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ai-hotspots

Track and synthesize current AI hotspots into a bilingual HTML daily report. Use when the user says "AI热点", asks for AI日报/AI日报 HTML/AI hot topics, or wants the best recent AI products, papers, viewpoints, and cognition-shifting items from AI/news aggregators.

76

Quality

94%

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SecuritybySnyk

Low

Low-risk findings worth noting

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.

The body is a lean, highly actionable specification: exact counts, length limits, output paths, section contracts, and visual constraints leave little ambiguity about what to produce. The source list is correctly offloaded to a well-signaled one-level reference. The only soft spot is the workflow, which sequences well and handles unread sources but lacks an explicit validation/retry checkpoint on the final report before delivery.

DimensionReasoningScore

Conciseness

Every section (Trigger, Sources, Selection Rules, Workflow, HTML Output Contract, Persistence) is lean and assumes Claude's competence — no concept explanations, no padding; the framing line "high-signal AI daily report, not a raw hot-list dump" is the only rationale and it earns its place.

5 / 5

Actionability

Fully executable instruction-only guidance: "Pick exactly 10 items", "<=100 Chinese characters plus the link", the exact output path `.local/ai-hotspots/reports/ai-daily-YYYY-MM-DD.html`, enumerated required report sections, a fixed category taxonomy, and the persistence target `.local/LEARNING_MATERIAL_CANDIDATES.md`.

5 / 5

Workflow Clarity

The six-step workflow is clearly sequenced with some checkpoints (dedupe across sources, classify, "If access fails, mark the source or item as unread"), but there is no explicit validate-then-fix feedback loop on the report itself, matching "most checkpoints present; minor validation gaps" rather than anchor 5.

4 / 5

Progressive Disclosure

The source table is appropriately split into `references/source-list.md` (verified to exist), referenced exactly once and clearly signaled ("Read `references/source-list.md` for the default source set and source roles"), one level deep with no nested references — matching the anchor-5 pattern.

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 description: it states a concrete, single-sentence capability with an explicit output format, then gives a full "Use when..." clause with bilingual trigger terms. Trigger coverage is unusually thorough across Chinese and English phrasings. The only minor gap is that the action list is compact rather than comprehensive.

DimensionReasoningScore

Specificity

"Track and synthesize current AI hotspots into a bilingual HTML daily report" names the domain and several concrete actions (track, synthesize, bilingual HTML report) plus content types (products, papers, viewpoints), but stops short of the comprehensive multi-action lists of anchor 5.

4 / 5

Completeness

It explicitly answers both what ("Track and synthesize current AI hotspots into a bilingual HTML daily report") and when ("Use when the user says 'AI热点', asks for AI日报/AI日报 HTML/AI hot topics...") with concrete trigger phrases, matching the anchor-5 example structure.

5 / 5

Trigger Term Quality

Triggers span both languages and natural variants users would actually say: "AI热点", "AI日报", "AI日报 HTML", "AI hot topics", and "best recent AI products, papers, viewpoints" — comprehensive synonym coverage, not just "a few natural terms missing".

5 / 5

Distinctiveness Conflict Risk

A clear niche (bilingual AI hotspot daily report) with distinctive triggers including the Chinese phrase "AI热点"; minimal risk of firing for a generic news, report, or research skill.

5 / 5

Total

19

/

20

Passed

Validation

100%

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

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
huangruiteng/CS-Notes
Reviewed

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