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tushare

tushare是一个财经数据接口包,拥有丰富的数据内容,如股票、基金、期货、数字货币等行情数据,公司财务、基金经理等基本面数据。该模块通过标准化API方式统一了数据资产的对外服务方式,以帮助有需要的技术用户更实时、简洁、轻量的使用相关数据。

60

Quality

72%

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tessl review fix ./agent/src/skills/tushare/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

72%

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

The skill body is a well-structured, actionable data-source catalog with excellent progressive disclosure and executable examples. The main weaknesses are minor redundancy in the overview and the absence of explicit validation checkpoints in the workflow.

Suggestions

Replace the verbatim-restated overview with a brief, distinct summary or remove it to avoid duplicating the frontmatter description and save tokens.

Add an explicit verification checkpoint in 快速上手, e.g. '运行后检查返回的 DataFrame 是否为空或报权限不足(积分不足)错误,并据此调整接口参数或权限。'

DimensionReasoningScore

Conciseness

The body is mostly efficient — a tight quick start and short per-interface descriptions — but the overview restates the frontmatter description verbatim and the link-convention note (line 50) is auxiliary text that could be trimmed.

2 / 3

Actionability

Quick start provides fully executable install, token, and Python code, plus links to complete example scripts (verified to exist), and the interface table maps every API to a per-interface reference doc — copy-paste ready guidance.

3 / 3

Workflow Clarity

Quick start is a clear ordered sequence (install → register/token → find interface → run code), but there are no explicit validation or checkpoint steps; the sequence is present yet checkpoints are only implicit.

2 / 3

Progressive Disclosure

The body is a clean overview with one-level-deep, well-signaled links to per-interface reference files (verified to exist) and example scripts, with content appropriately split for easy navigation.

3 / 3

Total

10

/

12

Passed

Description

72%

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 distinguishable with good natural trigger terms, but it omits an explicit 'Use when...' clause, which limits completeness. Adding usage-trigger guidance would raise the score.

Suggestions

Append an explicit 'Use when...' clause in Chinese, e.g. '当用户需要获取A股/港股/美股/期货/基金/宏观经济等财经数据,或提到 tushare、行情、基本面、财务报表数据时使用本技能。'

Add a concrete action verb list beyond listing data types (e.g. '查询行情、拉取财务报表、获取交易日历、提取分钟数据') to strengthen specificity.

DimensionReasoningScore

Specificity

The description names the domain and several data types (股票、基金、期货、数字货币、公司财务、基金经理) plus the mechanism (标准化API), but it does not enumerate multiple discrete concrete actions like a score-3 anchor would.

2 / 3

Completeness

It clearly answers 'what does this do' but provides no 'Use when...' or equivalent explicit guidance on when Claude should use it, which caps completeness at 2 per the rubric.

2 / 3

Trigger Term Quality

Natural keywords a user would say are well covered — 股票、基金、期货、数字货币、行情数据、基本面数据、API — giving good coverage of likely trigger phrasing.

3 / 3

Distinctiveness Conflict Risk

It targets a clear niche (the Tushare financial-data API package) with distinct triggers and is unlikely to be confused with other skills.

3 / 3

Total

10

/

12

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 231 missing, 231 deeper-than-1-level

Warning

Total

14

/

16

Passed

Repository
HKUDS/Vibe-Trading
Reviewed

Table of Contents

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