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Misc51k · #1894

latchbio-integration

Lets your agent build and run bioinformatics workflows on Latch. It manages data, resources, and monitors workflow execution.

What it does

This tool helps you build, register, and manage bioinformatics workflows on the Latch platform. It allows you to write code to automate scientific analyses, configure the necessary resources, and monitor the execution of these workflows.

When to use it

  • ✓When creating new automated scientific analyses on the Latch platform.
  • ✓When configuring how your workflows will use resources like CPU, memory, and storage.
  • ✓When registering and testing your workflows before using them on a large scale.

Example of what to ask your AI

“How do I configure a workflow to use more memory?”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/latchbio-integration/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/latchbio-integration/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

You write Python code using the Latch SDK to define your analyses. Then, you use commands like 'latch register' to package and upload your code to the Latch platform, where it can be executed and monitored.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add K-Dense-AI/scientific-agent-skills --skill latchbio-integration

Or download just the file:

curl -L https://raw.githubusercontent.com/K-Dense-AI/scientific-agent-skills/main/skills/latchbio-integration/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

LatchBio Integration

Current Baseline

This skill targets Latch SDK 2.77.1, released September 17, 2026. The package metadata supports Python 3.9–3.12 and declares Python 3.9+.

Review status: the SDK imports, documented signatures, CLI help, and selected workflow graph examples were checked locally with Python 3.12. Network-backed examples are illustrative: no authenticated registration, data mutation, launch, or MCP tool call was performed during this refresh.

Treat the installed package and its changelog as authoritative when a guide disagrees with the SDK. Some Latch guides retain older Python ranges or compatibility-specific pre-release pins, especially the Snakemake v2 tutorial. Never combine commands or imports from different tracks without checking their version requirements.

When to Use

Use this skill to:

  • Create or maintain Python SDK workflows and task graphs
  • Package and register Python, Nextflow, or Snakemake pipelines
  • Configure task CPU, memory, storage, GPU, caching, retries, and timeouts
  • Work with Latch Data through LPath, LatchFile, LatchDir, or the CLI
  • Read or update Latch Registry projects, tables, and records
  • Design workflow forms, launch plans, samplesheets, messages, and result links
  • Stage and debug workflow images with latch register --staging and latch develop
  • Launch and monitor workflows through Python or Latch MCP
  • Discover and use ready-to-run Latch workflows

Route to the Right Reference

Read only the references needed for the task:

Need Reference
Python workflows, tasks, maps, conditions, caching references/workflow-creation.md
LPath, legacy file types, Latch URLs, data CLI references/data-management.md
Registry reads, transactions, samplesheets references/registry.md
CPU, memory, storage, GPU, dynamic resources references/resource-configuration.md
Nextflow and Snakemake packaging references/nextflow-snakemake.md
Metadata, forms, launch plans, messages, automations references/ui-and-automation.md
Registration, development, execution, monitoring references/operations-and-debugging.md
Ready-to-use workflows and latch.verified references/verified-workflows.md
Remote MCP setup and tool workflow references/latch-mcp.md

Before relying on a symbol, run scripts/inspect_latch_sdk.py against the target SDK version. It performs local imports only and does not authenticate or make network requests.

Installation and Authentication

For a reproducible environment:

uv venv --python 3.12
source .venv/bin/activate
uv pip install "latch==2.77.1"

On Windows, use WSL for the documented Linux workflow tooling.

Authenticate through the supported OAuth flow; do not read, print, copy, or parse ~/.latch/token manually:

latch login
latch workspace

Select a workspace non-interactively when its numeric ID is already known:

latch workspace --id 12345

latch login credentials are for the SDK and CLI. Latch MCP uses a separate OAuth authorization and its credentials cannot be reused for general SDK access.

Fast Path

Create and remotely register the maintained subprocess template:

latch init covid-wf --template subprocess
latch register --yes --open covid-wf

Remote image building is the default. Use --no-remote only when a local Docker daemon is available and a local build is intentional.

Minimal Python Workflow

Keep workflow bodies declarative: invoke tasks and return their promises. Perform computation and side effects inside tasks.

from latch import small_task, workflow


@small_task
def reverse_complement(sequence: str) -> str:
    table = str.maketrans("ACGTacgt", "TGCAtgca")
    return sequence.translate(table)[::-1]


@workflow
def reverse_complement_workflow(sequence: str) -> str:
    """Reverse-complement a DNA sequence.

    This minimal example handles A, C, G, and T bases.
    """
    return reverse_complement(sequence=sequence)

Use @workflow(metadata) when the generated interface needs custom labels, sections, validation rules, samplesheets, or documentation links. Use LatchFile or LatchDir for automatic task input staging and output upload; use LPath for imperative remote path operations.

Recommended Development Lifecycle

  1. Inspect compatibility
    • Confirm the installed SDK and Python version.

…

FAQ

What is a 'bioinformatics workflow'?

It's a sequence of automated steps for analyzing biological data, such as DNA or protein sequences.

What does it mean to 'register' a workflow?

It's like saving or publishing your workflow on the Latch platform so it can be used and run by you or others.

Can I use Nextflow or Snakemake with this tool?

Yes, this tool supports integration with Nextflow and Snakemake, allowing you to use these popular tools to build your workflows.

Details

Original description by the author

Builds, registers, debugs, and operates bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake, programmatic execution, and Latch MCP. Use when authoring or deploying Latch workflows, configuring resources or interfaces, moving data, integrating Registry, or launching and monitoring runs.

repo: K-Dense-AI/scientific-agent-skills

Popularity

GitHub stars
51k
Ranking position
#1894
License
MIT
Updated
10/15/2026

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