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wx-mp-hunter

微信公众号内容抓取。如下三个场景必用本技能:(1) 用户提供 mp.weixin.qq.com 文章链接 -> 直接用本技能 fetch 全文(不要用浏览器 或 web_fetch);(2) 用户提供公众号名称、要求按时间窗口或最近 N 条获取发布列表 -> 用本技能 posts-list;(3) 用户提供 mp.weixin.qq.com/mp/homepage 专题页/主题页链接 或 mp.weixin.qq.com/mp/appmsgalbum 合集链接,要求采集该页面全部文章 -> 用本技能 homepage 采集目录链接

71

Quality

88%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

77%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 highly actionable with well-sequenced, validated workflows, but it is somewhat verbose due to restating the same three workflows in both a diagram and example section, and it keeps everything inline rather than splitting detail into reference files.

Suggestions

Remove the '典型用法示例' (场景 A/B/C) section or fold it into the workflow diagram, since it restates 流程 1a/1b/1c already shown in '两条独立工作流'.

Move the detailed per-field JSON output tables and the error-handling table into a references/ file (e.g. OUTPUT.md) and link to it one level deep, leaving SKILL.md as a lean overview.

Reference the bundled scripts/wx_mp_hunter.py by path so the script bundle is discoverable from the body.

DimensionReasoningScore

Conciseness

Mostly efficient and free of padded concepts Claude already knows, but the three workflows are restated twice — once in the '两条独立工作流' ASCII diagram and again in the '典型用法示例' (场景 A/B/C) section — which could be tightened.

3 / 5

Actionability

Provides exact CLI signatures, option tables with defaults, full JSON output examples, and per-field descriptions that are copy-paste ready and cover the common cases.

5 / 5

Workflow Clarity

Multi-step flows are explicitly sequenced with validation checkpoints and feedback loops — '批量前必须小样本验证', '连续失败 3 篇以上时停止批量', and the 6-step homepage procedure — so batch operations are not run without validation.

5 / 5

Progressive Disclosure

The skill is a single monolithic file with all detail (JSON schemas, error tables, option references) inlined; the lone scripts/wx_mp_hunter.py is never referenced by path, so there is no one-level-deep split to navigate.

3 / 5

Total

16

/

20

Passed

Description

100%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.

The description is specific, trigger-rich, and explicitly covers both what the skill does and when to use it across three concrete scenarios, all in a distinct WeChat-only niche. It is comprehensive with no vagueness or over-claims.

DimensionReasoningScore

Specificity

Names three distinct concrete capabilities — full-text fetch, posts-list by time window/N, and homepage/album link collection — covering the skill's complete scope.

5 / 5

Completeness

Explicitly answers both 'what' ('微信公众号内容抓取') and 'when' via '如下三个场景必用本技能' followed by three concrete trigger scenarios.

5 / 5

Trigger Term Quality

Uses natural trigger phrases a user would actually supply — 'mp.weixin.qq.com 文章链接', '公众号名称', '按时间窗口或最近 N 条', 'homepage 专题页', 'appmsgalbum 合集' — with URL patterns serving as extension-equivalent triggers.

5 / 5

Distinctiveness Conflict Risk

Scoped to a distinct WeChat-only niche with mp.weixin.qq.com URL patterns and explicitly steers away from browser/web_fetch, giving minimal overlap with generic web skills.

5 / 5

Total

20

/

20

Passed

Validation

81%

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

Validation13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

metadata_field

'metadata' should map string keys to string values

Warning

relative_links

Relative link issues: 1 missing

Warning

Total

13

/

16

Passed

Repository
TeamWiseFlow/xiaobei
Reviewed

Table of Contents

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