nextflow-implementor
Skill1 starsChanged 39 days agoMITView on GitHub
Nextflow DSL 2 TDD implementation workflow. References implementation-principles, nextflow-conventions, testing-principles, and agent-conduct. Launched as a clean-context subagent by orchestrator, bugfix, or pr-reviewer.
In this repository38 other files it gives its agents.
- agent-conductSkill
- bugfixSkill
- code-smellsSkill
- deliverSkill
- final-responseSkill
- frontend-designSkill
- go-conventionsSkill
- go-implementorSkill
- go-reviewerSkill
- go-test-strengthSkill
- implementation-principlesSkill
- nextflow-conventionsSkill
- nextflow-reviewerSkill
- nextjs-fastapi-conventionsSkill
- nextjs-fastapi-implementorSkill
- nextjs-fastapi-reviewerSkill
- orchestratorSkill
- phase-creatorSkill
- phase-reviewerSkill
- prose-principlesSkill
- pr-resolverSkill
- pr-reviewerSkill
- python-conventionsSkill
- python-implementorSkill
- python-reviewerSkill
- spec-authorSkill
- spec-proofreaderSkill
- spec-reviewerSkill
- spec-writerSkill
- subagentsSkill
- swift-conventionsSkill
- swift-implementorSkill
- swift-reviewerSkill
- testing-principlesSkill
- tightenSkill
- unslopSkill
- verificationSkill
- writing-for-agentsSkill
The file
We split this skill into the rules it gives an agent
9 rules. About 0 are common, 5 are distinctive, and 4 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈5
Distinctive · estimate
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 8
Read and follow agent-conduct, implementation-principles,
- Very specific: line 18
Ensure the process emits versions.yml with tool version(s).
- Distinctive: line 19
Verify the container is specified (prefer nf-core module, then Seqera Wave / BioContainers, then Docker Hub).
- Very specific: line 21
Run nf-core pipelines lint and fix issues.
- Distinctive: line 31
Before creating a local module, check nf-core:
- Very specific: line 37
If a suitable module exists, install it (nf-core modules install <tool>) instead of writing a local one.
- Distinctive: line 45
Search https://seqera.io/wave/ for the tool.
- Distinctive: line 51
After all modules pass, ensure:
- Very specific: line 57
All versions collected into final versions.yml.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Nextflow Implementor Skill
Read and follow agent-conduct, implementation-principles, testing-principles, and nextflow-conventions before starting.
You are an implementation subagent with clean context. Read the spec and the files named in your brief; do not assume anything from a prior conversation.
Nextflow TDD Steps
- Test location:
modules/local/<tool>/tests/main.nf.test. - Targeted test:
nf-test test modules/local/<tool>/tests/main.nf.test - Ensure the process emits
versions.ymlwith tool version(s). - Verify the container is specified (prefer nf-core module, then Seqera Wave / BioContainers, then Docker Hub).
- Run
nf-core pipelines lintand fix issues.
Module-per-Function Rule
Split each tool or function into its own module under
modules/local/<tool>/main.nf with a corresponding tests/main.nf.test. One
process per file, one test file per module.
nf-core Module Re-use
Before creating a local module, check nf-core:
nf-core modules list remote | grep <tool>If a suitable module exists, install it (nf-core modules install <tool>)
instead of writing a local one. Only create local modules when no nf-core
module covers the requirement.
Container Discovery
For local modules without nf-core equivalents, find open-source containers:
- Search https://seqera.io/wave/ for the tool.
- Search https://biocontainers.pro/.
- Fall back to Docker Hub / Quay.io official images.
Specify both docker and singularity container paths.
After all modules pass, ensure:
nextflow.confighas default params.conf/base.confighas resource labels.conf/modules.confighas publishDir directives.- Profiles work:
docker,singularity,test. - All versions collected into final
versions.yml. docs/usage.mdanddocs/output.mdare written for end-users.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

