Use Caliper to run real agent tasks with and without a skill, MCP server, or rule change so reliability and token cost are measurable.
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Query Chinese A-share, ETF, index, financial statement, valuation, capital-flow, and technical-indicator data through the AShareHub Python SDK and hosted API. Use this skill when an agent needs structured China market data as pandas DataFrames.
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实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
AShareHub gives AI coding agents a documented interface to Chinese A-share and ETF market data. Use it when a workflow needs daily or real-time prices, valuations, company financial statements, dividends, analyst data, Stock Connect holdings, money flow, index constituents, ETF holdings, news, or technical indicators. The official skill maps natural-language requests to 47 API and Python SDK interfaces and documents each method's inputs and response fields. Public security identifiers use symbol, such as 000001.SZ, 600519.SH, or 000300.SH, and SDK calls return pandas DataFrames for analysis, charting, or export. Access uses the hosted AShareHub API, so users must create an API key; a free tier provides 100 requests per day. See the skill website, API documentation, and MCP setup.
Install the Python SDK and set the API key issued by AShareHub:
pip install asharehub
export ASHAREHUB_API_KEY="ash_your_key_here"
git clone --depth 1 https://github.com/ChuYiCui1/AshareHub-skills.git
mkdir -p ~/.codex/skills/asharehub
cp -R AshareHub-skills/skills/en/. ~/.codex/skills/asharehub/
git clone --depth 1 https://github.com/ChuYiCui1/AshareHub-skills.git
mkdir -p .claude/skills/asharehub
cp -R AshareHub-skills/skills/en/. .claude/skills/asharehub/
Ask the agent: "Use AShareHub to fetch CSI 300 daily prices since 2024-01-01 and summarize the monthly returns."
The underlying SDK call is:
from asharehub import AShareHub
import os
client = AShareHub(api_key=os.environ["ASHAREHUB_API_KEY"], version="v2")
prices = client.index_daily(symbol="000300.SH", start_date="20240101")
print(prices[["trade_date", "close", "pct_chg"]])
client.close()
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Use Caliper to run real agent tasks with and without a skill, MCP server, or rule change so reliability and token cost are measurable.
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Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.
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Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.
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An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.
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Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().
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act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.
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