AI-Trader Heartbeat Polling
HKUDS/AI-Trader
Polls the AI-Trader heartbeat API on a regular interval to reliably receive messages and tasks, treating the optional WebSocket feed as a non-guaranteed supplement.
Reference guides for building Rust apps on the Tiger Brokers OpenAPI SDK: setup, async market data, orders, accounts, options and real-time push.
$ npx skills add qusong0627/QuantMind --skill tigeropen-rust -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-rust --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/qusong0627/QuantMind.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tigeropen-rust .claude/skills/tigeropen-rust && 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 "tigeropen-rust" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-rust into .claude/skills/tigeropen-rust/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-rust", 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/qusong0627/QuantMind/tree/master/skills/tigeropen-rustType 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 qusong0627/QuantMind --skill tigeropen-rust -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-rust --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/qusong0627/QuantMind.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tigeropen-rust .agents/skills/tigeropen-rust && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tigeropen-rust" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-rust into .agents/skills/tigeropen-rust/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-rust", 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 qusong0627/QuantMind --skill tigeropen-rust -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-rust --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/qusong0627/QuantMind.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tigeropen-rust .cursor/skills/tigeropen-rust && 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 "tigeropen-rust" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-rust into .cursor/skills/tigeropen-rust/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-rust", 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/qusong0627/QuantMind.git --path skills/tigeropen-rust--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 qusong0627/QuantMind --skill tigeropen-rust -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-rust --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/qusong0627/QuantMind.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tigeropen-rust .gemini/skills/tigeropen-rust && 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 "tigeropen-rust" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-rust into .gemini/skills/tigeropen-rust/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-rust", 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 qusong0627/QuantMind tigeropen-rustInstalls 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 qusong0627/QuantMind --skill tigeropen-rust -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/qusong0627/QuantMind.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tigeropen-rust .github/skills/tigeropen-rust && 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 "tigeropen-rust" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-rust into .github/skills/tigeropen-rust/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-rust", 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 qusong0627/QuantMind --skill tigeropen-rust -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-rust --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/qusong0627/QuantMind.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tigeropen-rust .opencode/skills/tigeropen-rust && 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 "tigeropen-rust" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-rust into .opencode/skills/tigeropen-rust/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-rust", 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.
tigeropen-rustReference guides for building Rust apps on the Tiger Brokers OpenAPI SDK: setup, async market data, orders, accounts, options and real-time push.
The skill is a bilingual English and Chinese guide to the `tigeropen` crate, which needs Rust 1.70 or later and the tokio async runtime. The agent replies in the language you write in and keeps code, API names and parameter names untranslated. Six reference files cover a quickstart (install, config, async setup, error handling), market data, trading, real-time push, account management and options trading.
Market data covers quotes, K-lines, depth, options and futures. Trading covers placing, modifying and cancelling orders plus positions and assets. Push uses async WebSocket subscriptions for quotes, orders and positions. Option guidance includes chains, expirations, Greeks and multi-leg orders. A lookup table maps common Hong Kong and US company names to ticker codes. Because trading involves real money, generated code defaults to a paper trading account, and the agent must confirm order details before any live order.
Read from SKILL.md and the folder at commit 2e93d9a. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are rust).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.itigerup.comgithub.comFrom 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.
Requires Rust 1.70+, tokio async runtime
From compatibility in the SKILL.md frontmatter.
Tiger Brokers Rust SDK loads about 1.1k tokens when it runs, and up to ~15k if it reads all its reference files. Until then it costs about 143 tokens; SKILL.md has 219 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); files beside SKILL.md are not scanned.
The full file from qusong0627/QuantMind at commit 2e93d9a, republished under its Apache-2.0 licence (© qusong0627). 219 words, ~1,064 tokens.
