Tushare Data
zillionare/zillionare
面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。
A股模拟盘交易与回测技能。Use when 用户要启动模拟仓服务、创建多账户、下限价单/市价单、撤单、查询持仓资金、验证涨跌停成交逻辑或运行A股回测。
$ npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install shouldnotappearcalm/a-share-skill a-share-paper-trading --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/shouldnotappearcalm/a-share-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/a-share-paper-trading .claude/skills/a-share-paper-trading && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "a-share-paper-trading" agent skill from https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-trading into .claude/skills/a-share-paper-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "a-share-paper-trading", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-tradingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install shouldnotappearcalm/a-share-skill a-share-paper-trading --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/shouldnotappearcalm/a-share-skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/a-share-paper-trading .agents/skills/a-share-paper-trading && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "a-share-paper-trading" agent skill from https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-trading into .agents/skills/a-share-paper-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "a-share-paper-trading", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install shouldnotappearcalm/a-share-skill a-share-paper-trading --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/shouldnotappearcalm/a-share-skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/a-share-paper-trading .cursor/skills/a-share-paper-trading && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "a-share-paper-trading" agent skill from https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-trading into .cursor/skills/a-share-paper-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "a-share-paper-trading", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/shouldnotappearcalm/a-share-skill.git --path a-share-paper-trading--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install shouldnotappearcalm/a-share-skill a-share-paper-trading --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/shouldnotappearcalm/a-share-skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/a-share-paper-trading .gemini/skills/a-share-paper-trading && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "a-share-paper-trading" agent skill from https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-trading into .gemini/skills/a-share-paper-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "a-share-paper-trading", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install shouldnotappearcalm/a-share-skill a-share-paper-tradingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/shouldnotappearcalm/a-share-skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/a-share-paper-trading .github/skills/a-share-paper-trading && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "a-share-paper-trading" agent skill from https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-trading into .github/skills/a-share-paper-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "a-share-paper-trading", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install shouldnotappearcalm/a-share-skill a-share-paper-trading --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/shouldnotappearcalm/a-share-skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/a-share-paper-trading .opencode/skills/a-share-paper-trading && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "a-share-paper-trading" agent skill from https://github.com/shouldnotappearcalm/a-share-skill/tree/main/a-share-paper-trading into .opencode/skills/a-share-paper-trading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "a-share-paper-trading", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
a-share-paper-tradingA股模拟盘交易与回测技能。Use when 用户要启动模拟仓服务、创建多账户、下限价单/市价单、撤单、查询持仓资金、验证涨跌停成交逻辑或运行A股回测。
A Share Paper Trading is an agent skill from shouldnotappearcalm/a-share-skill. A股模拟盘交易与回测技能。Use when 用户要启动模拟仓服务、创建多账户、下限价单/市价单、撤单、查询持仓资金、验证涨跌停成交逻辑或运行A股回测。
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files, including scripts (for example `README.md`, `scripts/backtest_batch_validation.py` and `scripts/full_function_smoke_check.py`).
It sits in Business, Finance & HR, covering Trading and backtesting. The repository describes itself as: A股数据分析、量化选股与模拟交易 Skill 集合,支持实时行情、历史K线、技术指标、自定义交易策略与模拟买入、卖出交易账户. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit f145273. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 13 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
A Share Paper Trading loads about 1.4k tokens when it runs. Until then it costs about 24 tokens; SKILL.md has 260 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from shouldnotappearcalm/a-share-skill at commit f145273, republished under its MIT licence (© shouldnotappearcalm). 260 words, ~1,380 tokens.
