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.

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

# 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

MCP fallback

When the CLI binary is missing, fall back via the equivalent MCP tool. Tool names typically mirror CLI subcommand names (snake_case).

When the CLI is unavailable, fall back to the MCP server. Discover available tools from the MCP server's tool list at runtime — do not rely on hardcoded tool names.

If a name above does not resolve, fall back via the equivalent MCP tool when CLI is missing.

Related skills

File layout

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