.claude/skills/tigeropen-rust/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.老虎量化开放平台 Rust SDK 完整技能集 / Complete AI skill set for Tiger Brokers OpenAPI (Rust)
安全警告 / Safety Warning: 交易涉及真实资金。生成交易代码时默认使用模拟账户,除非用户明确要求实盘。实盘下单前必须与用户确认订单详情。 Trading involves real money. Default to Paper Trading when generating trading code. Always confirm order details before live orders.
tigeropen | Rust 1.70+, tokio async根据用户输入语言自动回复。技术术语(代码、API 名称、参数名)保持原文不翻译。 Reply in the user's language. Keep technical terms (code, API names, parameters) as-is.
use tigeropen::config::ClientConfig;
use tigeropen::model::quote_requests::BriefRequest;
use tigeropen::model::trade_requests::OrdersRequest;
use tigeropen::quote::QuoteClient;
use tigeropen::trade::TradeClient;
#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
// 1. 创建配置 / Create config
let config = ClientConfig::builder()
.tiger_id("your_tiger_id")
.private_key("your_rsa_private_key")
.account("your_account")
.build()?;
// 2. 查询行情 / Query quotes
let qc = QuoteClient::from_config(config.clone());
let briefs = qc
.get_real_time_quote(BriefRequest {
symbols: Some(vec!["AAPL".to_string(), "TSLA".to_string()]),
..Default::default()
})
.await?;
for b in &briefs {
println!("{} latest={}", b.symbol, b.latest_price);
}
// 3. 交易操作 / Trading
let tc = TradeClient::from_config(config.clone());
let orders = tc
.get_orders(OrdersRequest {
limit: Some(20),
..Default::default()
})
.await?;
println!("orders: {}", orders.len());
Ok(())
}| Task | Reference |
|---|---|
| First time setup, SDK install, auth config | quickstart.md |
| Get stock/option/future quotes, K-lines | quote.md |
| Place/modify/cancel orders, check positions/assets | trade.md |
| Real-time streaming data via WebSocket | push.md |
| Account info, assets, fund transfer, deposit/withdrawal | account.md |
| Option chain, Greeks, expirations, multi-leg orders | option.md |
| 常见称呼 | 代码 Symbol |
|---|---|
| 腾讯 | 00700 |
| 阿里巴巴 | 09988 |
| 美团 | 03690 |
| 小米 | 01810 |
| 常见称呼 | 代码 Symbol |
|---|---|
| 苹果 / Apple | AAPL |
| 特斯拉 / Tesla | TSLA |
| 英伟达 / NVIDIA | NVDA |
| 微软 / Microsoft | MSFT |
| 谷歌 / Google | GOOGL |
| 亚马逊 / Amazon | AMZN |
| Meta | META |
| 老虎证券 / TIGR | TIGR |
| 标普500 ETF / SPY | SPY |
| 纳指 ETF / QQQ | QQQ |
© qusong0627, Apache-2.0. 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 6 other files (references) in skills/tigeropen-rust of qusong0627/QuantMind.
Open the folder on GitHubat commit 2e93d9a
Tiger Brokers Rust SDK 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 |
|---|---|---|---|---|---|---|
| Tiger Brokers Rust SDK this skillqusong0627/QuantMind | 1.7k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| AI-Trader Heartbeat PollingHKUDS/AI-Trader | 23k | — | ~1.6k | Automated safety check: Pass | None | |
| Pyth Network Price Feedsinternet-court/internet-court-skill | 6.5k | 2 repos | ~3.9k | Automated safety check: Pass | Apache-2.0 | |
| Switchboard Oracle SDKinternet-court/internet-court-skill | 6.5k | 2 repos | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Gemini Live API Devgoogle-gemini/gemini-skills | 4.3k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| fp-go HTTP Client PatternsIBM/fp-go | 2k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 |
HKUDS/AI-Trader
Polls the AI-Trader heartbeat API on a regular interval to reliably receive messages and tasks, treating the optional WebSocket feed as a non-guaranteed supplement.
internet-court/internet-court-skill
Shows how to read Pyth oracle prices in Solana apps, off-chain through the Hermes client or on-chain from an Anchor program, including confidence and EMA values.
internet-court/internet-court-skill
Covers integrating Switchboard oracles on Solana: pull feeds, oracle quotes, VRF randomness and Surge WebSocket streaming, from both the TypeScript SDK and Rust.
google-gemini/gemini-skills
A skill your agent uses when building real-time, bidirectional streaming applications with the Gemini Live API, or migrating legacy Live models (2.0/2.5/3.1) to Gemini 3.8 Live.