.claude/skills/a-share-paper-trading/SKILL.md (or your agent's skills folder). This skill also uses 14 other files; get the full folder from GitHub.独立的模拟盘 skill。交易服务、CLI、账户、撮合与行情适配都在本目录内,不依赖其他 skill 脚本。
SKILL_DIR="<本skill绝对路径>"
python3 "$SKILL_DIR/scripts/paper_trading_service.py" --host 127.0.0.1 --port 18765默认监听 http://127.0.0.1:18765,默认数据库不再落在 skill 目录,而是落到用户级数据目录:
~/Library/Application Support/a-share-paper-trading/paper_trading.db${XDG_DATA_HOME:-~/.local/share}/a-share-paper-trading/paper_trading.db若本机该端口已有模拟盘进程在跑,不要再启动第二个实例:会报 Address already in use,且多进程可能争用同一 SQLite 库文件。启动前可先检查端口是否在监听,例如:
lsof -iTCP:18765 -sTCP:LISTEN或向 http://127.0.0.1:18765/accounts 发 GET(CLI 默认 --base-url 与此一致)。已有服务时直接用 paper_trade_cli.py 即可。
更推荐使用控制脚本常驻运行:
python3 "$SKILL_DIR/scripts/paper_trading_ctl.py" start
python3 "$SKILL_DIR/scripts/paper_trading_ctl.py" status
python3 "$SKILL_DIR/scripts/paper_trading_ctl.py" stop在 macOS 上,如需持续自启动,可安装 launchd:
python3 "$SKILL_DIR/scripts/paper_trading_ctl.py" install-launchd服务会:
可用启动参数:
--host--port--db-path--match-interval--valuation-interval--idle-valuation-interval默认端口与 CLI 基址已改为 18765,避免和常见本地开发服务冲突。
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" create-account alpha --cash 500000
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" list-accounts
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" show-default-account
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" set-default-account alpha
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" reset-account alpha --cash 300000
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" add-cash alpha 50000 --note 入金
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" deduct-cash alpha 10000 --note 出金
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" buy alpha 600519 100 --market
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" sell alpha 600519 100 --price 1450
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" orders alpha
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" positions alpha
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" show-account alpha
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" trades alpha
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" cancel <order_id>
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" process-orders
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" run-snapshots
python3 "$SKILL_DIR/scripts/paper_trade_cli.py" backtest 600519 --strategy sma_cross --start 2025-01-01 --end 2026-03-31 --cash 200000支持的 CLI 子命令:
create-accountshow-default-accountset-default-accountreset-accountlist-accountsshow-accountpositionsorderstradesbuysellcanceladd-cashdeduct-cashprocess-ordersrun-snapshotsbacktestshow-default-account 可查),且用户未指定账户,优先使用默认账户。set-default-account。1000000(100w),提问模板建议为:buy/sell:--price。--market,不应再传 --price。orders --status 可用值:open / filled / cancelled / expired / rejected。add-cash / deduct-cash 的 amount 必须为正数,单位为人民币元。--json 输出,便于后续结构化解析与决策。show-default-account 或 list-accounts。show-account <account_id>。positions <account_id> 与 orders <account_id> --status open。add-cash <account_id> <amount>,出金使用 deduct-cash <account_id> <amount>。Address already in use:不要重复启动服务,直接使用现有服务地址。default account not set:触发首次初始化反问流程,确认金额后创建默认账户。insufficient available cash:提示当前可用资金,建议入金或降低下单数量/价格。insufficient sellable qty:提示可卖数量,说明可能受 T+1 影响或持仓不足。order is not open:先查询订单状态(可能已成交/已撤/已过期),再决定下一步。market orders are only accepted during trading hours:改用限价单或等待交易时段。0.01 元最小报价单位10%20%5%scripts/paper_trading_service.py: 启动 HTTP 服务scripts/paper_trade_cli.py: CLIscripts/paper_trading_ctl.py: 启停、状态、launchd 安装scripts/paper_trading_runtime.py: 运行时默认目录、端口、路径scripts/paper_trading/: 账户、撮合、估值、数据适配默认暴露这些 HTTP 路由:
GET /accountsGET /accounts/defaultPOST /accountsPOST /accounts/defaultGET /accounts/{account_id}POST /accounts/{account_id}/resetPOST /accounts/{account_id}/cash-adjustGET /accounts/{account_id}/positionsGET /accounts/{account_id}/ordersGET /accounts/{account_id}/tradesPOST /ordersPOST /orders/{order_id}/cancelPOST /orders/processPOST /snapshots/runPOST /backtestGET /health© shouldnotappearcalm, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 14 other files (scripts) in a-share-paper-trading of shouldnotappearcalm/a-share-skill.
Open the folder on GitHubat commit f145273
A Share Paper Trading next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| A Share Paper Trading this skillshouldnotappearcalm/a-share-skill | 243 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Tushare Datazillionare/zillionare | 322 | 2 repos | ~2.3k | Automated safety check: Pass | None | |
| Tradingview MCPatilaahmettaner/tradingview-mcp | 5k | — | ~1.3k | Automated safety check: Pass | MIT | |
| Digital Oraclekomako-workshop/digital-oracle | 878 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Polyclawchainstacklabs/polyclaw | 359 | 1 repos | ~2k | Automated safety check: Pass | Apache-2.0 | |
| Markdownfacioquo/stock-indicators-dotnet | 1.2k | — | ~812 | Automated safety check: Pass | Apache-2.0 |
zillionare/zillionare
面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。
atilaahmettaner/tradingview-mcp
AI Trading Intelligence — live prices, 30+ technical indicators, backtesting (6 strategies), walk-forward overfitting detection, trade logs, equity curves, licensed news sentiment (Marketaux), and…
komako-workshop/digital-oracle
Answer prediction questions using market trading data, not opinions.
