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Pump and Dump Detection

Pump & Dump exposes a composite 0-10 score per coin built from derivatives positioning, holder concentration, liquidity quality, DEX flow, and price behavior. The pattern often signals artificial markup, distribution, or dump risk.

The signal is gated — a coin only qualifies when sufficient market coverage and multiple manipulation-risk signals align. Exact weights and thresholds are proprietary to reduce gaming.

The score updates every 30 minutes.


Get pump and dump data

Returns coins ranked by their composite pump-and-dump divergence score, descending.

Query parameters

  • Name
    limit
    Type
    integer
    Description

    Maximum number of coins to return. 1 to 500. Default 100.

  • Name
    min_score
    Type
    number
    Description

    Filter to coins scoring at or above this threshold. 0 to 10. Default 0.

Response fields

  • Name
    coins
    Type
    array
    Description

    Array of scored coins, sorted by score descending.

  • Name
    coins[].coin_id
    Type
    string
    Description

    Canonical coin slug.

  • Name
    coins[].symbol
    Type
    string
    Description

    Ticker symbol.

  • Name
    coins[].name
    Type
    string
    Description

    Display name.

  • Name
    coins[].score
    Type
    number
    Description

    Composite manipulation risk score from 0 to 10. Higher means stronger alignment across derivatives, market structure, holder, liquidity, and flow signals.

  • Name
    coins[].avg_funding_72h
    Type
    number
    Description

    Average funding rate across exchanges over the trailing 72 hours, expressed as a decimal.

  • Name
    coins[].funding_magnitude
    Type
    number
    Description

    Sub-score [0, 1] reflecting the absolute size of negative funding (1.0 = -0.05%/8h or stronger).

  • Name
    coins[].pump_magnitude
    Type
    number
    Description

    Sub-score [0, 1] reflecting the size of the 7-day price move on a log scale (100% pump ≈ 0.67, saturates at large pumps).

  • Name
    coins[].divergence_persistence
    Type
    number
    Description

    Sub-score [0, 1] reflecting consecutive days funding has stayed negative.

  • Name
    coins[].derivatives_pressure
    Type
    number
    Description

    Sub-score [0, 1] summarizing funding, OI, basis, CVD, liquidation, and cross-venue positioning pressure.

  • Name
    coins[].holder_concentration
    Type
    number
    Description

    Sub-score [0, 1] summarizing top-holder, insider, dev, sniper, bundler, and holder-count concentration.

  • Name
    coins[].coordination_risk
    Type
    number
    Description

    Sub-score [0, 1] summarizing camouflage-resistant wallet fragmentation, old-wallet flow, churn, and short-window holder changes.

  • Name
    coins[].market_structure_risk
    Type
    number
    Description

    Sub-score [0, 1] summarizing holder concentration, liquidity fragility, flow imbalance, and contract/security context.

  • Name
    coins[].dump_pressure
    Type
    number
    Description

    Sub-score [0, 1] summarizing active downside pressure from market and derivatives signals.

  • Name
    coins[].manipulation_phase
    Type
    string
    Description

    Current phase label such as setup, markup, distribution, or dump-risk.

  • Name
    coins[].price_funding_divergence
    Type
    number
    Description

    Deprecated. Alias of pump_magnitude. Will be removed after a deprecation window. New consumers should use pump_magnitude directly.

  • Name
    coins[].consecutive_negative_days
    Type
    integer
    Description

    Number of consecutive trading days with negative average funding.

  • Name
    coins[].price_change_24h
    Type
    number
    Description

    Trailing 24h price change as a percentage.

  • Name
    coins[].price_change_7d
    Type
    number
    Description

    Trailing 7d price change as a percentage. Used as market context alongside holder, liquidity, flow, and derivatives signals.

  • Name
    coins[].top10_holders_pct
    Type
    number | null
    Description

    Share of supply held by the top 10 holders when on-chain data is available.

  • Name
    coins[].oi_change_24h
    Type
    number | null
    Description

    24h open-interest change as a decimal, when futures data is available.

