Use when a user wants an AI assistant or coding agent to provide setup guidance, evaluation, review, improvement, recommendation…
Perform GRADE quality assessment on a research source
Quarantines an intermittently failing test behind a ticket with an owner and expiry, assigns a root-cause bucket from isolated reruns, and…
Accept/reject logic and quality scoring heuristics for media content
ISO 13485 Quality Management System implementation and maintenance for medical device organizations.
Use when scoring finished content against quality dimensions, evaluating whether a piece meets publishable standards, or determining which…
Use when building or auditing the quantitative analysis behind a Review of Economic Dynamics (RED) manuscript — calibration…
VS-Enhanced Quantitative Design Consultant with Materials & Sampling Enhanced VS 3-Phase process: Avoids obvious experimental designs…
Export a promoted fine-tuned model in the right deployment format — merged safetensors, LoRA-only, GGUF with imatrix, or FP8.
Facilitates first-principles materials calculations and electronic structure analysis using the Quantum ESPRESSO suite.
Use when the user asks to tag, release, or bump the version of the sci-brain plugin (e.g. "tag a version", "cut a release", "bump to…
Integrates Quark Cloud Drive into your workflow for automated file management, smart search, media organizing, and AI-powered document…
When to activate: Quarkus, native image, CDI, Panache, reactive, RESTEasy, GraalVM, health checks, Quarkus config
Query logs from Axiom for debugging (read-only, no ingestion allowed)
Query Ethereum blocks, transactions, receipts, balances, and nonces using Nethereum (.NET).
Analyzes PHP code for query efficiency issues.
Checks redundant fetches, N+1 loops, over-fetching, missing bulk operations, wrong caching scope.
Master SQL and database queries across multiple systems.
Active clarification and query expansion when human input is underspecified or vague.
Cross-engine query optimization guide. EXPLAIN/EXPLAIN ANALYZE across PostgreSQL, MySQL, MongoDB, Cassandra, ClickHouse. Index strategies…