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COMMUNITY OBSERVED

SkillRanker (Rust CLI)

A high-performance Rust CLI where Jev ranks available agent skills for the next action.

Overview & Result

Built in Rust, SkillRanker evaluates user intent against hundreds of installed agent skills, utilizing Jev to compute ranked probability scores with sub-millisecond overhead.

How Jev fits in the loop

  1. Parse installed skill metadata directory.
  2. Dispatch query to Jev for fast ranking.
  3. Emit ranked skills to stdout for shell scripts or agent harnesses.

How to reproduce

  1. Inspect the source implementation at https://github.com/Dicklesworthstone/skillranker.
  2. Configure local Jev API credentials and register required tool/model bindings.
  3. Execute test prompts and observe decision latency and routing outputs.

Why this build matters

Provides a lightning-fast system-level skill selector for local agent runners.

Limitations

  • Metrics are author-reported from the initial release unless independently verified.
  • Requires access to the respective agent framework or runtime environment.
  • Generative model execution remains external to the Jev decision step.

Patterns