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…
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…
Quarkus 3.x LTS architecture patterns with Camel for messaging, RESTful API design, CDI services, data access with Panache, and async…
Generates a full QBR narrative — revenue trend, margin trend, customer health, top opportunities and risks — as a presentation-ready PDF…
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.
Active clarification and query expansion when human input is underspecified or vague.
Search the FPF knowledge base and display hypothesis details with assurance information
Write, execute, or optimize analytical DuckDB SQL against MotherDuck data.
Cross-engine query optimization guide. EXPLAIN/EXPLAIN ANALYZE across PostgreSQL, MySQL, MongoDB, Cassandra, ClickHouse. Index strategies…
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.
Answer an explicitly vault-scoped question from an Obsidian wiki without changing it.
Queries the live CARLA world and resolves an entity description into a concrete actor id — find actors by type, role, or colour, or the…