CCXT Crypto Exchange Library
2025Emma/vibe-coding-cn
Reference help for the CCXT library covering crypto exchange APIs, market data, trading and order management across 150+ exchanges in JavaScript, Python and PHP.
Reference guides for building Go trading apps on the Tiger Brokers OpenAPI: SDK setup, market data, stock, futures and options orders, accounts and push streams.
$ npx skills add qusong0627/QuantMind --skill tigeropen-go -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-go --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-go .claude/skills/tigeropen-go && 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-go" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-go into .claude/skills/tigeropen-go/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-go", 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-goType 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-go -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-go --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-go .agents/skills/tigeropen-go && 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-go" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-go into .agents/skills/tigeropen-go/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-go", 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-go -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-go --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-go .cursor/skills/tigeropen-go && 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-go" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-go into .cursor/skills/tigeropen-go/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-go", 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-go--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-go -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install qusong0627/QuantMind tigeropen-go --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-go .gemini/skills/tigeropen-go && 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-go" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-go into .gemini/skills/tigeropen-go/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-go", 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-goInstalls 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-go -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-go .github/skills/tigeropen-go && 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-go" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-go into .github/skills/tigeropen-go/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-go", 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-go -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-go --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-go .opencode/skills/tigeropen-go && 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-go" agent skill from https://github.com/qusong0627/QuantMind/tree/master/skills/tigeropen-go into .opencode/skills/tigeropen-go/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tigeropen-go", 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-goReference guides for building Go trading apps on the Tiger Brokers OpenAPI: SDK setup, market data, stock, futures and options orders, accounts and push streams.
The skill bundles six reference guides: a quickstart for SDK install, config, client setup, enums and error handling; market data for real-time quotes, K-lines, depth, options and futures; trading for placing, modifying and canceling orders and querying positions and assets; WebSocket push for quotes, orders, positions and assets; account management, including transfers, deposits and withdrawals; and options with chains, expirations, Greeks and multi-leg orders.
Trading involves real money, so generated trading code defaults to a paper trading account and live orders need your confirmation of the order details first. The skill replies in the language you write in, keeps code and API names untranslated and includes a lookup table of common Hong Kong and US ticker symbols. The module is `github.com/tigerfintech/openapi-go-sdk`, which needs Go 1.20 or later.
Read from SKILL.md and the folder at commit 81e79e4. 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 go).
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 Go 1.20+
From compatibility in the SKILL.md frontmatter.
Tiger Brokers OpenAPI Go SDK loads about 1.1k tokens when it runs, and up to ~14k if it reads all its reference files. Until then it costs about 158 tokens; SKILL.md has 218 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 81e79e4, republished under its Apache-2.0 licence (© qusong0627). 218 words, ~1,098 tokens.
.claude/skills/tigeropen-go/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 Go SDK 完整技能集 / Complete AI skill set for Tiger Brokers OpenAPI (Go)
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.
github.com/tigerfintech/openapi-go-sdk | Go 1.20+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.
package main
import (
"fmt"
"log"
"github.com/tigerfintech/openapi-go-sdk/client"
"github.com/tigerfintech/openapi-go-sdk/config"
"github.com/tigerfintech/openapi-go-sdk/model"
"github.com/tigerfintech/openapi-go-sdk/quote"
"github.com/tigerfintech/openapi-go-sdk/trade"
)
func main() {
// 1. 创建配置 / Create config
cfg, err := config.NewClientConfig(
config.WithTigerID("your_tiger_id"),
config.WithPrivateKey("your_rsa_private_key"),
config.WithAccount("your_account"),
)
if err != nil {
log.Fatal(err)
}
// 2. 创建 HTTP 客户端 / Create HTTP client
httpClient := client.NewHttpClient(cfg)
// 3. 查询行情 / Query quotes
qc := quote.NewQuoteClient(httpClient)
briefs, err := qc.GetRealTimeQuote(model.BriefRequest{
Symbols: []string{"AAPL", "TSLA"},
})
if err != nil {
log.Fatal(err)
}
for _, b := range briefs {
fmt.Printf("%s latest=%.2f\n", b.Symbol, b.LatestPrice)
}
// 4. 交易操作 / Trading
tc := trade.NewTradeClient(httpClient, cfg.Account)
orders, err := tc.Orders(model.OrdersRequest{Limit: 20})
if err != nil {
log.Fatal(err)
}
fmt.Println("orders:", len(orders))
}| 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-go of qusong0627/QuantMind.
