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minicpm5-deploy

Pick the right inference backend for a MiniCPM5-1B or MiniCPM5-2B checkpoint and route to a backend-specific cookbook skill. Use when the user wants to deploy / serve / chat-with / benchmark a MiniCPM5 model and has not yet committed to a specific engine, or when they say "deploy MiniCPM5", "run MiniCPM5", "serve MiniCPM5", "MiniCPM5 推理", "部署 MiniCPM5".

76

Quality

95%

Does it follow best practices?

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

96%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, well-structured router skill that is lean, highly actionable, and sequences a clear workflow with an explicit validation checkpoint. Its progressive disclosure is strong but depends on external sub-skills and docs rather than a local reference bundle.

DimensionReasoningScore

Conciseness

Lean and table-driven with minimal prose; it assumes Claude's competence and only explains genuinely non-obvious MiniCPM5 specifics (rope_theta, untied lm_head), avoiding padding about concepts Claude already knows.

5 / 5

Actionability

Provides a concrete decision matrix mapping user wants to exact sub-skill names, an explicit invocation contract ("invoke that skill with MODEL_PATH set"), and a copy-paste-ready curl sanity check with concrete request body and specific flags like --max-model-len 131072.

5 / 5

Workflow Clarity

Clear sequence from gather-input (§1) to decide (§2), invoke (§3), and validate (§4), with an explicit post-deploy validation checkpoint and expected output (HTTP 200, content containing "2"), plus an upfront pitfalls section.

5 / 5

Progressive Disclosure

Well-organized into six numbered sections with one-level-deep, clearly signaled references to sub-skills and docs/deployment/ cookbooks and no nested references, but the detail lives in sibling skills and external docs rather than a local reference bundle, leaving minor organization gaps versus the ideal local one-level structure.

4 / 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, well-constructed description that explicitly states what the skill does and when to use it, with comprehensive natural trigger terms and a distinct niche. Its only limitation is that, being a router, it describes fewer concrete deploy actions than a full deployment skill.

DimensionReasoningScore

Specificity

Names the MiniCPM5 inference-backend domain and concrete actions ("Pick the right inference backend", "route to a backend-specific cookbook skill"), but as a router its actions are scoped to pick/route rather than the full set of deploy actions, so minor gaps remain versus the comprehensive anchor 5.

4 / 5

Completeness

Clearly answers both what (pick the right backend and route to its sub-skill) and when (explicit "Use when the user wants to deploy... and has not yet committed to a specific engine, or when they say..." with concrete trigger phrases), matching the explicit what-and-when anchor.

5 / 5

Trigger Term Quality

Comprehensive natural trigger terms including synonyms (deploy / serve / chat-with / benchmark) and verbatim phrases a user would say ("deploy MiniCPM5", "run MiniCPM5", "serve MiniCPM5", plus bilingual "MiniCPM5 推理", "部署 MiniCPM5"), matching the comprehensive-synonyms anchor.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear, narrow niche (MiniCPM5-1B/2B deployment routing) with distinct triggers that are unlikely to fire for unrelated skills, matching the clear-niche-minimal-conflict anchor.

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.

Validation — 15 / 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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