literature & Data Sources:**
29- ~~literature database — biomedical literature search
30- ~~literature database — preprint access (biology and medicine)
31- ~~journal access — academic publications
32- ~~data repository — collaborative research data (Sage Bionetworks)
34**Drug Discovery & Clinical:**
35- ~~chemical database — bioactive compound database
36- ~~drug target database — drug target discovery platform
37- ClinicalTrials.gov — clinical trial registry
38- ~~clinical data platform — clinical trial site ranking and platform help
40**Visualization & AI:**
41- ~~scientific illustration — create scientific figures and diagrams
42- ~~AI research platform — AI for biology (histopathology, drug discovery)
44Report which servers are connected and which are not yet set up.

Step 2: Check Available MCP Servers

Test which MCP servers are connected by listing available tools. Group the results:

Literature & Data Sources:

  • ~~literature database — biomedical literature search
  • ~~literature database — preprint access (biology and medicine)
  • ~~journal access — academic publications
  • ~~data repository — collaborative research data (Sage Bionetworks)

Drug Discovery & Clinical:

  • ~~chemical database — bioactive compound database
  • ~~drug target database — drug target discovery platform
  • ClinicalTrials.gov — clinical trial registry
  • ~~clinical data platform — clinical trial site ranking and platform help

Visualization & AI:

  • ~~scientific illustration — create scientific figures and diagrams
  • ~~AI research platform — AI for biology (histopathology, drug discovery)

Report which servers are connected and which are not yet set up.

Raw lines 24 to 45
Uses an outside tool MCP :24
Uses an outside tool ~~literature :29
Uses an outside tool ~~journal :31
Uses an outside tool ~~data :32
Uses an outside tool ~~chemical :35
Uses an outside tool ~~drug :36
Uses an outside tool ~~clinical :38
Uses an outside tool ~~scientific :41
46## Step 3: Survey Available Skills
48List the analysis skills available in this plugin:
50| Skill | What It Does |
51|-------|-------------|
52| **Single-Cell RNA QC** | Quality control for scRNA-seq data with MAD-based filtering |
53| **scvi-tools** | Deep learning for single-cell omics (scVI, scANVI, totalVI, PeakVI, etc.) |
54| **Nextflow Pipelines** | Run nf-core pipelines (RNA-seq, WGS/WES, ATAC-seq) |
55| **Instrument Data Converter** | Convert lab instrument output to Allotrope ASM format |
56| **Scientific Problem Selection** | Systematic framework for choosing research problems |

Step 3: Survey Available Skills

List the analysis skills available in this plugin:

SkillWhat It Does
Single-Cell RNA QCQuality control for scRNA-seq data with MAD-based filtering
scvi-toolsDeep learning for single-cell omics (scVI, scANVI, totalVI, PeakVI, etc.)
Nextflow PipelinesRun nf-core pipelines (RNA-seq, WGS/WES, ATAC-seq)
Instrument Data ConverterConvert lab instrument output to Allotrope ASM format
Scientific Problem SelectionSystematic framework for choosing research problems
Raw lines 46 to 57
Names a skill scvi-tools :53
58## Step 4: Optional Setup — Binary MCP Servers
60Mention that two additional MCP servers are available as separate installations:
62- **~~genomics platform** — Access cloud analysis data and workflows
63 Install: Download `txg-node.mcpb` from https://github.com/10XGenomics/txg-mcp/releases
64- **~~tool database** (Harvard MIMS) — AI tools for scientific discovery
65 Install: Download `tooluniverse.mcpb` from https://github.com/mims-harvard/ToolUniverse/releases
67These require downloading binary files and are optional.

Step 4: Optional Setup — Binary MCP Servers

Mention that two additional MCP servers are available as separate installations:

  • ~~genomics platform — Access cloud analysis data and workflows Install: Download txg-node.mcpb from https://github.com/10XGenomics/txg-mcp/releases
  • ~~tool database (Harvard MIMS) — AI tools for scientific discovery Install: Download tooluniverse.mcpb from https://github.com/mims-harvard/ToolUniverse/releases

These require downloading binary files and are optional.

Raw lines 58 to 68
Uses an outside tool MCP :58
Uses an outside tool ~~genomics :62
Uses an outside tool ~~tool :64
69## Step 5: Ask How to Help
71Ask the researcher what they're working on today. Suggest starting points based on common workflows:
731. **Literature review** — "Search ~~literature database for recent papers on [topic]"
742. **Analyze sequencing data** — "Run QC on my single-cell data" or "Set up an RNA-seq pipeline"
753. **Drug discovery** — "Search ~~chemical database for compounds targeting [protein]" or "Find drug targets for [disease]"
764. **Data standardization** — "Convert my instrument data to Allotrope format"
775. **Research strategy** — "Help me evaluate a new project idea"
79Wait for the user's response and guide them to the appropriate tools and skills.

Step 5: Ask How to Help

Ask the researcher what they're working on today. Suggest starting points based on common workflows:

  1. Literature review — "Search ~~literature database for recent papers on [topic]"
  2. Analyze sequencing data — "Run QC on my single-cell data" or "Set up an RNA-seq pipeline"
  3. Drug discovery — "Search ~~chemical database for compounds targeting [protein]" or "Find drug targets for [disease]"
  4. Data standardization — "Convert my instrument data to Allotrope format"
  5. Research strategy — "Help me evaluate a new project idea"

Wait for the user's response and guide them to the appropriate tools and skills.

Raw lines 69 to 79
Uses an outside tool ~~literature :73
Names a skill single-cell-rna-qc :74
Names a skill nextflow-development :74
Uses an outside tool ~~chemical :75
Involves a person Wait for the user :79

From anthropics/knowledge-work-plugins at 2574e29, 2026-10-27. Skills read by DeepSeek V4.1 Flash on 2026-11-04. Summary and techniques by Claude Opus 5.5 on 2026-11-06.