Generate and validate qtip Subject Manifests for software projects.
Validate skill quality, completeness, and adherence to standards.
When the user wants to improve product quality, implement quality control systems, reduce defects, or analyze quality data.
Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality…
Code quality review checklist. Correctness, coding philosophy compliance, test coverage, documentation quality. Findings ranked by…
Use when scoring finished content against quality dimensions, evaluating whether a piece meets publishable standards, or determining which…
Perform architecture- and maintainability-focused code reviews.
Use when building or auditing the quantitative analysis behind a Review of Economic Dynamics (RED) manuscript — calibration…
Automates multi-cloud resource transfer, link generation, repository publishing, and Telegram notifications across Quark, Baidu, and…
Verification loop for Quarkus projects: build, static analysis, tests with coverage, security scans, native compilation, and diff review…
Evaluates and compares quarterly capital deployment proposals across base and downside cash paths to protect runway and maximize capital…
Run a comprehensive quarterly CRM audit covering list health, bounce monitoring, data quality, scoring calibration, engagement metrics…
QUBO (Quadratic Unconstrained Binary Optimization) formulation skill for optimization problems
Query Ethereum blocks, transactions, receipts, balances, and nonces using Nethereum (.NET).
Diagnose and improve PostgreSQL query performance using measured workload evidence.
Prevents database performance bottlenecks and memory issues by enforcing best practices for batching, indexing, and recursive queries.
Prevents N+1 queries, inefficient batch processing, and memory-intensive recursion in database and service calls.
Run ClickHouse `system.query_log` analysis via the internal Metabase API.
Write efficient data queries in B2C Commerce for products, customers, and orders.
Run read-only SQL against the local Postgres app database (SELECT, EXPLAIN, EXPLAIN ANALYZE on SELECT).
This skill should be used when the user asks "how do I build a job queue in Postgres", "what is SELECT FOR UPDATE SKIP LOCKED", "why are…