Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/flyteorg/flyte-agent-plugins/flyte-migrate-slurmnpx skills add flyteorg/flyte-agent-plugins --skill flyte-migrate-slurmgit clone --depth 1 https://github.com/flyteorg/flyte-agent-pluginsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/flyteorg/flyte-agent-plugins/flyte-migrate-slurm)<a href="https://agentmods.dev/skills/flyteorg/flyte-agent-plugins/flyte-migrate-slurm"><img src="https://agentmods.dev/badge/skills/flyteorg/flyte-agent-plugins/flyte-migrate-slurm.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00151 | $0.06562 |
| Opus 5 | $0.00076 | $0.03281 |
| Sonnet 5 | $0.00030 | $0.01312 |
| Haiku 4.5 | $0.00015 | $0.00656 |
Grade A, and why
flyte-migrate-slurm scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 532 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Slurm to Flyte 2 Migration Skill
Slurm schedules jobs. Somewhere along the way ML work stopped being jobs and became pipelines — a data prep step, a training step, an eval step, a sweep over configs, each with different hardware and failure characteristics. A Slurm job is a bash script with #SBATCH pragmas at the top; in Flyte 2 that script becomes a typed Python function decorated with @env.task, a pipeline is just a task that calls other tasks, and control flow is plain Python. This skill maps the Slurm surface area onto the Flyte 2 SDK and is honest about the places where Slurm still wins.
Grounding References
| Resource | URL |
|---|---|
| Migration guide | https://www.union.ai/docs/v2/flyte/user-guide/migration/flyte-2/ |
| Official docs | https://www.union.ai/docs/v2/flyte |
| Docs index (LLMs) | https://www.union.ai/docs/v2/flyte/llms.txt |
| SDK API reference | https://www.union.ai/docs/v2/union/api-reference/flyte-sdk/ |
| Example code | https://github.com/unionai/unionai-examples |
| Flyte MCP tools | Available via flyte-mcp server |
Three mental shifts
Almost every point of friction for a Slurm migrant traces back to one of these three.
1. Modules become images
On Slurm you module load cuda/12.1, activate a venv on NFS, and hope the login node and the compute node agree. In Flyte 2 the environment is declared once, in Python, as a flyte.Image. There is no Dockerfile to write: images are built remotely and content-hashed, so an unchanged spec is a cache hit and a changed one rebuilds automatically.
image = (
flyte.Image.from_debian_base(python_version=(3, 12))
.with_pip_packages("torch", "transformers", "datasets")
.with_env_vars({"HF_HUB_ENABLE_HF_TRANSFER": "1"})
)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 532 lines · 151 tokens per session scan A 1cadc66a5967
flyte-migrate-slurm is a skill published in the GitHub repository flyteorg/flyte-agent-plugins (2 stars, last pushed 4d ago), licensed Apache-2.0. It adds 151 tokens to every session and 6,562 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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