A chart-analysis tool that identifies common price patterns, such as head and shoulders, triangles, flags, and candlestick formations, and scores them with AI models.

It is for detecting reversal, continuation, candlestick, and harmonic patterns and reviewing their estimated probabilities and past results.

It helps reduce the need to spot and classify chart patterns by hand, while checking them across time periods and historical examples.

pattern-pro — Skill for Claude Code and Codex by kayzaa

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add kayzaa/k.i.t.-bot --skill pattern-pro

Clone the repo

git clone --depth 1 https://github.com/kayzaa/k.i.t.-bot

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/kayzaa/k.i.t.-bot/pattern-pro/github.svg)](https://agentmods.dev/skills/kayzaa/k.i.t.-bot/pattern-pro)

Your own site

<a href="https://agentmods.dev/skills/kayzaa/k.i.t.-bot/pattern-pro"><img src="https://agentmods.dev/badge/skills/kayzaa/k.i.t.-bot/pattern-pro/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/kayzaa/k.i.t.-bot/pattern-pro"><img src="https://agentmods.dev/badge/skills/kayzaa/k.i.t.-bot/pattern-pro.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 396 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin 100% copy Near-identical to another mod in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00000	$0.00396
Opus 5	$0.00000	$0.00198
Sonnet 5	$0.00000	$0.00079
Haiku 4.5	$0.00000	$0.00040

Measured 7d ago against content hash 582f3024ba7e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

pattern-pro scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

100% identical to pattern-pro — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/pattern-pro/SKILL.md · 76 lines

What it actually says

Pattern Recognition Pro

Advanced chart pattern detection with AI confirmation.

Overview

Automatically detect and classify chart patterns using both classical rules and AI/ML models.

Pattern Categories

Classic Patterns

Reversal:

Head & Shoulders / Inverse H&S
Double Top / Double Bottom
Triple Top / Triple Bottom
Rounding Top / Rounding Bottom
Rising/Falling Wedge (reversal context)

Continuation:

Bull/Bear Flag
Bull/Bear Pennant
Rectangle/Range
Ascending/Descending Triangle
Symmetrical Triangle
Cup and Handle

Candlestick Patterns

Bullish:

Hammer, Inverted Hammer
Morning Star, Bullish Engulfing
Three White Soldiers
Piercing Line, Doji Star

Bearish:

Shooting Star, Hanging Man
Evening Star, Bearish Engulfing
Three Black Crows
Dark Cloud Cover

Harmonic Patterns

Gartley, Bat, Butterfly
Crab, Shark, Cypher
ABCD, Three Drives

AI Enhancement

Pattern probability scoring (0-100%)
False pattern filtering
Historical success rate lookup
Multi-timeframe confirmation
Similar pattern matching from history

Configuration

patternPro:
  categories: ["classic", "candlestick", "harmonic"]
  minConfidence: 70
  useAI: true
  alertOnFormation: true
  alertOnCompletion: true
  showTargets: true
  showInvalidation: true

Output

Pattern type and direction
Entry, stop loss, take profit levels
Risk/reward ratio
Historical win rate
Confidence score
Invalidation level

Alerts

Pattern forming (early warning)
Pattern confirmed
Pattern target hit
Pattern invalidated

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

7d ago First seen · 76 lines · 0 tokens per session scan A 582f3024ba7e

Subscribe to this mod's changes

pattern-pro is a skill published in the GitHub repository kayzaa/k.i.t.-bot (5 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 396 tokens. A static security scan graded it A with 0 findings. It is 100% identical to pattern-pro, differing in 0 lines, and is treated as a copy.

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pattern-pro