longbridge-anomaly

Original：🇺🇸 English
Translated

Market anomaly scanner and price-by-volume distribution via Longbridge Securities — `anomaly` lists unusual price/volume movements across a market (HK / US / CN / SG) or for a specific symbol; `trade-stats` returns a single stock's intraday price-volume profile (where volume sat in the day's range). Read-only. Triggers: "异动", "今天哪些股票异动", "市场异动榜", "成交分布", "价格分布", "筹码分布", "今日筹码", "成交密集区", "盘中异动", "拉升", "跳水", "閃崩", "異動", "今天哪些股票異動", "市場異動榜", "成交分佈", "價格分佈", "籌碼分佈", "今日籌碼", "成交密集區", "盤中異動", "拉昇", "跳水", "anomaly", "unusual movements", "intraday alerts", "volume spike", "price spike", "price by volume", "trade distribution", "volume profile", "VWAP zone", "where the volume sat", "TSLA anomaly", "700.HK anomaly".

9installs
Sourcelongbridge/skills
Added on

NPX Install

npx skill4agent add longbridge/skills longbridge-anomaly

Tags

Translated version includes tags in frontmatter
longbridge-climarket-anomalyprice-volume-analysisstock-market-toolsintraday-data

SKILL.md Content

View Translation Comparison →

longbridge-anomaly

Two complementary intraday lenses: market-wide unusual movements (
anomaly
) and a single stock's price-by-volume distribution (
trade-stats
).
Response language: match the user's input language — Simplified Chinese / Traditional Chinese / English.

When to use

  • "今天港股有什么异动", "US anomaly today", "市场异动榜" → 
    anomaly --market <MKT>
  • "TSLA 今天有没有异动", "700.HK 异动" → 
    anomaly --market <MKT> --symbol <SYMBOL>
  • "AAPL 今日筹码分布", "成交密集区", "price by volume", "volume profile" → 
    trade-stats <SYMBOL>
  • "X 拉升的位置在哪", "成交都堆在哪个价位" → 
    trade-stats
For tick-by-tick trade ribbon → 
longbridge-depth
(
trades
). For intraday capital flow (large/medium/small orders) → 
longbridge-capital-flow
. For market-level mood → 
longbridge-market-temp
.

Subcommands

Run 
longbridge anomaly --help
and 
longbridge trade-stats --help
if unsure of current flags. The CLI's built-in help is the canonical source.
CLI commandReturns
longbridge anomaly --market <HK|US|CN|SG> --format json
List of unusual movements in that market (default 
HK
, 
--count
up to 100, default 50).
longbridge anomaly --market <MKT> --symbol <SYMBOL> --format json
Anomalies filtered to a specific symbol.
longbridge trade-stats <SYMBOL> --format json
Intraday price-by-volume distribution for the symbol — bucketed price levels with the volume traded at each.

Workflow

  1. Decide the lens:
    • Market scan → 
      anomaly --market
      . Default to 
      HK
      if the user does not specify.
    • Single-symbol scan → 
      anomaly --market <MKT> --symbol
      .
    • Volume profile → 
      trade-stats <SYMBOL>
      .
  2. Resolve symbol → 
    <CODE>.<MARKET>
    and infer market for 
    --market
    .
  3. Call the CLI; render a structured summary (see Output).
  4. Cite Longbridge Securities and the data timestamp.

CLI

bash
# Market-wide anomaly board
longbridge anomaly --market HK                                --format json
longbridge anomaly --market US --count 100                    --format json

# Single-symbol anomaly
longbridge anomaly --market US --symbol TSLA.US               --format json

# Price-by-volume distribution
longbridge trade-stats 700.HK                                 --format json
longbridge trade-stats AAPL.US                                --format json
If 
--help
shows newer flags, follow the help output rather than hard-coding here.

Output

Render in the user's language.
anomaly
 — table grouped by anomaly type (e.g. spike up / spike down / volume surge / 60-day high / 60-day low): time / symbol / name / type / price / change %. For a market scan, sort within each group by time (most recent first) or by magnitude.
trade-stats
 — price-bucket distribution. Suggested layout:
{Symbol} ({code}) intraday price-by-volume — Source: Longbridge Securities

Total volume: V    | Total turnover: T    | VWAP: P

Top 5 volume buckets (where the volume sat):
- price [a–b]: vol X (Y% of day) ▇▇▇▇▇
- ...

Day high / low: H / L
Most-traded zone: [a–b]   (this is the heaviest range, not "support / resistance")
Do not call any range "support" or "resistance" — that is interpretive. Stick to "heaviest-traded zone". State the timestamp.
When a result is empty (no anomalies, or no volume data yet), state so explicitly.

Error handling

SituationReply
Shell 
command not found: longbridge
Fall back to MCP if configured; otherwise tell the user to install longbridge-terminal.
stderr 
not logged in
/ 
unauthorized
Hint 
longbridge auth login
.
Empty 
anomaly
list		"No anomalies detected for this market/symbol right now."
trade-stats
empty (pre-market / new listing)		"No intraday volume data yet — try after the session opens."
Symbol mapping failsAsk for 
<CODE>.<MARKET>
.
Other stderrRelay verbatim — never silently retry.

MCP fallback

When the CLI binary is missing, fall back via the equivalent MCP tool. Tool names typically mirror CLI subcommand names (snake_case).
CLI subcommandMCP tool
anomaly
mcp__longbridge__anomaly
trade-stats
mcp__longbridge__trade_stats
If a name above does not resolve, fall back via the equivalent MCP tool when CLI is missing.

Related skills

SkillWhy
longbridge-quote
Live price + change behind the anomaly.
longbridge-capital-flow
Whose money drove the move (large / medium / small orders).
longbridge-depth
Tick-by-tick trades and orderbook microstructure.
longbridge-news
News / filings that could explain the spike.
longbridge-catalyst-radar
Watchlist-scoped briefings that aggregate anomalies.

File layout

longbridge-anomaly/
└── SKILL.md          # prompt-only, no scripts/