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Updated today

by sjdv1982

seamless

Wrap Python functions and shell commands as content-addressed transformations. Cache results, run them locally or on a cluster, and share them by checksum.

  • Active — Updated in the last 14 days
View on GitHub (opens in a new tab)

24 GitHub stars (24)

Steady at 24 stars — no new stars in the 16 days since Sep 30.

  • 3 skills (3 skills found in its SKILL.md files)
  • 7 forks (7 forks)
  • Today last update (Last updated today)

Install

Skills CLI

npx skills add sjdv1982/seamless

Asks which skills and agents to install. Just one: npx skills add sjdv1982/seamless --skill seamless-adoption — add -g for every project.

Claude Code

git clone https://github.com/sjdv1982/seamlesscp -r "seamless/skills/seamless-adoption" ~/.claude/skills/

Copies the seamless-adoption skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project). Repeat for the other skills listed below.

Plugin

/plugin marketplace add sjdv1982/seamless

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • seamless-adoption

    Assesses whether an existing Python, bash, or hybrid pipeline is a good fit for Seamless (content-addressed caching, reproducible execution, local-to-cluster scaling). Triggers when wrapping scripts or functions without rewriting them, avoiding recomputation, comparing workflow frameworks (vs Snakemake, Nextflow, CWL, Airflow, Prefect), migrating a pipeline, or setting up remote/HPC execution. Co…

    skills/seamless-adoption/SKILL.md on GitHub (opens in a new tab)

  • seamless-porting

    Use when creating, porting, or debugging Seamless pipelines from Python, bash, or existing workflow systems; selecting the active concern in a staged non-linear Seamless port; designing referentially transparent DAGs; wrapping steps with direct/delayed transformers or seamless-run; validating Seamless contract compliance; activating capabilities such as persistent caching and local-cluster remote…

    skills/seamless-porting/SKILL.md on GitHub (opens in a new tab)

  • seamless-remote-debugging

    Guides AI agents through debugging failures in Seamless remote execution (hashserver, database, jobserver, daskserver). Covers the multi-service topology, error propagation across repos, finding server-side logs and PID files, restarting services cleanly, and clearing caches to prevent false passes. Triggers when a Seamless integration test fails, a remote client raises ClientConnectionError, or…

    skills/seamless-remote-debugging/SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.