BD 股票数据服务
AKShare MCP Server 是一个通过AKShare提供中国股票市场数据的模型上下文协议服务器，支持实时行情、历史数据、基本面分析等功能。
AKShare MCP Server 是一个通过AKShare提供中国股票市场数据的模型上下文协议服务器，支持实时行情、历史数据、基本面分析等功能。
As a process D 47/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions
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: 7. Evidence is masked. Grey chips explain why severity was lowered.
Against the Agent Skills spec
- warning
name-formatname should be kebab-case (lowercase letters, digits, hyphens) - warning
description-no-whendescription does not say WHEN to use the skill (no "use when")
Process rating: all ten parameters 47/100
- 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
- 40Consistency. Frontmatter name (股票数据服务) differs from the folder (xby-akshare)
- 70Execution cost. Instruction body is 4859 tokens
- 100Tools and files. No external tools needed
- 100Steps. 14 steps
- 100Running it twice. No mutating operations
- low 36 top-level sections: this looks like several domains in one skill
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)
- +3Description length 74: 120–800 characters recommended
- +3Output format is not stated: the model decides each time
- +1No license
- +2Single-language instructions
- +4Structure: 67 headings
- +3Step-by-step instructions: 14 items
- +4Has examples (2 code blocks)
- +3All 4 scripts are documented
Quality base 70; lint remarks subtract, signals add up to 100. Result: 67.
External checks
ClawHub: suspicious
This stock-data skill routes requests and API keys through a third-party XiaoBenYang service while presenting itself as AKShare-based, and it stores the key in a local .env file.
LLM: suspicious (high) · VirusTotal: · 9 Jul 2026