AD akshare-stock-analysis
专业股票分析技能整合 akshare 数据 + 技术指标 + 板块轮动 + 持仓诊断。通过 AKShare CLI 调用A股/基金/期货实时行情数据，计算MACD/RSI/MA等技术指标，分析板块轮动趋势，诊断持仓风险与收益，输出结构化JSON结果。适用场景：股票行情查询、技术指标分析、持仓组合诊断、板块热点追踪、财经数据统计。触发关键词：分析股票、今日行情、持仓诊断、推荐股票、今日财经、股票代码、涨跌幅、北向资金。无需API密钥，直接调用 akshare 获取A股/基金/期货实时数据。
As a process D 46/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
IntegrationSoftware developmentWriting and documentstype and topics are labelled automatically from the skill text
How to improve
- Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
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: 2. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
description-no-whendescription does not say WHEN to use the skill (no "use when")
Process rating: all ten parameters 46/100
- 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
- 20When it triggers. No condition that starts the skill
- 60Tools and files. Uses tools (python) that frontmatter does not declare
- 100Steps. 9 steps
- 100Consistency. Name and required fields are in place
- 100Execution cost. Instruction body is 767 tokens
- 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
- +2Single-language instructions
- +3Description length 246: enough signal without eating the budget
- +4Structure: 23 headings
- +3Step-by-step instructions: 9 items
- +4Has examples (15 code blocks)
- +3All 1 scripts are documented
- +1License stated
Quality base 70; lint remarks subtract, signals add up to 100. Result: 76.
External checks
ClawHub: clean
The skill's code, runtime instructions, and requirements are consistent with a CLI wrapper around akshare and public market APIs — nothing requested is disproportionate to its stated purpose.
LLM: benign (high) · VirusTotal: · 29 May 2026