AKQuant Strategy Developer
Generates runnable akquant quant-strategy code: hooks, backtest, risk, optimizat
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 19, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Jul 30, 2026 · c9ae0c4
⚠ This skill is no longer available upstream. Our re-check on Aug 10, 2026 couldn't find it any more (repo unreachable/deleted). The test below is what we measured on Jul 19, 2026 and we're leaving it up as a record — but there is nothing left to install, so we've removed the command.
Generated a dual-MA backtest whose Strategy class (on_bar, get_history, buy/sell, get_position) ran verbatim against real akquant 0.3.7 and returned a BacktestResult with Sharpe and max-drawdown. The Stage-4 run_backtest example is stale though: execution_mode="NextOpen" now raises ValueError and symbol= must become symbols=. Since akquant is an obscure 156-star framework a no-skill baseline cannot write runnable code for, the correct Strategy API it hands over is a real, measured win once you fix those two runner params.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 7/10
- Docs & honesty 4/5
What AKQuant Strategy Developer does
Generates executable quantitative-trading strategy code for the akquant framework, covering the Strategy lifecycle hooks, backtest configuration, order management, risk rules, and parameter optimization. Bundles an API reference, strategy patterns, risk and optimization guides plus a code template. Triggers when a user develops a quant strategy, sets up a backtest, adds risk controls, tunes parameters, or mentions akquant.
How to install AKQuant Strategy Developer
Nothing to install: the source repository no longer has this skill. If the author brings it back, our daily re-check will pick it up and the command will reappear here.
Commands — how to trigger AKQuant Strategy Developer
-
/akquantGenerates runnable akquant quant-strategy code: hooks, backtest, risk, optimizat
It also activates on plain-language prompts like these:
-
帮我用akquant写一个双均线交叉策略,回测最近一年的数据并加上止损风控规则。 -
给现有的akquant动量策略加上最大回撤熔断和仓位管理规则,然后重新跑一次回测。 -
帮我配置akquant的参数优化流程,在不同均线周期组合里寻找夏普比率最高的那一组。
Frequently asked questions
- Is the AKQuant Strategy Developer skill free?
- Yes. The skill itself is free from lzwme/finance-quant-skills. SkillProof publishes the install command and an independent test verdict at no cost.
- Does AKQuant Strategy Developer work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 19, 2026. Verdict: Tested · Works. Generated a dual-MA backtest whose Strategy class (on_bar, get_history, buy/sell, get_position) ran verbatim against real akquant 0.3.7 and returned a BacktestResult with Sharpe and max-drawdown. The Stage-4 run_backtest example is stale though: execution_mode="NextOpen" now raises ValueError and symbol= must become symbols=. Since akquant is an obscure 156-star framework a no-skill baseline cannot write runnable code for, the correct Strategy API it hands over is a real, measured win once you fix those two runner params.
- What is the AKQuant Strategy Developer SkillProof Score?
- 8.4/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 7/10, docs & honesty 4/5.
- How do I install AKQuant Strategy Developer?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use AKQuant Strategy Developer with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.