IBM/fp-go
Shows how to build composable, context-aware HTTP pipelines in Go using fp-go's ReaderIOResult monad instead of raw net/http calls.
moq-dev/moq
Build live video, audio, and real-time data apps with Media over QUIC (MoQ). Use when adding live streaming, conferencing, voice AI, or real-time pub/sub to…
qusong0627/QuantMind
Produces a post-market review report for the China A-share market from local QuantDB data, news sentiment and model signals, ending in a next-day direction call.
qusong0627/QuantMind
Queries Futu quotes, options, fundamentals and accounts and places orders through the Futu OpenAPI Python SDK, defaulting to simulated trading.
qusong0627/QuantMind
Turns a plain-language model training request into a validated QuantMind training config file that can be imported from the Model Training page.
qusong0627/QuantMind
Covers the Tiger Brokers OpenAPI Python SDK for market data, stock, futures and options trading, push subscriptions, a CLI and an MCP server, defaulting to paper trading.
qusong0627/QuantMind
Guides an agent through the Tiger Brokers OpenAPI C++ SDK for build setup, market data, orders and real-time push, defaulting to paper trading.
qusong0627/QuantMind
Guides building C# and .NET apps on the Tiger Brokers OpenAPI SDK: setup, market data, orders, accounts, options and real-time push, defaulting to paper trading.
Works with
Categories
Reference guides for building Rust apps on the Tiger Brokers OpenAPI SDK: setup, async market data, orders, accounts, options and real-time push. 70 or later and the tokio async runtime. The agent replies in the language you write in and keeps code, API names and parameter names untranslated.
Tiger Brokers Rust SDK fits situations like: setting up the Tiger Brokers OpenAPI Rust SDK in a new project; querying quotes, K-lines or option chains asynchronously from Rust; placing, modifying or cancelling orders through the SDK; subscribing to real-time quote, order or position updates.
Run `npx skills add qusong0627/QuantMind --skill tigeropen-rust -a claude-code`. Or copy the skill folder (skills/tigeropen-rust in qusong0627/QuantMind) into .claude/skills/tigeropen-rust in your project. Claude Code loads it when a task matches its description.
Run `npx skills add qusong0627/QuantMind --skill tigeropen-rust -a codex`. Or copy the skill folder (skills/tigeropen-rust in qusong0627/QuantMind) into .agents/skills/tigeropen-rust 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 qusong0627/QuantMind --skill tigeropen-rust -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tigeropen-rust, .gemini/skills/tigeropen-rust, .github/skills/tigeropen-rust and .opencode/skills/tigeropen-rust in your project.
SKILL.md names no scripts, command-line tools or credentials: Tiger Brokers Rust SDK is instructions for the agent only. Our summary lists: Rust 1.70 or later with the tokio async runtime; The `tigeropen` crate. Compatibility (from SKILL.md): Requires Rust 1.70+, tokio async runtime.
SKILL.md names 2 domains. As links in the text: docs.itigerup.com and github.com. 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. Review the folder before installing.
Tiger Brokers Rust SDK is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 13k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Tiger Brokers Rust SDK: AI-Trader Heartbeat Polling (HKUDS/AI-Trader, 23k stars), Pyth Network Price Feeds (internet-court/internet-court-skill, 6.5k stars), Switchboard Oracle SDK (internet-court/internet-court-skill, 6.5k stars) and Gemini Live API Dev (google-gemini/gemini-skills, 4.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
qusong0627 (a GitHub user) maintains it in qusong0627/QuantMind, which has 1,723 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 9, 2026.
Source: qusong0627/QuantMind on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.