菜单
Rank StrategyFactory strategies specifically by profit factor with sanity floors so PF outliers from tiny samples don't dominate. Use when the user asks "find high profit factor strategies / show me PF > 2 / which strategies have the best risk-reward / what's got the cleanest profit factor". Read-only.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Pick the best StrategyFactory strategies using a multi-factor composite score (profit factor + sharpe + drawdown + recency + sample size). Use whenever the user asks "what's the best strategy on SF / pick me the top N / find me bangers / which strategies should I deploy". Returns a ranked shortlist with per-factor breakdown so the agent can explain WHY each pick made it. Read-only.
Deploy a StrategyFactory strategy as a copy bot on one of your connected exchanges. Use only after the user has explicitly chosen a strategy (typically via sf-best-pick / sf-market-fit / sf-profit-factor) and named the target exchange and sizing. Dangerous — creates a live bot that places real orders. Always confirm with the user before invoking.
Diagnose whether a strategy's edge is alive, softening, decaying, or dead — by comparing forward-test vs backtest profit factor / win rate and 7d vs 30d vs 90d recency. Use when the user asks "is this strategy still working / is the edge alive / is X dying / health-check this strategy". Read-only.
List HOT StrategyFactory strategies with optional quant filters and sorting. Use when the user asks "what's hot on StrategyFactory", "scan SF for live strategies", "show me HOT strategies with PF > 1.5", or any variant of "what's on the SF leaderboard". Read-only, requires SF_API_KEY/SF_API_SECRET.
Recurring scanner that watches the StrategyFactory HOT leaderboard and surfaces NEW top-N picks as they appear. Designed to be wrapped by the /loop skill (or any cron) — runs one pass per invocation, persists the previous top-N to disk, and emits a delta. Use when the user asks "keep an eye on SF for new winners / monitor the leaderboard / alert me when a new top edge shows up / find me new bangers automatically".
Recurring health watch for deployed bots. One invocation = one pass. Flags decaying / dead bots, can auto-pause them, persists a log so consecutive runs don't double-fire. Pair with the /loop skill for an always-on roster cleaner. Use when the user asks "watch my bots for edge decay automatically / auto-pause dying bots / kill dead edges on a loop / monitor roster health".
| name | sf-profit-factor |
| description | Rank StrategyFactory strategies specifically by profit factor with sanity floors so PF outliers from tiny samples don't dominate. Use when the user asks "find high profit factor strategies / show me PF > 2 / which strategies have the best risk-reward / what's got the cleanest profit factor". Read-only. |
Profit factor is gross-profit / gross-loss. Above 1 means edge, above 1.5 is strong, above 2 is elite. This skill ranks strategies by PF but applies sanity floors so a strategy with PF=8 over 5 trades doesn't beat one with PF=2.5 over 800 trades.
score = 0.70 * min(PF, 5) / 5 # PF capped at 5 so outliers don't dominate
+ 0.20 * (1 - drawdown/40) # drawdown penalty
+ 0.10 * min(trades, 500)/500 # sample-size confidence
python sf-profit-factor/pf.py \
[--top N] # default 10
[--prescreen N] # default 200
[--min-pf X] # default 1.5
[--min-trades N] # default 100
[--max-drawdown %] # default 30
[--pair CSV] [--timeframe CSV]
[--json]
Table sorted by raw PF (so the user sees what they came for), with the sanity-aware score in the last column.