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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.

71

Quality

89%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

86%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 tight, executable specification: concrete selection rules, a sequenced workflow with honesty safeguards, and a detailed HTML output contract, with source details properly pushed to a one-level reference file. Only minor duplication and the lack of an explicit output-validation loop keep it from full marks.

DimensionReasoningScore

Conciseness

The body is lean, imperative, and free of concept explanations Claude already knows, but it repeats itself slightly — the <=100 Chinese character summary rule appears in both the Trigger block and workflow step 5, and unread/access-blocked notes are stated twice — so it falls just short of the every-token-earns-its-place 5 anchor.

4 / 5

Actionability

As an instruction-only skill it gives fully actionable guidance: exact output path pattern, exact report title format, a concrete classification taxonomy, ranked priority areas, a specified digest format, and a detailed HTML output contract. Per the rubric's code-vs-instruction note, the absence of code is not penalized when guidance is this specific.

5 / 5

Workflow Clarity

The 6-step workflow is clearly sequenced with error-handling practices (mark sources unread, never pretend a source was read, verify receipt/readback), but there is no explicit validate-then-fix-retry checkpoint over the produced output, matching the 4 anchor (most checkpoints present, minor validation gaps).

4 / 5

Progressive Disclosure

A well-sectioned overview with a single clearly signaled, one-level-deep reference ('Read references/source-list.md for the default source set and source roles') that exists in the bundle; no buried or nested references, matching the 5 anchor.

5 / 5

Total

18

/

20

Passed

Description

87%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 with an explicit what/when structure, concrete deliverable, and distinctive bilingual trigger terms. Its only weakness is that keyword coverage, while good, misses a few natural phrasings a user might say.

DimensionReasoningScore

Specificity

Concrete actions are named — 'Track and synthesize current AI hotspots into a bilingual HTML daily report' plus explicit item categories (products, papers, viewpoints, cognition-shifting items) — but coverage stops short of the multiple distinct actions in the 5 anchor.

4 / 5

Completeness

Clearly answers both 'what' (track and synthesize hotspots into a bilingual HTML daily report) and 'when' with concrete trigger phrases ('Use when the user says AI热点, asks for AI日报... or wants the best recent AI products...'), matching the 5 anchor exactly.

5 / 5

Trigger Term Quality

Good natural keyword coverage including bilingual synonyms ('AI热点', 'AI日报/AI日报 HTML/AI hot topics', 'AI products, papers, viewpoints'), though a few natural phrasings users might say (e.g., 'AI news', 'AI daily/briefing') are missing, so it sits between the 4 and 5 anchors, closer to 4.

4 / 5

Distinctiveness Conflict Risk

Clear niche (bilingual AI daily HTML report) with distinct Chinese/English trigger phrases; unlikely to fire for unrelated search, news, or document skills, matching the minimal-conflict 5 anchor.

5 / 5

Total

18

/

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

Path

.codex/skills/ai-hotspots/SKILL.md

Reviewed

Table of Contents

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