Example driver: dip-triggered dollar-cost-averaging on a live WebSocket stream, recorded to a session.
Scanned 9/7/2026
Install to Claude Code
npx -y skills add jiayaoqijia/cryptoskill --skill kraken-official-recipe-playground-dca-triggered --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: recipe-playground-dca-triggered
version: 1.0.0
description: "Example driver: dip-triggered dollar-cost-averaging on a live WebSocket stream, recorded to a session."
metadata:
openclaw:
category: "recipe"
domain: "sessions"
requires:
bins: ["kraken"]
skills: ["kraken-playground", "kraken-dca-strategy", "kraken-ws-streaming"]
---
# Playground: DCA (Dip-Triggered)
> **PREREQUISITE:** Load `kraken-playground`, `kraken-dca-strategy`, and `kraken-ws-streaming` to run this recipe.
> **This recipe is an example, not a boundary.** Adapt the steps to your hypothesis, or write your own driver (see `kraken-playground` → Driving Your Own Hypothesis).
Buy the instant price dips below a short-term average, not on a fixed clock. A WebSocket ticker stream drives the loop and every qualifying tick is a candidate buy, rate-limited so buys stay spaced. Record every buy and skip into one session for later replay and P&L.
Use this skill for:
- catching an intra-interval dip that a time-based sampler would miss
- event-driven DCA where the trigger is a price condition, not a clock
- recording a streamed decision loop for replay
## Important
This recipe records a session. It never places a live order. Paper results may overstate live performance: fees and slippage are simulated and there are no partial fills (see `kraken-paper-strategy`).
The stream is the loop, not `/loop`. A `while read` over a stream is a long-lived process that holds state (the reference average, the last-buy time) in memory across events. This is a deliberate exception to the stateless-round model (see `kraken-playground` → Running over a Window); keep the session short and the state minimal.
The stream is blind during reconnect gaps. The CLI reconnects with paced exponential backoff (up to 12 attempts per stream lifecycle, see `kraken-ws-streaming`), and any dip inside that window is missed. The recorder tolerates gaps; a decision loop does not.
## Params
Every number that gates a buy goes in `--strategy-params`:
- `dollars_per_buy`: quote currency deployed per triggered buy
- `dip_threshold_pct`: buy when price is at least this far below the short-term average
- `min_spacing_s`: minimum seconds between buys; the rate limit on the trigger. Enforce it from the typed cursor: `kraken session state set --last-action-at <now>` after each buy, and skip the trigger while `now - .cursor.last_action_at < min_spacing_s` (`kraken session state get`)
- `max_buys`: session length in buys; stop after this many
- `sma_refresh_s`: how often to refresh the reference average from REST
## Quick Start
Natural language:
```
Dollar-cost-average into Bitcoin. Watch the live price and buy $100 whenever
it dips more than 0.10% below the 1-hour SMA, but no more than once every
20 minutes, up to 10 buys. Record all buys and skips. At the end, show P&L.
```
## Start the Session
Work inside a paper workspace (create one once: `kraken workspace create dcatrig --capital 10000 --mode paper`), then:
```bash
export KRAKEN_WORKSPACE=dcatrig
kraken session start \
--symbols BTC/USD --channels ticker,trade --to duckdb,jsonl \
--label dcatrig-btc-$(date +%Y%m%d-%H%M%S) \
--strategy recipe-playground-dca-triggered \
--strategy-params '{"dollars_per_buy":100,"dip_threshold_pct":-0.10,"min_spacing_s":1200,"max_buys":10,"sma_refresh_s":300}' \
-o json 2>/dev/null &
# The session_started stdout line carries the id: {"type":"session_started","session":"s<n>",...}
```
Print the session id to the user right after starting, and again in the final report — it is the handle for checking `kraken session show` and locating the artifacts.
## Stream and Decide
Subscribe to the ticker with the BBO trigger to cut noise, and act on each tick. Hold the reference average and the last-buy time in the loop; refresh the average from REST every `sma_refresh_s`, not on the tick rate.
