Use the surreal command-line binary to run a SurrealDB server (in-memory, RocksDB, SurrealKV, or TiKV), open an interactive or piped SQL REPL, import and export databases, check server readiness, upgrade the binary, repair storage, and manage SurrealML models. Use this skill whenever users run, connect to, back up…
Using SurrealDB from JavaScript and TypeScript with the official surrealdb SDK, covering connecting (WebSocket/HTTP and embedded engines), authentication, CRUD, parameterized queries, and live queries. Use when connecting to SurrealDB from Node, Deno, Bun, or the browser, using the surrealdb npm package, or performing…
Using SurrealDB with the Python SDK, covering both client/server mode (WebSocket) and embedded mode (in-memory or file-based). Use when connecting to SurrealDB from Python, using the surrealdb Python package, running SurrealDB embedded without a server, or performing CRUD operations from Python code. Triggers…
Vector search with SurrealDB using HNSW indexes, KNN queries, and similarity scoring. Use when creating vector indexes, querying vectors with KNN distance operators, building semantic search or RAG pipelines, tuning HNSW parameters (EFC, M, M0, distance function, type), or implementing recommendation systems with…
Use SurrealKit, SurrealDB's schema-management and migration CLI, to scaffold projects from templates, sync schema in development, plan and execute production rollouts (with rollback), generate JSON/TypeScript types from a live database, and write declarative TOML test suites for schemas, permissions, and API…
Discover and use SurrealDB's built-in SurrealQL functions with accurate, version-current signatures by running the SurrealQL language server (LSP) and tree-sitter grammar, with a namespace catalog linking every function group to its docs. Use when looking up which built-in function to use, its exact…
Optimize SurrealDB performance through record ID and key design, indexing strategy, and computed/derived fields. Use when queries are slow, when designing record IDs for locality and range scans, choosing between standard/unique/full-text/vector indexes, verifying index usage with EXPLAIN, or deciding whether to…
Generate and modify SurrealQL queries to interact with SurrealDB databases. This includes creating and retrieving records, designing and managing schemas, establishing and querying graph relationships, performing live (real-time) queries, and leveraging all unique SurrealQL features for advanced database workflows.…
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