chainstacklabs/polyclaw
Trade on Polymarket via split + CLOB execution. An agent skill from chainstacklabs/polyclaw.
facioquo/stock-indicators-dotnet
Format and lint Markdown in this repository against GitHub Flavored Markdown and its markdownlint-cli2 configuration — headers, lists, code fences, callouts (VitePress containers on docs-site pages…
MobiusQuant/OpenMobius-skill
Provides multi-school trading Q&A, chart/OHLCV analysis, annotation, and fresh-market workflows covering ICT/SMC, ChanLun, Wyckoff, Price Action, Order Flow, VSA, and Elliott Wave.
shouldnotappearcalm/a-share-skill
A 股全市场高流动性池内按趋势回踩(trendpullback)产出买入候选与持仓卖出信号;另有 realtimequotes 批量拉取现价快照。供下单前决策;不跑回测、不自动下单。Use when 用户要选股、看实时报价、判断买卖信号或检查持仓是否触发离场条件。
shouldnotappearcalm/a-share-skill
A 股主板流动性池内按趋势回踩(trendpullback)产出买入候选与持仓卖出信号;另有 realtimequotes 批量拉取现价快照。供下单前决策;不跑回测、不自动下单。Use when 用户要选股、看实时报价、判断买卖信号或检查持仓是否触发离场条件。
shouldnotappearcalm/a-share-skill
查询A股行情、历史K线与复权、财务指标、公司新闻公告、行业分类与成分、板块热力图、指数、宏观及A+H上市信息。用于股票数据查询、原始数据测试和数据源异常排查。
shouldnotappearcalm/a-share-skill
基于退哥短线交易规则的A股场景化决策技能。Use when 用户要按交易场景查看短线规则、做选股、判断趋势回踩、涨停回调、连板接力、洗盘结束、卖出失效或仓位纪律。
shouldnotappearcalm/a-share-skill
A股“MACD底背离 + 零轴下二次金叉”实战分析与交易执行技能。用于把用户的盘感描述转成可执行的三档决策(上观察名单/可试错出手/必须放弃)、盘中检查单、入场与风控规则。适用于用户提到“二次金叉”“水下二次金叉”“底背离”“第一脚第二脚”“回踩验底”“MACD背离”“抄底修复”“想做但怕假信号”等场景。
shouldnotappearcalm/a-share-skill
基于“均线定方向,MACD定节奏”的A股选股与交易计划技能。Use when 用户要求把均线与MACD结合做选股、筛票、盘前候选池、趋势跟随、回踩再上、金叉确认、顶背离减仓、或希望把技术判断沉淀成可执行规则与风控模板。
Categories
A股模拟盘交易与回测技能。Use when 用户要启动模拟仓服务、创建多账户、下限价单/市价单、撤单、查询持仓资金、验证涨跌停成交逻辑或运行A股回测。. A Share Paper Trading is an agent skill from shouldnotappearcalm/a-share-skill.
A Share Paper Trading fits situations like: 用户要启动模拟仓服务、创建多账户、下限价单/市价单、撤单、查询持仓资金、验证涨跌停成交逻辑或运行A股回测; tasks that involve Trading and backtesting.
Run `npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a claude-code`. Or copy the skill folder (a-share-paper-trading in shouldnotappearcalm/a-share-skill) into .claude/skills/a-share-paper-trading in your project. Claude Code loads it when a task matches its description.
Run `npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a codex`. Or copy the skill folder (a-share-paper-trading in shouldnotappearcalm/a-share-skill) into .agents/skills/a-share-paper-trading in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add shouldnotappearcalm/a-share-skill --skill a-share-paper-trading -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/a-share-paper-trading, .gemini/skills/a-share-paper-trading, .github/skills/a-share-paper-trading and .opencode/skills/a-share-paper-trading in your project.
Going by SKILL.md and its folder, A Share Paper Trading needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
A Share Paper Trading is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with A Share Paper Trading: Tushare Data (zillionare/zillionare, 322 stars), Tradingview MCP (atilaahmettaner/tradingview-mcp, 5k stars), Digital Oracle (komako-workshop/digital-oracle, 878 stars) and Polyclaw (chainstacklabs/polyclaw, 359 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
shouldnotappearcalm (a GitHub user) maintains it in shouldnotappearcalm/a-share-skill, which has 243 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on October 11, 2026.
Source: shouldnotappearcalm/a-share-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.