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wx-mp-hunter

Search WeChat Official Accounts, retrieve the account's latest post list, and fetch full article content by URL. Also supports interactive QR-code login flow for session management.

60

Quality

72%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./crews/main/skills/wx-mp-hunter/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

77%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The content is highly actionable with strong workflow sequencing and validation checkpoints; its main weaknesses are verbosity in the login narration and an inline-heavy structure that underuses progressive disclosure.

Suggestions

Move detailed command option tables and JSON output schemas into a short reference file (e.g. REFERENCE.md) linked from SKILL.md, keeping the body as an overview with workflow and examples.

Tighten the login-flow narration by relying on the command examples and tables rather than restating the camoufox-cli internals in prose.

DimensionReasoningScore

Conciseness

The body is dense and task-specific without explaining concepts Claude already knows, but it is fairly verbose with some repetition (e.g., the login flow narrated in prose alongside its commands) that could be tightened.

2 / 3

Actionability

Provides executable commands (search, account-posts, fetch, check, login), JSON output examples, option tables, pagination specifics, and rate-limit guidance — copy-paste ready.

3 / 3

Workflow Clarity

Two independent workflows and the login/relogin flow are clearly sequenced with explicit validation checkpoints (check → SESSION_EXPIRED → relogin, small-sample validation before batch, stop after 3 consecutive failures, _ping verification before committing login).

3 / 3

Progressive Disclosure

Sections are well-organized, but most command and error-handling detail is inlined in SKILL.md rather than split into one-level-deep reference docs; the bundled scripts are CLI implementation, not navigable reference material.

2 / 3

Total

10

/

12

Passed

Description

67%

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 and distinctive but misses an explicit "Use when..." trigger clause and several natural user phrasings, which cap completeness and trigger-term quality.

Suggestions

Add a "Use when..." clause naming concrete triggers, e.g. "Use when the user wants to search 公众号, list an account's latest posts, or fetch a mp.weixin.qq.com article."

Include natural user-side terms like "公众号", "mp.weixin.qq.com", and "WeChat article" so the description matches how users actually phrase the request.

DimensionReasoningScore

Specificity

Lists several concrete actions — "Search WeChat Official Accounts", "retrieve the account's latest post list", "fetch full article content by URL", and "interactive QR-code login flow" — matching the multiple-specific-actions anchor.

3 / 3

Completeness

Clearly states what the skill does but lacks any "Use when..." trigger clause; per the rubric guideline a missing explicit trigger caps completeness at 2.

2 / 3

Trigger Term Quality

Includes relevant terms ("WeChat Official Accounts", "post list", "article content", "QR-code login") but omits common user phrasings like "公众号", "mp.weixin.qq.com", or "WeChat article", so coverage is incomplete.

2 / 3

Distinctiveness Conflict Risk

The WeChat Official Account niche with QR-code login triggers is clearly distinct and unlikely to fire for unrelated skills.

3 / 3

Total

10

/

12

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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