  • Name
    coins[].cvd_trend_24h
    Type
    number | null
    Description

    24h taker-flow/CVD imbalance as a decimal, when exchange-reported taker-buy volume is available.

  • Name
    coins[].basis_rate_avg
    Type
    number | null
    Description

    Average perp basis as a decimal, when spot/index and futures price context is available.

  • Name
    coins[].volume_to_liquidity_24h
    Type
    number | null
    Description

    24h DEX volume divided by available liquidity. High values can indicate fragile churn.

  • Name
    coins[].old_wallet_swap_pct_1d
    Type
    number | null
    Description

    Percentage of recent DEX swap activity attributed to older wallets when available.

  • Name
    coins[].holders_change_pct
    Type
    number | null
    Description

    Holder-count change since the previous successful scoring run, expressed as a decimal.

  • Name
    coins[].top10_holders_pct_change
    Type
    number | null
    Description

    Change in top-10 holder share since the previous successful scoring run, expressed in percentage points.

  • Name
    coins[].signal_start_date
    Type
    string
    Description

    ISO 8601 timestamp of when the divergence began.

  • Name
    coins[].updated_at
    Type
    string
    Description

    ISO 8601 timestamp of the most recent score recomputation.

  • Name
    count
    Type
    integer
    Description

    Number of rows in coins.

  • Name
    description
    Type
    string
    Description

    Plain-language summary of the signal for client display.

  • Name
    signal
    Type
    object
    Description

    Methodology metadata: methodology, gate, update_frequency, and the list of exchanges monitored.

Request

GET
/v1/pump-dump/data
curl -G https://www.sharpe.ai/api/v1/pump-dump/data \
  -H "Authorization: Bearer sk_live_your_key_here" \
  -d limit=20 \
  -d min_score=4
{
  "data": {
    "coins": [
      {
        "coin_id": "example-token",
        "symbol": "EXMP",
        "name": "Example Token",
        "score": 7.6,
        "avg_funding_72h": -0.00021,
        "funding_magnitude": 0.74,
        "pump_magnitude": 0.78,
        "divergence_persistence": 0.71,
        "derivatives_pressure": 0.66,
        "holder_concentration": 0.92,
        "market_structure_risk": 0.84,
        "dump_pressure": 0.52,
        "manipulation_phase": "distribution",
        "price_funding_divergence": 0.78,
        "consecutive_negative_days": 5,
        "price_change_24h": 4.81,
        "price_change_7d": 18.2,
        "signal_start_date": "2026-04-21T00:00:00Z",
        "updated_at": "2026-04-26T07:00:00Z"
      }
    ],
    "count": 1,
    "description": "Pump and dump risk scores based on derivatives positioning, holder concentration, liquidity quality, and DEX flow.",
    "signal": {
      "methodology": "Composite 0-10 risk score built from derivatives positioning, market structure, holder concentration, liquidity fragility, and flow imbalance. Exact weighting is proprietary to reduce gaming.",
      "gate": "Requires sufficient cross-exchange futures coverage plus at least one strong manipulation-risk setup, markup, distribution, or dump-risk condition.",
      "update_frequency": "every 30 minutes",
      "exchanges": [
        "Binance", "Bybit", "OKX", "Gate.io", "Bitget", "Hyperliquid",
        "Deribit", "BitMEX", "HTX", "BingX", "CoinEx", "KuCoin", "MEXC"
      ]
    }
  },
  "meta": {
    "request_id": "req_pumpdump_xyz789",
    "timestamp": "2026-04-26T07:00:05Z"
  }
}

How the score is built

The score is a composite risk model capped at 10. It uses multiple signal families:

  • Derivatives pressure — funding, open interest, basis, true taker-flow/CVD, and liquidation context.
  • Holder concentration — top-holder, insider, dev, sniper, bundler, and holder-count context.
  • Liquidity and flow quality — liquidity depth, volume-to-liquidity churn, buy/sell imbalance, and old-wallet activity.
  • Phase detection — setup, markup, distribution, and dump-risk behavior.

We publish the signal families and validation process, but not the exact formula, weights, or thresholds. That keeps the leaderboard harder to game while still making the approach understandable to users.

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