A well-structured pipeline skill with an exemplary workflow: prechecks, per-note quality validation with delete-and-regenerate feedback loops, conditional gates for MOC refresh and git, and concrete copy-paste commands. Its weaknesses are redundancy — the anti-laziness/context-overflow rules are stated two to three times — plus a duplicated (likely erroneous) reference in Step 1c and two unreconciled line-count thresholds (100 vs 120) for note quality.

Suggestions

State the anti-laziness and context-overflow rules once (e.g., in a single 禁止事项 section) instead of repeating them nearly verbatim in Step 2's 铁律, the ⚠️ 笔记质量硬性要求 block, and 注意事项 — this trims ~20 lines without losing the emphasis.

Fix the duplicate reference in Step 1c: "概念笔记模板见 ../paper-reader/references/concept-categories.md" repeats the 分类规则 path; point it at the actual concept-note template file.

Reconcile the two line-count quality thresholds — existing notes are skeletons below 100 lines while newly generated notes require >= 120 — by explaining or unifying them so the quality check in Step 2.2 and the post-generation validation are not read as contradictory.

Dimension	Reasoning	Score
Conciseness	The body is mostly operational and efficient, but the anti-laziness/context-overflow protocol is repeated nearly verbatim in Step 2's 铁律 ("如果 context 接近上限，先把已完成内容落盘…绝对不能默默跳过") and again in 注意事项 ("如果 context 真的接近上限：先保存…绝不能默默跳过"), and the no-skeleton-note rule appears in both ⚠️ 笔记质量硬性要求 and the 绝对禁止 list. Not a 2 because it never explains concepts Claude already knows; not a 4 because the duplicated warning blocks are more than minor trimming.	3 / 5
Actionability	Concrete executable commands throughout: "python3 ../_shared/user_config.py", "cd {VAULT_PATH} && git add -A && git commit -m "daily papers: notes YYYY-MM-DD"", quantitative validation thresholds ("文件行数 >= 120", "至少 2 处" LaTeX, "至少 1 张" image), and an exact insertion line ("- 📒 笔记: [[笔记名]]"). Not a 5 because Step 1c cites the same ../paper-reader/references/concept-categories.md path for both 分类规则 and 概念笔记模板 (one is presumably wrong), and the backfill matching in 3b/3d is described procedurally rather than with executable patterns.	4 / 5
Workflow Clarity	Clear Step 0→5 sequence with entry prechecks (前置检查 stops if the enriched JSON or daily file is missing), an explicit per-note validation checklist with a regeneration feedback loop ("如果任一条件不满足，删除文件并重新生成"), quality re-checks of existing notes, and git preconditions (VAULT_PATH/.git exists, staged changes confirmed before commit). This matches the anchor of explicit validation steps, feedback loops, and checklists for a complex batch process.	5 / 5
Progressive Disclosure	References are one level deep and clearly signaled — "[Agent 运行约定](../_shared/agent-runtime.md)", "[paper-reader](../paper-reader/SKILL.md)", "分类规则见 ../paper-reader/references/concept-categories.md" — with detail appropriately delegated to paper-reader and shared scripts rather than inlined. Not a 5 because Step 1c cites concept-categories.md twice (for both rules and the note template, likely a broken duplicate) and some rule content is duplicated inline instead of consolidated; above a 3 because the split and navigation are otherwise appropriate.	4 / 5
	Total	16 / 20 Passed

Description

83%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 the skill's pipeline position, lists multiple concrete actions (concept supplementation, note generation, link backfill, index refresh, git defaults), and provides an explicit trigger-word clause with natural phrases. The only gaps are minor — a few missing trigger variations and slight under-specification of which papers receive notes.

Dimension	Reasoning	Score
Specificity	Lists several concrete actions — "补充概念库，为推荐论文生成完整笔记，链接回填到推荐文件；目录页默认自动刷新，git 自动化默认关闭" — covering supplement concepts, generate notes, backfill links, refresh indexes, and git defaults. Not a 5 because it omits which papers qualify (the body restricts notes to 必读 papers) and what the notes contain, leaving minor coverage gaps.	4 / 5
Completeness	Clearly answers both questions: what — "补充概念库，为推荐论文生成完整笔记，链接回填到推荐文件" — and when — a dedicated "触发词" clause with two concrete trigger phrases plus "3 步流水线的第 3 步" pipeline positioning. Not a 4 because the when-clause is explicit with concrete phrases rather than weakly implied.	5 / 5
Trigger Term Quality	Explicit trigger words "批量笔记" and "跑一下论文笔记" are natural phrases a user would say, reinforced by domain terms (论文笔记, 概念库, 推荐论文). Not a 5 because common variations such as 生成笔记/整理笔记/写论文笔记 are missing; better than a 3 since two colloquial trigger phrases plus domain keywords give good coverage.	4 / 5
Distinctiveness Conflict Risk	"论文笔记生成（3 步流水线的第 3 步）" carves a clear niche with its own trigger words within a pipeline. Not a 5 because the actions "补充概念库" and note generation overlap with the closely related sibling paper-reader skill; well above a 3 since the step-3 positioning and distinct triggers make it mostly distinguishable.	4 / 5
	Total	17 / 20 Passed

Validation

93%

Warnings & errors only

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

Criteria	Description	Result
relative_links	Relative link issues: 2 suspicious	Warning

	Total	15 / 16 Passed

Repository: huangkiki/dailypaper-skills
Path: skills/daily-papers-notes/SKILL.md
Commit: 10c9921

Reviewed: 1 day ago

Table of Contents

Discovery Implementation Validation

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