Open the folder on GitHubat commit 81e79e4
Tiger Brokers OpenAPI Go 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 OpenAPI Go SDK this skillqusong0627/QuantMind | 1.7k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| CCXT Crypto Exchange Library2025Emma/vibe-coding-cn | 23k | 1 repos | ~4.4k | Automated safety check: Pass | MIT | |
| fp-go HTTP Client PatternsIBM/fp-go | 2k | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | |
| Coingeckosendaifun/skills | 130 | 1 repos | ~4.8k | Automated safety check: Notes | Apache-2.0 | |
| TqSdk Trading and Datashinnytech/tqsdk-python | 5.1k | — | ~2k | Automated safety check: Pass | Apache-2.0 | |
| AI-Trader Signal PlatformHKUDS/AI-Trader | 23k | — | ~8.5k | Automated safety check: Pass | None |
2025Emma/vibe-coding-cn
Reference help for the CCXT library covering crypto exchange APIs, market data, trading and order management across 150+ exchanges in JavaScript, Python and PHP.
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.
sendaifun/skills
Complete CoinGecko Solana API integration for token prices, DEX pool data, OHLCV charts, trades, and market analytics.
shinnytech/tqsdk-python
Answers TqSdk Python questions on market data, accounts, orders, margin trials, simulation and backtesting, using the library's own docs and examples.
HKUDS/AI-Trader
Connects an agent to the AI-Trader platform's API to publish trading signals and follow traders, routing to child skills for copy trading, trade sync and market data.
2025Emma/vibe-coding-cn
CoinGecko API documentation - cryptocurrency market data API, price feeds, market cap, volume, historical data. Use when integrating CoinGecko API, building…
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 Go trading apps on the Tiger Brokers OpenAPI: SDK setup, market data, stock, futures and options orders, accounts and push streams. The skill bundles six reference guides: a quickstart for SDK install, config, client setup, enums and error handling; market data for real-time quotes, K-lines, depth, options and futures; trading for placing, modifying and canceling orders and querying positions and assets; WebSocket push for quotes, orders, positions and assets; account management, including transfers, deposits and withdrawals; and options with chains, expirations, Greeks and multi-leg orders.
Tiger Brokers OpenAPI Go SDK fits situations like: writing Go code that queries Tiger Brokers market data; placing, modifying or canceling orders through the Tiger OpenAPI; subscribing to real-time quote or order pushes; looking up option chains and Greeks.
Run `npx skills add qusong0627/QuantMind --skill tigeropen-go -a claude-code`. Or copy the skill folder (skills/tigeropen-go in qusong0627/QuantMind) into .claude/skills/tigeropen-go in your project. Claude Code loads it when a task matches its description.
Run `npx skills add qusong0627/QuantMind --skill tigeropen-go -a codex`. Or copy the skill folder (skills/tigeropen-go in qusong0627/QuantMind) into .agents/skills/tigeropen-go 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-go -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-go, .gemini/skills/tigeropen-go, .github/skills/tigeropen-go and .opencode/skills/tigeropen-go in your project.
SKILL.md names no scripts, command-line tools or credentials: Tiger Brokers OpenAPI Go SDK is instructions for the agent only. Our summary lists: Go 1.20 or later; A Tiger Brokers account with OpenAPI access. Compatibility (from SKILL.md): Requires Go 1.20+.
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 OpenAPI Go 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 4.4k 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 OpenAPI Go SDK: CCXT Crypto Exchange Library (2025Emma/vibe-coding-cn, 23k stars), fp-go HTTP Client Patterns (IBM/fp-go, 2k stars), Coingecko (sendaifun/skills, 130 stars) and TqSdk Trading and Data (shinnytech/tqsdk-python, 5.1k 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 1,728 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on October 11, 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.