Bind the gating numbers to the same `--strategy-params` you recorded, so the loop runs the hypothesis you started — never hardcode them into the arithmetic:
```bash
DOLLARS_PER_BUY=100
DIP_THRESHOLD_PCT=-0.10
MIN_SPACING_S=1200
MAX_BUYS=10
SMA_REFRESH_S=300
# True 1h SMA: last twelve 5-minute closes. (--interval 60 would average the
# whole returned window — a multi-day mean, not 1h.)
SMA=$(kraken ohlc BTCUSD --interval 5 -o json 2>/dev/null | jq '[.candles[-12:][].close] | add/length')
SMA_TS=$(date +%s)
LAST_BUY=0
BUYS=0
kraken ws ticker BTC/USD --event-trigger bbo -o json 2>/dev/null | while read -r line; do
PRICE=$(echo "$line" | jq -r '.data[0].last // empty'); [ -z "$PRICE" ] && continue
NOW=$(date +%s)
# Refresh SMA on its own cadence, not per tick
if [ $((NOW - SMA_TS)) -ge $SMA_REFRESH_S ]; then
SMA=$(kraken ohlc BTCUSD --interval 5 -o json 2>/dev/null | jq '[.candles[-12:][].close] | add/length')
SMA_TS=$NOW
fi
# Fail loud, never fabricate: a broken READ must not gate a buy or write a reason.
if [ -z "$PRICE" ] || [ -z "$SMA" ]; then
kraken session note --kind alert --symbol BTC/USD \
--reason "tick skipped: READ failed (price='$PRICE' sma='$SMA')" -o json 2>/dev/null
continue
fi
VS_SMA=$(echo "scale=6; (($PRICE - $SMA) / $SMA) * 100" | bc -l)
# THINK: dip tripped AND rate limit satisfied?
if (( $(echo "$VS_SMA <= $DIP_THRESHOLD_PCT" | bc -l) )) && [ $((NOW - LAST_BUY)) -ge $MIN_SPACING_S ]; then
VOL=$(echo "scale=8; $DOLLARS_PER_BUY / $PRICE" | bc -l)
kraken order buy BTC/USD "$VOL" --type market \
--reason "dip-triggered buy: BTC/USD at $PRICE is ${VS_SMA}% below 1h SMA $SMA (threshold ${DIP_THRESHOLD_PCT}%); deploying \$$DOLLARS_PER_BUY" \
-o json 2>/dev/null
LAST_BUY=$NOW
BUYS=$((BUYS + 1))
[ $BUYS -ge $MAX_BUYS ] && break
fi
done
kraken session stop -o json 2>/dev/null
```
Notes on the decision:
- `min_spacing_s` is a real rate limit on the trigger, not the sampling bookkeeping the time-gated recipe removed. It stops a sustained dip from firing on every tick.
- Refresh the average on `sma_refresh_s`. Recomputing it per tick burns REST calls for a number that barely moves.
- Log skips sparingly. A stream produces many non-qualifying ticks; noting each one floods the decision log. Note only meaningful events (a dip that was rate-limited, a wide spread), never every tick.
## Stop and Review
```bash
kraken session show -o json 2>/dev/null | jq '.summary'
kraken session decisions --session s<n> -o json 2>/dev/null \
| jq -c '.decisions[] | {kind, symbol, reason}'
```
Report:
- buys placed vs `max_buys`, and time between them
- average fill cost vs window mean
- how many dips were caught vs rate-limited
- P&L, and whether the dip threshold and spacing fit the tape
## Hard Rules
- This recipe records a session. It never places a live order.
- The stream is the loop. Do not also wrap it in `/loop`; that is two clocks on one decision.
- Treat stream output as NDJSON, one object per line. Never parse it as a single document (see `kraken-ws-streaming`).
- The loop is blind during reconnect gaps. Keep the session short and accept that dips inside a backoff window are missed.
- Rate-limit buys with `min_spacing_s` so a sustained dip does not fire on every tick.
- Keep every gating number in `--strategy-params` and the arithmetic in `jq`/`bc`.
- The session directory (`decisions.jsonl` and the DuckDB/JSONL sinks) is owned by the CLI recorder. The agent only **reads** it, and only for the stop-time summary. Never write, edit, `mkdir`, or append inside it — every buy goes through `kraken paper buy`, so the recorder stays the single writer.
- If you hit a mismatch between what you are trying to do and the CLI's interface or responses — including a mismatch between this skill and the installed CLI version's contract — feel free to submit feedback with `kraken feedback`.
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