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CF 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。

HKUDS/Vibe-Trading Agent Skills author: HKUDS 80 files body ≈ 25 727 tokens Open the sourcegithub.com↗ analyzed 4 d ago

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。

As a process F 30/100 · No process to follow — References files that are not bundled: scripts/stock_data_example.py, scripts/fund_data_example.py, references/债券专题/可转债技术面因子(专业版

ProcedureData and analyticstype and topics are labelled automatically from the skill text
Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode
JSON
Technical rating
C
80/100
safety, quality, tests
Safety 60%
100
Quality 40%
50
Run on models
none yet
Process rating
F
30/100
No process to follow
References files that are not bundled: scripts/stock_data_example.py, scripts/fund_data_example.py, references/债券专题/可转债技术面因子(专业版
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
  3. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 80. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning body-long SKILL.md body ≈ 25727 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: scripts/stock_data_example.py
  • warning missing-ref reference to a missing file: scripts/fund_data_example.py
  • warning missing-ref reference to a missing file: references/债券专题/可转债技术面因子(专业版
  • warning missing-ref reference to a missing file: references/公募基金/基金技术面因子(专业版
  • warning missing-ref reference to a missing file: references/外汇数据/外汇基础信息(海外
  • warning missing-ref reference to a missing file: references/大模型语料专题数据/新闻快讯(短讯
  • warning missing-ref reference to a missing file: references/大模型语料专题数据/新闻通讯(长篇
  • warning missing-ref reference to a missing file: references/宏观经济/国内宏观/价格指数/工业生产者出厂价格指数(PPI
  • warning missing-ref reference to a missing file: references/宏观经济/国内宏观/价格指数/居民消费价格指数(CPI
  • warning missing-ref reference to a missing file: references/宏观经济/国内宏观/国民经济/国内生产总值(GDP
  • warning missing-ref reference to a missing file: references/宏观经济/国内宏观/景气度/采购经理指数(PMI
  • warning missing-ref reference to a missing file: references/宏观经济/国内宏观/金融/社会融资/社融增量(月度
  • warning missing-ref reference to a missing file: references/宏观经济/国内宏观/金融/货币供应量/货币供应量(月
  • warning missing-ref reference to a missing file: references/指数专题/指数技术面因子(专业版
  • warning missing-ref reference to a missing file: references/指数专题/申万行业成分(分级
  • warning missing-ref reference to a missing file: references/期权数据/期权日线行情.md
  • warning missing-ref reference to a missing file: references/期权数据/期权合约信息.md
  • warning missing-ref reference to a missing file: references/期货数据/期货主要品种交易周报.md
  • warning missing-ref reference to a missing file: references/期货数据/期货合约涨跌停价格.md
  • warning missing-ref reference to a missing file: references/期货数据/实时分钟行情.md
  • warning missing-ref reference to a missing file: references/期货数据/合约信息.md
  • warning missing-ref reference to a missing file: references/期货数据/交易日历.md
  • warning missing-ref reference to a missing file: references/期货数据/日线行情.md
  • warning missing-ref reference to a missing file: references/期货数据/每日持仓排名.md
  • warning missing-ref reference to a missing file: references/期货数据/仓单日报.md
  • warning missing-ref reference to a missing file: references/期货数据/每日结算参数.md
  • warning missing-ref reference to a missing file: references/期货数据/南华期货指数行情.md
  • warning missing-ref reference to a missing file: references/期货数据/期货主力与连续合约.md
  • warning missing-ref reference to a missing file: references/期货数据/历史分钟行情.md
  • warning missing-ref reference to a missing file: references/期货数据/期货周月线行情(每日更新
  • warning missing-ref reference to a missing file: references/港股数据/港股现金流量表.md
  • warning missing-ref reference to a missing file: references/港股数据/港股资产负债表.md
  • warning missing-ref reference to a missing file: references/港股数据/港股利润表.md
  • warning missing-ref reference to a missing file: references/港股数据/港股财务指标数据.md
  • warning missing-ref reference to a missing file: references/港股数据/港股复权因子.md
  • warning missing-ref reference to a missing file: references/港股数据/港股复权行情.md
  • warning missing-ref reference to a missing file: references/港股数据/港股实时日线.md
  • warning missing-ref reference to a missing file: references/港股数据/港股基础信息.md
  • warning missing-ref reference to a missing file: references/港股数据/港股日线行情.md
  • warning missing-ref reference to a missing file: references/港股数据/港股分钟行情.md
  • warning missing-ref reference to a missing file: references/港股数据/港股交易日历.md
  • warning missing-ref reference to a missing file: references/现货数据/上海黄金现货日行情.md
  • warning missing-ref reference to a missing file: references/现货数据/上海黄金基础信息.md
  • warning missing-ref reference to a missing file: references/美股数据/美股财务指标数据.md
  • warning missing-ref reference to a missing file: references/美股数据/美股复权因子.md
  • warning missing-ref reference to a missing file: references/美股数据/美股现金流量表.md
  • warning missing-ref reference to a missing file: references/美股数据/美股资产负债表.md
  • warning missing-ref reference to a missing file: references/美股数据/美股利润表.md
  • warning missing-ref reference to a missing file: references/美股数据/美股日线行情.md
  • warning missing-ref reference to a missing file: references/美股数据/美股交易日历.md
  • warning missing-ref reference to a missing file: references/美股数据/美股基础信息.md
  • warning missing-ref reference to a missing file: references/美股数据/美股复权行情.md
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/融资融券标的(盘前
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/转融资交易汇总.md
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/转融券交易汇总(停
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/转融券交易明细(停
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/融资融券交易明细.md
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/融资融券交易汇总.md
  • warning missing-ref reference to a missing file: references/股票数据/两融及转融通/做市借券交易汇总(停
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股票回购.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股权质押统计数据.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/限售股解禁.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/大宗交易.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股票开户数据(停
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股票开户数据(旧
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股东人数.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股东增减持.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/前十大股东.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/股权质押明细数据.md
  • warning missing-ref reference to a missing file: references/股票数据/参考数据/前十大流通股东.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/ST风险警示板股票.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/沪深港通股票列表.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/ST股票列表.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/北交所新旧代码对照.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/每日股本(盘前
