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Leveraged DeFi position calculator: health factor, liquidation price, stress tests at -30%/-50% drawdowns

DeFi yield strategy analysis: base/reward APY, impermanent loss, gas costs, risk-adjusted returns comparison

MEV risk assessment: sandwich/JIT/frontrun detection, Flashbots Protect, private mempools, MEV exposure evaluation

On-chain signal analysis: whale tracking, TVL flows, smart money movement, governance impact assessment

Structured trade journal: thesis, entry/exit criteria, P&L tracking, post-mortem analysis

Python backend development with FastAPI, async/await, Poetry, Pydantic v2, structlog, and clean architecture (ports/adapters)

MongoDB with Motor async driver: schema design for document databases, indexes, aggregation pipelines, migrations, and repository pattern implementation

Web3.py for EVM blockchain interaction: contract calls, ABI handling, batch/multicall, middleware, typed wrappers, and event processing

Python testing with pytest, pytest-asyncio, fixtures, parametrize, coverage analysis, and mock/fake strategies for FastAPI and async services

Prompt engineering techniques and best practices for writing high-quality LLM instructions: chain-of-thought, few-shot, structured output, role prompting, XML structuring, self-consistency, and systematic evaluation

Complete reference for operating Hummingbot via MCP — all 11 tools with exact parameters, progressive disclosure flows, and operational workflows. Use whenever interacting with Hummingbot: deploying bots, querying market data, managing connectors, configuring strategies, executing trades, exploring DEX pools, or any Hummingbot operation through MCP.

Market making strategy design for Hummingbot: PMM, XEMM, Grid, CLMM LP. Avellaneda-Stoikov theory, spread/inventory parameter calculation, controller selection and config creation, opportunity assessment. Use when designing, evaluating, or tuning any market making strategy.

Risk management for market making: P&L attribution (spread vs inventory), position limits, drawdown circuit breakers, exposure monitoring via get_portfolio_overview and search_history. Use when setting risk limits, analyzing MM P&L, monitoring portfolio exposure, or evaluating strategy risk.

Hummingbot bot operations: deployment checklists, monitoring runbooks, incident response via MCP. Uses manage_bots, manage_executors, get_portfolio_overview. Use when deploying bots, diagnosing failures, reading logs, handling incidents, or performing any operational bot management task.

Application security: OWASP Top 10, dependency auditing, secrets scanning, SAST/DAST, secure coding patterns

Guides API contract design for REST, gRPC, and GraphQL: resource modeling, naming conventions, versioning strategies, error handling standards, and specification generation

Guides distributed system architecture design: requirements elicitation, C4 diagrams (Context/Container/Component), pattern selection with tradeoff analysis, and failure mode planning

Web3/DeFi growth strategy: funnel design, metrics (TVL/WAU/retention), user segmentation, A/B experiments, and go-to-market planning

Performs structural code review focused on coupling, cohesion, SOLID principles, naming quality, and cyclomatic complexity. Produces severity-ranked findings with concrete fix suggestions.

Airdrop campaign design: eligibility criteria, sybil resistance, vesting schedules, retroactive vs prospective mechanics, and token distribution modeling