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A akshare

Fetch Chinese stock market data (A-shares, Hong Kong stocks, futures, funds, macroeconomic indicators) using AKShare library. Use when you need to get real-time or historical financial data from Chinese markets, including stock prices, trading volumes, financial statements, fund data, futures data, or macroeconomic statistics. Supports daily/weekly/monthly K-line data, stock fundamentals, market indices, and more. No API key required - completely free.

ClawHub Agent Skills author: learner v1.0.0 4 files body ≈ 835 tokens open source ↗ analyzed 26 h ago
IntegrationSoftware developmentData and analyticstype and topics are labelled automatically from the skill text
Runs in: OpenClaw 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) Goose OpenCode
JSON
A
94/100
Overall score
Safety 60%
100
Quality 40%
85
Tests bonus
0

How to improve

  1. Add evals/evals.json with 4–6 real requests and expected answers: the full check will then use your cases instead of a model draft.
  2. Add a spec.yaml with triggers and assertions (skilltest init): the behaviour contract for CI.

Guard findings · 0

✓ No critical or high findings

Files scanned: 4. Evidence is masked. Grey chips explain why severity was lowered.

Lint

✓ Lint: no remarks

Process maturity 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. 20 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 835 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
  • -32 of 2 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 456: enough signal without eating the budget
  • +4Structure: 14 headings
  • +3Step-by-step instructions: 20 items
  • +4Has examples (9 code blocks)
  • +4Reference files are cited in the instructions (1 of 1)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 85.

External checks

ClawHub: clean
This skill is a straightforward AKShare helper for fetching market data, with a minor local CSV filename-safety issue to keep in mind.
LLM: benign (high) · VirusTotal: suspicious · 28 May 2026