Skip to content

Research directory

Liquidity & AMM research

Separate exchange resting orders, DEX activity and LP inventory. Use the relevant model for the execution mechanism you are studying.

Tools and working views

27 related resources. Choose the measurement you need, then read the assumptions on its page.

Order Book Slippage Calculator for Crypto Trades | BTCMoxEstimate Bitcoin market-buy slippage from manual ask levels. Calculate average fill price and quote cost, and detect insufficient depth before trading.Open resource ↗Bitcoin Mempool Fee Dashboard and Transaction Cost Estimator | BTCMoxLoad Bitcoin fee estimates, mempool backlog and fee bands. Enter transaction virtual size to calculate estimated satoshi and BTC costs for each priority.Open resource ↗AMM Price Impact CalculatorCompare average swap price with the starting reserve price, including your input fee. Inspect output, percentage impact, and post-trade reserve prices.Open resource ↗Liquidity Pool Share CalculatorCalculate your pool ownership percentage, underlying token claims, and estimated position value using LP supply, LP holdings, reserves, and token prices.Open resource ↗Reserve Price Divergence CalculatorCompare a pool reserve price with an external reference and calculate theoretical constant-product reserves at that price, excluding trading fees.Open resource ↗LP Fee Break-Even CalculatorEstimate daily LP fees, annual net fee return, and volume needed to cover annual costs using fixed volume, fee rate, ownership share, and capital.Open resource ↗Concentrated Liquidity Inventory CalculatorCalculate token A and B inventory for an idealized concentrated-liquidity position using liquidity, a price range, and normalized token prices.Open resource ↗LP Out-of-Range Stress CalculatorCompare a concentrated LP position at a stressed price with holding its initial token inventory. Model range boundaries, token amounts, and value gaps.Open resource ↗Weighted AMM Exact-Input Swap ModelWeighted pools use token weights as well as reserves when determining a swap quote.Open resource ↗Two-Hop AMM Route and Bottleneck ModelA route through two pools must pass the first pool's actual output into the second pool.Open resource ↗Weighted Pool Divergence and Fee OffsetA weighted liquidity position responds to a relative price change differently from simply holding its initial token quantities.Open resource ↗Stablecoin Reserve Liquidity and Coverage StressReserve solvency under a valuation stress and the cash available for immediate redemptions are separate questions.Open resource ↗Single-Sided Constant-Product LP Zap SplitAdding only one asset to a two-token pool usually requires swapping part of the deposit first.Open resource ↗Option Delta-Gamma Price Shock CalculatorSeparate the first-order and second-order effects of an underlying-price shock on an option position.Open resource ↗Ulcer Index CalculatorMeasure the depth and persistence of equity drawdowns with the Ulcer Index, using a transparent running peak, squared drawdowns, and sample calculations.Open resource ↗DEX Trading Volume Rankings: 24 Hours, 7 Days and 30 DaysRank reported DEX volume over 24-hour, seven-day or 30-day windows. Filter by deployment chain, name and minimum period volume.Open resource ↗DEX Volume by Chain: Compare Exchanges Within One NetworkCompare chain-specific DEX 24-hour volumes, shares and coverage. Select one supported chain, then narrow by name or minimum reported trading volume.Open resource ↗DEX Volume Momentum: Compare Consecutive Trading PeriodsCompare consecutive 24-hour, seven-day or 30-day DEX volume totals. Filter increases or decreases and inspect absolute differences alongside percentages.Open resource ↗DeFi Yield Pool Screener: Compare Base APY, Rewards and TVLFilter reported DeFi yield pools by TVL, APY and chain. Compare total yield estimates with available base and reward components and exact pool IDs.Open resource ↗Stablecoin Yield Pool Screener: Base Returns and IncentivesSearch provider-tagged stablecoin yield pools by chain, size and APY. Inspect exposure, base yield and rewards without assuming peg or principal safety.Open resource ↗Single-Asset DeFi Yield Pools: Search One Underlying TokenScreen yield pools that explicitly report single exposure and exactly one underlying token. Compare base APY, rewards, TVL and provider identifiers.Open resource ↗Token Pool Liquidity Explorer: DEX Liquidity, Volume and TurnoverEnter a token contract and chain to inspect DexScreener pools, reported USD liquidity, 24-hour volume and descriptive turnover without implied price-impact quotes.Open resource ↗AMM price impact versus slippage tolerance | BTCMoxPrice impact is a consequence of trading against the current liquidity curve. Slippage tolerance is a limit supplied to a transaction; it does not remove expected impact.Open resource ↗How concentrated-liquidity inventory changes across a range | BTCMoxA concentrated-liquidity position changes its token mix as price moves through its selected range. Outside that range, the principal becomes one-sided under the simplified two-token model.Open resource ↗Bridge costs, finality and destination liquidity | BTCMoxA bridge fee is one part of the economic and operational comparison. The relevant destination asset, network cost, route liquidity and arrival conditions must also match.Open resource ↗Observed Crypto Liquidity HeatmapObserve the appearance and disappearance of displayed price buckets over successive snapshots. Select BTC, ETH, SOL, DOGE or another supported asset.Open resource ↗Crypto Liquidity Wall Persistence TrackerCompare unusually large displayed price buckets and how often they qualify during the session. Select BTC, ETH, SOL, DOGE or another supported asset.Open resource ↗

A practical research sequence

Start with the question you need to answer: available liquidity, total cost, collateral sensitivity, protocol activity or portfolio exposure. Choose a tool whose input units and data source match that question. Capture the observation time and compare a baseline before changing assumptions.

Each working view links to its methodology and related tools. The public market pages load named providers automatically; local scenario and CSV tools calculate in the browser. Pausing public feeds freezes observations in the current tab, so recheck timestamps before using a retained result.

Interpretation and boundaries

Separate exchange resting orders, DEX activity and LP inventory. Use the relevant model for the execution mechanism you are studying.

The catalogue includes distinct calculations and data views rather than a claim that every measurement is a trading signal. A computed ratio can be numerically correct while its assumptions no longer match the market. Use the source references, check missing fields and retain enough context to reproduce the result.