skills

Practical FalkorDB guidance — Cypher queries, UDF management, Docker operations, and data ingestion. Use when writing or reviewing FalkorDB queries, setting up FalkorDB containers, working with user-defined functions, or migrating data from other sources.

Extract data from Neo4j to CSV and load it into FalkorDB

Convert AWS Neptune Export CSVs and load them into FalkorDB

Migrate and continuously sync data from SQL systems into FalkorDB

Build FalkorDB databases from CSV inputs using the falkordb-bulk-loader utility

Account for FalkorDB Cypher limitations like non-indexed not-equal filters when designing queries

Use RediSearch-backed full-text indexes for text search with wildcard and fuzzy matching

Use HNSW vector indexes for Approximate Nearest Neighbor (ANN) search with embeddings

Create labeled nodes and connect them with properties using CREATE in FalkorDB

Create indexes to accelerate equality and range predicates on node properties in FalkorDB

Use GRAPH.LIST, GRAPH.INFO, and GRAPH.MEMORY USAGE to monitor graphs and resources

Use GRAPH.EXPLAIN to view query execution plans and validate index usage without running

Create and check status of constraints on node properties in FalkorDB with db.constraints()

Match nodes by label and properties using MATCH, then return specific fields from query results

Use GRAPH.PROFILE to see per-operator runtime statistics and record counts for queries

Use GRAPH.RO_QUERY for read-only operations that reject write attempts in FalkorDB

Use GRAPH.SLOWLOG to identify and monitor slow queries and performance bottlenecks

Update node properties using SET and remove properties by setting them to NULL in FalkorDB

Use MERGE for idempotent upserts with ON CREATE and ON MATCH clauses to avoid duplicates

Use CYPHER parameters in queries to enable query plan caching and improve performance

Confirm queries are using indexes through execution plan analysis with GRAPH.EXPLAIN

Run FalkorDB browser and server as separate containers connected via FALKORDB_URL

Run FalkorDB server-only container without browser UI for lean production deployments

Run FalkorDB container with both database and browser UI for local development environments

Configure Redis authentication password using REDIS_ARGS environment variable

Configure FalkorDB module settings like thread count and timeout with FALKORDB_ARGS

Define FalkorDB configuration with ports and environment variables in docker-compose.yml

Invoke registered UDFs within Cypher queries using LibraryName.FunctionName() syntax

Remove specific UDF libraries with GRAPH.UDF DELETE or clear all with GRAPH.UDF FLUSH

View all loaded UDF libraries and their source code using GRAPH.UDF LIST WITHCODE

Register User-Defined Functions written in JavaScript with FalkorDB using falkor.register()

Design UDFs as pure functions that transform data without mutating the graph in FalkorDB