LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling,…
DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution.
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill dnanexus-integration --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/dnanexus-integrationContext preview
The summary Claude sees to decide when to auto-load this skill.
DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution.
name: dnanexus-integration description: "DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution."
DNAnexus is a cloud platform for biomedical data analysis and genomics. Build and deploy apps/applets, manage data objects, run workflows, and use the dxpy Python SDK for genomics pipeline development and execution.
This skill should be used when:
The skill is organized into five main areas, each with detailed reference documentation:
**Purpose**: Create executable programs (apps/applets) that run on the DNAnexus platform.
**Key Operations**:
**Common Use Cases**:
**Reference**: See `references/app-development.md` for:
**Purpose**: Manage files, records, and other data objects on the platform.
**Key Operations**:
**Common Use Cases**:
**Reference**: See `references/data-operations.md` for:
**Purpose**: Run analyses, monitor execution, and orchestrate workflows.
**Key Operations**:
**Common Use Cases**:
**Reference**: See `references/job-execution.md` for:
**Purpose**: Programmatic access to DNAnexus platform through Python.
**Key Operations**:
**Common Use Cases**:
**Reference**: See `references/python-sdk.md` for:
**Purpose**: Configure app metadata and manage dependencies.
**Key Operations**:
**Common Use Cases**:
**Reference**: See `references/configuration.md` for:
import dxpy
# Upload input file
input_file = dxpy.upload_local_file("sample.fastq", project="project-xxxx")
# Run analysis
job = dxpy.DXApplet("applet-xxxx").run({
"reads": dxpy.dxlink(input_file.get_id())
})
# Wait for completion
job.wait_on_done()
# Download results
output_id = job.describe()["output"]["aligned_reads"]["$dnanexus_link"]
dxpy.download_dxfile(output_id, "aligned.bam")import dxpy
# Find BAM files from a specific experiment
files = dxpy.find_data_objects(
classname="file",
name="*.bam",
properties={"experiment": "exp001"},
project="project-xxxx"
)
# Download each file
for file_result in files:
file_obj = dxpy.DXFile(file_result["id"])
filename = file_obj.describe()["name"]
dxpy.download_dxfile(file_result["id"], filename)# src/my-app.py
import dxpy
import subprocess
@dxpy.entry_point('main')
def main(input_file, quality_threshold=30):
# Download input
dxpy.download_dIntelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.
Repo: foryourhealth111-pixel/Vibe-Skills
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