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".

3installs

Sourcelongbridge/skills

Added on2026-05-09

NPX Install

npx skill4agent add longbridge/skills longbridge-anomaly

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 command	Returns
`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

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>
```
  .
Resolve symbol →
```
<CODE>.<MARKET>
```
and infer market for
```
--market
```
.
Call the CLI; render a structured summary (see Output).
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

Situation	Reply
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 fails	Ask for `<CODE>.<MARKET>` .
Other stderr	Relay 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 subcommand	MCP 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

Skill	Why
`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/

longbridge-anomaly

NPX Install

Tags

SKILL.md Content

longbridge-anomaly

When to use

Subcommands

Workflow

CLI

Output

Error handling

MCP fallback

Related skills

File layout