Content
82%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is a well-structured, actionable router that efficiently maps user intent to a specific framework sub-skill and provides a solid post-training sanity check. It is concise and sequenced, with only minor tightening possible on repeated phrasing and on making the cookbook/sub-skill references resolvable.
Suggestions
De-duplicate the 'every framework has at least one gotcha' phrasing — state it once (e.g. in section 3) and reference it rather than repeating across sections 1, 3, and 4.
Make the external references resolvable: either link the sub-skills by a concrete path/slug (e.g. `./minicpm5-finetune-llamafactory/SKILL.md`) or confirm `docs/finetune/` exists and link a specific cookbook file rather than a bare directory.
Tighten section 4's inference script into a callable snippet (parameterize $BASE_MODEL/$OUTPUT_DIR consistently with the rest of the skill) so the sanity check reads as a single step rather than an inline block.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Mostly lean — tables, a decision matrix, and a single executable sanity-check script with no concept padding — but the 'every framework has at least one MiniCPM5-specific gotcha' phrasing repeats across sections 1, 3 and the inference-check note, which could be tightened. | 4 / 5 |
Actionability | Provides a concrete decision matrix mapping user intent to a named skill to invoke, decision shortcuts, a per-framework gotcha table, and a copy-paste-ready bash/python sanity-check script — fully executable guidance covering the common routing cases. | 5 / 5 |
Workflow Clarity | Clear five-step sequence (gather inputs → pick via matrix → invoke sub-skill → run sanity check → deploy) with a concrete validation checkpoint in section 4 and an error-recovery pointer ('If it's gibberish... check the framework's gotcha row'), but most per-framework validation is deferred to the sub-skills rather than explicit here. | 4 / 5 |
Progressive Disclosure | Well-structured as a router that points to five sub-skills by name and to a cookbook directory, keeping the body short; however the only external link ([docs/finetune/]) does not resolve within the bundle and sub-skills are referenced by name rather than as resolvable paths, leaving minor navigation gaps. | 4 / 5 |
Total | 17 / 20 Passed |