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Liquidation Cascade

skill-omermaksutii-rugproof-liquidation-cascade · by omermaksutii

Detect cascading liquidations and socialized bad debt — correlated collateral (multiple LSTs/stables), bad debt socialized across unrelated markets, oracle flash-crash triggering mass liquidation, insurance-fund depletion ordering, liquidation incentives too low to clear bad debt, and depeg cascades. Activate whenever a lending/perp/CDP protocol liquidates positions, prices collateral, or has sha…

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Install

$ agentstack add skill-omermaksutii-rugproof-liquidation-cascade

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Security review

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No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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Reliability & compatibility

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Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming — see below.

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About

Liquidation cascade detection

When this applies

Trigger on any of:

  • Lending / CDP / perp markets with liquidation and a liquidation bonus
  • Multiple collateral assets that are correlated (stETH/rETH/cbETH, USDC/DAI/USDT)
  • A single insurance fund or backstop covering many isolated or pooled markets
  • Bad-debt handling that socializes losses across lenders/LPs
  • Collateral priced from a feed that can flash-crash or depeg
  • Liquidation incentives or close factors set by governance

Detection patterns

Correlated collateral, no concentration cap (HIGH)

// stETH, rETH, cbETH all accepted, all priced off ETH-correlated feeds
collateralFactor[stETH] = 0.9e18;
collateralFactor[rETH]  = 0.9e18;

Signal: treating correlated LSTs as independent diversification. A single LST depeg (stETH 2022, or an LRT slashing event) crashes many positions at once, overwhelming liquidation throughput. Cap aggregate exposure per risk-cluster, not per token.

Bad debt socialized across markets (HIGH)

A loss in one risky isolated market draining a shared insurance fund or pool that also backs blue-chip markets. Signal: one toxic listing can impair unrelated depositors (the Mango / cross-margin contagion class). Isolate bad debt to the originating market.

Oracle flash-crash mass liquidation (HIGH)

uint256 price = oracle.getPrice(collateral);   // single-block spot, no bounds
if (debt > price * collateral * cf) liquidate();

Signal: a momentary depeg / wick (or manipulated feed) marks thousands of healthy positions liquidatable in one block; liquidators race, price gaps, and survivors eat bad debt. Use TWAP / deviation circuit breakers before liquidating en masse.

Liquidation incentive too low → stuck bad debt (MEDIUM)

If the liquidation bonus < gas + slippage to unwind seized collateral, liquidators don't act; positions go underwater and bad debt accrues silently. Signal: fixed small bonus on illiquid or volatile collateral.

Insurance-fund depletion ordering (MEDIUM / HIGH)

Order of loss absorption matters: if the fund pays liquidator bonuses before covering bad debt, or if multiple markets draw from it without priority, a run drains it. Define and bound the waterfall.

Depeg cascade (HIGH)

Stablecoin-collateralized debt where the stable depegs: liquidations sell the depegging asset, deepening the depeg, triggering more liquidations (UST May 2022). Flag self-reinforcing sell pressure with no circuit breaker.

Severity rubric

| Pattern | Severity | Notes | |---|---|---| | Toxic-market bad debt socialized to all depositors | High | Cross-market contagion | | Correlated collateral, no cluster cap | High | Simultaneous mass insolvency | | Spot-oracle flash-crash mass liquidation | High | One-block cascade | | Self-reinforcing depeg cascade | High | No circuit breaker | | Insurance-fund waterfall ordering flaw | Medium | Run-depletable | | Liquidation bonus too low → stuck bad debt | Medium | Slow accrual |

Remediation patterns

  1. Isolate bad debt per market (Compound III / Morpho-style isolation, Aave isolation mode + debt ceilings); never let a risky listing impair blue-chip depositors.
  2. Risk-cluster caps — bound aggregate exposure to correlated assets (all LSTs as one bucket), not per-token.
  3. Circuit breakers — pause liquidations on excessive deviation; use TWAP/median so a single wick can't mass-liquidate.
  4. Right-size liquidation incentives to gas + realistic unwind slippage on the actual collateral liquidity.
  5. Define the loss waterfall explicitly (insurance fund → socialization → governance backstop) with per-market accounting.

False-positive notes

  • A protocol with hard per-market debt ceilings and isolated collateral already bounds contagion; note rather than escalate.
  • Single-collateral, deeply-liquid markets (e.g. WETH-only) carry low cascade risk.
  • A bonus that looks low but on a highly liquid asset may still clear — judge against real unwind cost.

Related

  • [[oracle-redundancy]] — flash-crash protection and staleness gating
  • [[oracle-manipulation]] — manipulated marks trigger false liquidations
  • [[centralization-risk]] — governance-set risk params and pause keys

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.