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/IPO新股上市.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/管理层薪酬和持股.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/上市公司管理层.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/上市公司基本信息.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/股票曾用名.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/交易日历.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/股票列表.md
  • warning missing-ref reference to a missing file: references/股票数据/基础数据/股票历史列表.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/东财概念和行业指数行情.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/东方财富App热榜.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/涨跌停和炸板数据.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/市场游资最全名录.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/榜单数据(开盘啦
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/同花顺行业概念成分.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/同花顺概念和行业指数行情.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/同花顺行业概念板块.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/龙虎榜机构交易单.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/题材成分(开盘啦
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/同花顺涨跌停榜单.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/涨停股票连板天梯.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/涨停最强板块统计.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/东方财富概念板块.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/东方财富概念成分.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/开盘竞价成交(当日
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/通达信板块信息.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/龙虎榜每日统计单.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/通达信板块成分.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/通达信板块行情.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/游资交易每日明细.md
  • warning missing-ref reference to a missing file: references/股票数据/打板专题数据/同花顺App热榜数.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/神奇九转指标.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/沪深股通持股明细.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/券商月度金股.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/中央结算系统持股明细.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/机构调研数据.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/券商盈利预测数据.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/每日筹码及胜率.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/每日筹码分布.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/中央结算系统持股统计.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/股票开盘集合竞价数据.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/股票收盘集合竞价数据.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/AH股比价.md
  • warning missing-ref reference to a missing file: references/股票数据/特色数据/股票技术面因子(专业版
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/历史日线.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/复权行情.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/月线行情.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/实时分钟.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/实时日线.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/历史分钟.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/周月线复权行情(每日更新
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/周月线行情(每日更新
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/备用行情.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/周线行情.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/每日停复牌信息.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/港股通每日成交统计.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/每日涨跌停价格.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/通用行情接口.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/港股通十大成交股.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/沪深股通十大成交股.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/每日指标.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/复权因子.md
  • warning missing-ref reference to a missing file: references/股票数据/行情数据/港股通每月成交统计.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/利润表.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/现金流量表.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/资产负债表.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/业绩快报.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/财务指标数据.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/主营业务构成.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/分红送股数据.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/财报披露日期表.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/业绩预告.md
  • warning missing-ref reference to a missing file: references/股票数据/财务数据/财务审计意见.md
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/沪深港通资金流向.md
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/个股资金流向.md
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/行业资金流向(THS
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/板块资金流向(DC
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/大盘资金流向(DC
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/个股资金流向(THS
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/个股资金流向(DC
  • warning missing-ref reference to a missing file: references/股票数据/资金流向数据/板块资金流向(THS
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/全国电影剧本备案数据.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/全国电视剧备案公示数据.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/台湾电子产业月营收明细.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/台湾电子产业月营收.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/电影月度票房.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/电影日度票房.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/影院日度票房.md
  • warning missing-ref reference to a missing file: references/行业经济/TMT行业/电影周度票房.md
  • warning missing-ref reference to a missing file: references/财富管理/基金销售行业数据/各渠道公募基金销售保有规模占比.md
  • warning missing-ref reference to a missing file: references/财富管理/基金销售行业数据/销售机构公募基金销售保有规模.md
  • warning missing-ref reference to a missing file: references/...

Process rating: all ten parameters 30/100

Will not run. References files that are not bundled: scripts/stock_data_example.py, scripts/fund_data_example.py, references/债券专题/可转债技术面因子(专业版
  • 0Tools and files. 166 referenced file(s) missing: scripts/stock_data_example.py, scripts/fund_data_example.py, references/债券专题/可转债技术面因子(专业版
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 10Execution cost. Instruction body is 25727 tokens: crowds the task out of the window
  • 20When it triggers. No condition that starts the skill
  • 100Steps. 9 steps
  • 100Consistency. Name and required fields are in place
  • 100Running it twice. No mutating operations

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • +1No license
  • +2Single-language instructions
  • +3Description length 120: enough signal without eating the budget
  • +4Structure: 6 headings
  • +3Step-by-step instructions: 9 items
  • +4Has examples (3 code blocks)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 50.