Skills Data Science Detect Candlestick Patterns From Market Data

Detect Candlestick Patterns From Market Data

v20260716
market-pattern
This tool scans ingested OHLCV market data to automatically detect and classify various candlestick patterns, such as dojis, engulfing patterns, and head-shoulders formations. It not only identifies the pattern name but also assigns a type (reversal/continuation), direction, and a quantitative reliability score. It is an essential utility for technical analysis, helping users identify potential market turning points or continued trends.
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Overview

Market Pattern

Scan ingested OHLCV data for known candlestick patterns, classify them by type and reliability, and store for future reference.

When to use

When you need to identify candlestick patterns (doji, hammer, engulfing, head-shoulders, etc.) in market data. Requires data to be ingested first via market-ingest.

Steps

  1. Load candles -- call mcp__plugin_ruflo-core_ruflo__memory_search (or memory_list) on the market-data namespace to retrieve normalized OHLCV data for the symbol and period. The memory_* tool family routes by namespace; the agentdb_hierarchical-* family does NOT (it routes by tier), so use memory_* for namespaced reads.
  2. Scan for patterns -- iterate through candle sequences looking for:
    • Single-candle: doji (open ~= close), hammer (long lower wick), inverted hammer
    • Two-candle: bullish/bearish engulfing
    • Three-candle: morning star, evening star, three white soldiers, three black crows
    • Multi-candle: head & shoulders, double top/bottom, cup & handle
  3. Classify -- for each detection, assign: pattern name, type (reversal/continuation), direction (bullish/bearish), reliability score (0.0-1.0)
  4. Rank -- sort by reliability score descending
  5. Store -- two paths (per ruflo-cost-tracker ADR-0001 dual-path pattern):
    • Pattern-store (typed, recommended): mcp__plugin_ruflo-core_ruflo__agentdb_pattern-store with type: 'market-pattern'. Don't pass a namespace arg — ReasoningBank routes it; on bridge unavailability the fallback writes to the reserved pattern namespace with controller: 'memory-store-fallback' (see ruflo-agentdb ADR-0001).
    • Plain store (namespace-routable): mcp__plugin_ruflo-core_ruflo__memory_store --namespace market-patterns — this DOES respect the market-patterns namespace because memory_* is namespace-routed.
  6. Report -- display: pattern name, date range, direction, reliability, suggested action

CLI alternative

npx @claude-flow/cli@latest memory search --query "bullish reversal patterns" --namespace market-patterns
npx @claude-flow/cli@latest memory store --key "pattern-AAPL-2026-05-04-doji" --value '{...}' --namespace market-patterns
Info
Category Data Science
Name market-pattern
Version v20260716
Size 2.61KB
Updated At 2026-07-18
Language