mcpbeat

Nvflare Shared

nvidia/nvflare-shared

Shared NVFLARE conversion references and templates used by the other NVFLARE agent skills (conversion workflow, validation ladder, dependency install, model exchange, metrics/artifact reporting, and the custom aggregator template). Not a user-triggered skill; loaded via references from the conversion skills.

25k tokens
context cost
the whole folder, loaded on every use
11
files
ships runnable scripts
0
copies elsewhere
how many repositories repackaged it
953
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/NVIDIA/NVFlare --skill nvflare-shared

What comes with it

98 146 bytes besides the instruction
assets/aggregator.py
references/conversion-common.md
references/conversion-workflow.md
references/dependency-install.md
references/metrics-and-artifact-reporting.md
references/pytorch-family-recipe-construction.md
references/pytorch-family-recipe-selection.md
references/pytorch-model-exchange.md
references/runtime-output-guidance.md
references/validation-evidence.md

The instruction itself

2 sections, as written by the author

NVFLARE Shared Skill References

Internal, non-triggered skill that holds guidance and templates shared by the

NVFLARE conversion skills so the same rules are authored once. It is installed

alongside every NVFLARE skill and referenced by relative path; it is not

selected or invoked on its own.

Contents

  • references/conversion-common.md — the framework-neutral rules every

converter applies on its standard path: source-evidence handling, output

locations, dependency ordering, site partitioning, custom aggregation,

source-of-truth boundary, and user input/authorization.

  • references/conversion-workflow.md — non-standard conversion, rerun,

data-location, export, and authorization guidance.

  • references/validation-evidence.md — the local validation ladder.
  • references/dependency-install.md — dependency ordering and host-permission

guidance.

  • references/pytorch-model-exchange.md — PyTorch-family model/state-dict

exchange details.

  • references/pytorch-family-recipe-selection.md — PyTorch-family recipe

discovery, algorithm guide, and catalog-based selection rules.

  • references/pytorch-family-recipe-construction.md — canonical

PyTorch-family recipe capability, metric, launch, transport, offload, and

simulator-concurrency rules.

  • references/runtime-output-guidance.md — runtime/export output locations.
  • references/metrics-and-artifact-reporting.md — metric and artifact reporting.
  • assets/aggregator.py — the custom weighted-aggregator template.

Consuming skills load these with relative paths such as

../nvflare-shared/references/conversion-workflow.md and adapt

../nvflare-shared/assets/aggregator.py rather than duplicating the guidance.

How to use it

Copy the folder

Take nvidia/nvflare-shared from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.