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Skill File

Market Making

Market making workflows for continuous two-sided quoting, inventory control, and spread-capture optimization in cash markets. use when tasks involve non-option market-making operations across venues.

GhostOf0days0 starsFeb 10, 2026

Occupation

Categories

E-commerce

Skill Content

objective

Operate cash-market making strategies with inventory balance and quote-quality controls.

workflow

define quote width, size, and inventory skew rules by symbol.
update quotes based on order-flow imbalance and volatility state.
hedge inventory with minimal market impact and latency drag.
monitor adverse selection and stale-quote loss behavior.
deploy only when spread capture remains positive net of hedging.

required diagnostics

bid-ask capture versus adverse-selection cost.
inventory skew and rebalance efficiency metrics.
stale-quote and cancel-replace latency diagnostics.
venue-level fill quality and toxicity indicators.
net pnl decomposition by spread, rebate, and hedge cost.

risk controls

enforce inventory and quote-width hard bounds.

Related Skills

Quick Install

Market Making

npx skillvault add GhostOf0days/ghostof0days-codex-quant-skills-market-making-skill-md

Download Skill Open repository

Author: GhostOf0days
stars: 0
Updated: Feb 10, 2026
Occupation

On this page

enforce volatility-triggered quote throttling.

enforce rapid kill-switch on feed or matching anomalies.

outputs

run python scripts/market_making_diagnostics.py input.csv --output diagnostics.json and keep the json artifact.
write an implementation memo using references/market-making-playbook.md with assumptions, tests, limits, and rollout plan.

resources

use scripts/market_making_diagnostics.py for deterministic diagnostics.
use references/market-making-playbook.md for the domain checklist and delivery structure.

02

workflow

03required diagnostics

04risk controls

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Financial Risk Specialists

Market Making | Skills Pool