Expert in Galaxy tool wrapper development, XML schemas, Planemo testing, and best practices for creating Galaxy tools
npx claudepluginhub joshuarweaver/cascade-ai-ml-engineering --plugin delphine-l-claude-globalThis skill uses the workspace's default tool permissions.
Expert knowledge for developing Galaxy tool wrappers. Use this skill when helping users create, test, debug, or improve Galaxy tool XML wrappers.
Creates isolated Git worktrees for feature branches with prioritized directory selection, gitignore safety checks, auto project setup for Node/Python/Rust/Go, and baseline verification.
Executes implementation plans in current session by dispatching fresh subagents per independent task, with two-stage reviews: spec compliance then code quality.
Dispatches parallel agents to independently tackle 2+ tasks like separate test failures or subsystems without shared state or dependencies.
Expert knowledge for developing Galaxy tool wrappers. Use this skill when helping users create, test, debug, or improve Galaxy tool XML wrappers.
Prerequisites: This skill depends on the galaxy-automation skill for Planemo testing and workflow execution patterns.
A Galaxy tool wrapper consists of:
<tool> root element with id, name, and version<description> brief tool description<requirements> for dependencies (conda packages, containers)<command> the actual command-line execution<inputs> parameter definitions<outputs> output file specifications<tests> automated tests<help> documentation in reStructuredText<citations> DOI referencesRequired for publishing tools to the Galaxy Tool Shed:
name: tool_name # Match directory name, underscores only
owner: iuc # Usually 'iuc' for IUC tools
description: One-line tool description
homepage_url: https://github.com/tool/repo
long_description: |
Multi-line detailed description.
Can include features, use cases, and tool suite contents.
remote_repository_url: https://github.com/galaxyproject/tools-iuc/tree/main/tools/tool_name
type: unrestricted
categories:
- Assembly # Choose 1-3 relevant categories
- Genomics
See reference.md for comprehensive .shed.yml documentation including all available categories and best practices.
Command Block:
$variable_name or ${variable_name}#if $param then... #end if#for $item in $collection... #end forCheetah Template Best Practices:
Working around path handling issues in conda packages:
<command detect_errors="exit_code"><![CDATA[
## Add trailing slash if script concatenates paths without separator
tool_command
-o 'output_dir/' ## Quoted with trailing slash
## Script does: output_dir + 'file.txt' → 'output_dir/file.txt' ✓
## Without slash: output_dir + 'file.txt' → 'output_dirfile.txt' ✗
]]></command>
When to use quotes in Cheetah:
'$input_file''output_dir/'$variableInput Parameters:
<param> elements with type, name, labelOutputs:
<data> elements for output fileslabel and nameTests:
has_size, has_line) instead of full file comparison (see testing.md)# Test tool locally
planemo test tool.xml
# Serve tool in local Galaxy
planemo serve tool.xml
# Lint tool for best practices
planemo lint tool.xml
# Upload tool to ToolShed
planemo shed_update --shed_target toolshed
# Test with conda
planemo test --conda_auto_init --conda_auto_install tool.xml
When a tool writes output to a filename it constructs internally (not $output), use
symlinks in the command block to route the file to Galaxy's output variable.
<command detect_errors="exit_code"><![CDATA[
## Create symlink so tool output lands where Galaxy expects it
ln -s '$output_variable' 'expected_tool_output_name' &&
tool_command --input '$input' -o 'expected_tool_output_name'
]]></command>
Some tools use --out-prefix where the output filename is prefix + input_filename.
The tool constructs the filename internally, so you must predict it and symlink:
<command><![CDATA[
#set $mangled_input = re.sub(r"[^\w\-\s]", "_", str($input.element_identifier)) + "." + str($input.ext)
ln -s '$input' '$mangled_input' &&
ln -s '$output_var' 'myprefix${mangled_input}' &&
tool_command --input-reads '$mangled_input' -p myprefix
]]></command>
Key points:
prefix + getFileName(input), so mangle the input name to matchformat_source for dynamic output formatsWhen output format should match the input format (e.g., subsampled reads):
<data name="subsampled_outfile" format_source="input_reads" label="Subsampled reads">
<filter>output_options["output_type"]["type_selector"] == "subsampled_reads"</filter>
</data>
This is preferable to change_format when the output is always the same format as input.
Use change_format when the user explicitly selects the output format.
<tool id="tool_id" name="Tool Name" version="1.0.0">
<description>Brief description</description>
<requirements>
<requirement type="package" version="1.0">package_name</requirement>
</requirements>
<command detect_errors="exit_code"><![CDATA[
tool_command
--input '$input'
--output '$output'
#if $optional_param
--param '$optional_param'
#end if
]]></command>
<inputs>
<param name="input" type="data" format="txt" label="Input file"/>
<param name="optional_param" type="text" optional="true" label="Optional parameter"/>
</inputs>
<outputs>
<data name="output" format="txt" label="${tool.name} on ${on_string}"/>
</outputs>
<tests>
<test>
<param name="input" value="test_input.txt"/>
<output name="output" file="expected_output.txt"/>
</test>
</tests>
<help><![CDATA[
**What it does**
Describe what the tool does.
**Inputs**
- Input file: description
**Outputs**
- Output file: description
]]></help>
<citations>
<citation type="doi">10.1234/example.doi</citation>
</citations>
</tool>
This skill includes detailed reference documentation:
reference.md - Comprehensive Galaxy tool wrapping guide with IUC best practices
testing.md - Testing strategies and assertion patterns
troubleshooting.md - Practical troubleshooting guide
dependency-debugging.md - Dependency conflict resolution
planemo mull for diagnosisThese files provide deep technical details that complement the core concepts above.