longbridge-earnings-revision

Original：🇺🇸 English

Translated

Earnings estimate revision analysis for listed companies via Longbridge — tracks analyst consensus revision direction (upgrade / downgrade), earnings surprise (SUE = standardised unexpected earnings), PEAD post-earnings drift signals (consecutive beats + upward revisions = positive momentum), and management guidance revision impact. Builds on raw data from longbridge-consensus. Triggers: "预期修正", "盈利修正", "分析师上调", "分析师下调", "超预期", "低于预期", "PEAD", "财报后漂移", "业绩意外", "管理层指引", "預期修正", "盈利修正", "分析師上調", "分析師下調", "超預期", "低於預期", "財報後漂移", "業績意外", "管理層指引", "earnings revision", "estimate revision", "analyst upgrade", "analyst downgrade", "beat miss surprise", "SUE", "PEAD post-earnings drift", "guidance revision", "estimate cut raise".

3installs

Sourcelongbridge/skills

Added on2026-05-09

NPX Install

npx skill4agent add longbridge/skills longbridge-earnings-revision

SKILL.md Content

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longbridge-earnings-revision

Prompt-only analysis skill. Orchestrates Longbridge CLI commands to track analyst estimate revision direction, quantify earnings surprise, detect PEAD momentum signals, and analyse management guidance shifts.

Response language: match the user's input language — Simplified Chinese / Traditional Chinese / English.

When to use

"TSLA 预期修正方向", "TSLA estimate revision trend", "TSLA 預期修正方向"
"NVDA 超预期幅度", "NVDA earnings surprise", "NVDA 超預期幅度"
"AAPL PEAD 信号", "AAPL post-earnings drift signal"
"700.HK 分析师上调了吗", "700.HK analyst upgrades"
"苹果管理层指引变了吗", "AAPL management guidance revision"

For raw consensus snapshot (current estimates only) use

longbridge-consensus

. For valuation use

longbridge-valuation

.

CLI

Run

longbridge <subcommand> --help

to verify exact flags. Call concurrently:

bash

# Consensus base — always run
longbridge consensus <SYMBOL> --format json

# Forward EPS by period
longbridge forecast-eps <SYMBOL> --format json

# Rating distribution + target price change history (key for revision direction)
longbridge institution-rating <SYMBOL> --format json
longbridge institution-rating <SYMBOL> --history --format json

# If unsure about flags:
longbridge consensus --help
longbridge forecast-eps --help
longbridge institution-rating --help

Workflow

Resolve symbol to
```
<CODE>.<MARKET>
```
format.

Determine scope from user prompt:

Prompt intent	Commands to run
Revision direction	`consensus` + `institution-rating --history`
Beat / miss / surprise	`forecast-eps` (actuals vs estimates)
PEAD signal	`forecast-eps` + `institution-rating --history`
Guidance revision impact	`consensus` + `institution-rating --history`

In-LLM analysis:

Estimate revision direction

Compare current consensus mean EPS vs prior period from

institution-rating --history

:

Rising → upward revision (bullish signal)
Flat → neutral
Falling → downward revision (bearish signal)

Count: how many analysts revised up vs down over last 30 / 90 days.

Earnings surprise (SUE)

SUE = (Actual EPS − Consensus estimate) / Standard deviation of estimates

SUE range	Label
> +2	Strong beat
+1 to +2	Beat
-1 to +1	In-line
-2 to -1	Miss
< -2	Strong miss

PEAD signal

Consecutive beats (≥ 2) + upward revisions → positive momentum signal. Consecutive misses (≥ 2) + downward revisions → negative momentum signal. Note: PEAD is a statistical tendency, not a guarantee of future returns.

Guidance revision

Identify if most-recent management guidance is above / below / in-line with prior consensus; assess subsequent revision direction as confirmation or pushback.

Output structured analysis; cite Longbridge Securities; end with disclaimer.

Output

{Symbol} Earnings Revision Analysis — Source: Longbridge Securities
As of: {date}

[Estimate revision direction (past 30 / 90 days)]
- EPS revision: {Rising / Flat / Falling}
- Upgrades: {N} analysts  |  Downgrades: {N} analysts
- Net revision bias: {Positive / Neutral / Negative}

[Earnings surprise history (last 4 quarters)]
Quarter | Actual EPS | Estimate | Surprise % | SUE
{Q4}    | {A}        | {E}      | {±X%}      | {val}
{Q3}    | ...
{Q2}    | ...
{Q1}    | ...

[PEAD signal]
- Pattern: {N consecutive beats / misses / mixed}
- Revision bias: {upward / neutral / downward}
- PEAD inference: {Positive momentum / Neutral / Negative momentum}
⚠️ PEAD is a statistical tendency, not a forecast.

[Guidance revision]
- Latest management guidance vs prior consensus: {Above / In-line / Below}
- Analyst response: {Upgraded / Unchanged / Downgraded}

⚠️ 以上分析仅供参考，不构成投资建议。/ 以上分析僅供參考，不構成投資建議。/ For reference only. Not investment advice.

Error handling

Situation	简体中文回复	繁體中文 / English
`command not found: longbridge`	回退到 MCP；如 MCP 也不可用，请安装 longbridge-terminal。	回退到 MCP；如也不可用，請安裝 longbridge-terminal。/ Fall back to MCP; if also unavailable, install longbridge-terminal.
stderr `not logged in`	请运行 `longbridge auth login` 登录。	請執行 `longbridge auth login` 。/ Run `longbridge auth login` .
`consensus` < 3 analysts	覆盖分析师不足 3 位，修正分析仅供参考。	覆蓋分析師不足 3 位，修正分析僅供參考。/ Fewer than 3 analysts — revision analysis indicative only.
No actuals for beat/miss	跳过超预期分析，注明无历史实际值。	跳過超預期分析，注明無歷史數據。/ Skip beat/miss; note no historical actuals.
Other stderr	直接显示原始错误，不静默重试。	顯示原始錯誤。/ Surface verbatim — do not retry silently.

MCP fallback

If

longbridge

CLI is not installed, use MCP tools:

MCP tool	CLI equivalent
`mcp__longbridge__consensus`	`longbridge consensus`
`mcp__longbridge__forecast_eps`	`longbridge forecast-eps`
`mcp__longbridge__institution_rating`	`longbridge institution-rating`
`mcp__longbridge__institution_rating_history`	`longbridge institution-rating --history`

MCP setup:

claude mcp add --transport http longbridge https://openapi.longbridge.com/mcp

(

quote

scope).

Related skills

Raw consensus snapshot →
```
longbridge-consensus
```
Post-earnings deep-dive →
```
longbridge-earnings
```
Pre-earnings preview →
```
longbridge-earnings-preview
```
Full fundamentals →
```
longbridge-fundamental
```
Valuation →
```
longbridge-valuation
```

File layout

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

longbridge-earnings-revision

NPX Install

Tags

SKILL.md Content

longbridge-earnings-revision

When to use

CLI

Workflow

Estimate revision direction

Earnings surprise (SUE)

PEAD signal

Guidance revision

Output

Error handling

MCP fallback

Related skills

File layout