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minicpm5-deploy-mlx

Run MiniCPM5-1B natively on Apple Silicon with Apple's MLX framework. Use when the user has an Apple Silicon Mac and asks for "MLX", "mlx_lm", "mlx_lm.convert", "mlx_lm.generate", or wants the fastest path on Apple Silicon.

75

Quality

94%

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

93%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A tight, executable skill body that respects the token budget and gives copy-paste commands for every code path, with a single clearly-signaled external reference. The only gap is a missing recovery branch after the validation step.

Suggestions

Add a one-line recovery hint to the Validate step, e.g. "If the reply is wrong, confirm mlx-lm >= 0.31 and that --extra-eos-token is set."

Consider noting where the converted MLX directory from 2B should be passed into the 2A generate command so the advanced path closes the loop explicitly.

DimensionReasoningScore

Conciseness

Lean and action-oriented with no padding or explanation of concepts Claude already knows; the only near-fluff is the one-line framework intro, which still earns its place.

5 / 5

Actionability

Provides fully executable, copy-paste-ready bash commands covering install, generate, convert, server, and a curl check, with concrete examples for the common cases.

5 / 5

Workflow Clarity

Clear numbered sequence (1 -> 2A/2B -> 3 Validate) with an explicit validation checkpoint, but lacks a "if validation fails, do X" recovery loop, leaving a minor validation gap versus level 5.

4 / 5

Progressive Disclosure

Under 50 lines, well-organized sections, with a single clearly-signaled one-level-deep reference to docs/deployment/mlx.md; the simple-skill exception applies and no bundle files are needed.

5 / 5

Total

19

/

20

Passed

Description

95%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, concise description that clearly states the capability and gives concrete, natural trigger terms scoped to a distinct niche. Minor specificity gap only in that it leans on trigger terms rather than enumerating the full set of supported actions.

DimensionReasoningScore

Specificity

Names the concrete domain ("Run MiniCPM5-1B natively on Apple Silicon with Apple's MLX framework") and surfaces run/convert/generate actions via triggers; not a level-5 exhaustive action list, but more than the 1-2 actions of level 3.

4 / 5

Completeness

Explicitly answers both what (run MiniCPM5-1B natively on Apple Silicon with MLX) and when ("Use when the user has an Apple Silicon Mac and asks for...") with concrete trigger phrases.

5 / 5

Trigger Term Quality

Comprehensive natural trigger terms a user would actually say ("MLX", "mlx_lm", "mlx_lm.convert", "mlx_lm.generate", "fastest path on Apple Silicon"), including the exact tool subcommands.

5 / 5

Distinctiveness Conflict Risk

Tightly scoped to Apple Silicon + MLX for a specific model, a clear niche with minimal overlap with other deploy skills.

5 / 5

Total

19

/

20

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

relative_links

Relative link issues: 1 suspicious

Warning

Total

15

/

16

Passed

Repository
OpenBMB/MiniCPM
Reviewed

Table of Contents

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