FalkorDB

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

Build FalkorDB (Rust code plus its native GraphBLAS/RediSearch dependencies), and run formatting/lint checks. Use when asked to build or compile the project, set up native dependencies for the first time, fix a build/compile/lint error, or run cargo fmt/clippy.

Measure FalkorDB code coverage with LLVM source-based instrumentation across Rust unit tests, Python e2e/MVCC/concurrency tests, flow tests, and TCK - producing an lcov report. Use when asked to measure/report test coverage or reproduce the CI coverage job locally.

Debug FalkorDB crashes, hangs, panics, and incorrect query results - attach lldb/gdb to redis-server with the module loaded, understand panic/crash behavior, step through query execution, and triage failing CI runs. Use when investigating a crash, hang, wrong query result, or a red CI job.

Run and manage FalkorDB's cargo-fuzz pipeline for the query runtime (fuzz_target_runtime) - build the fuzz target, run/minimize the corpus, generate coverage, and reproduce a crash artifact. Use when asked to fuzz test the runtime, investigate a fuzzing crash/artifact, or update the fuzz corpus.

Profile FalkorDB performance - generate samply flamegraphs and run the benchmark suite. Use when investigating a performance regression/bottleneck or comparing benchmark results. For code-coverage reports use the coverage skill.

Run FalkorDB's test suites - Rust unit tests, Python e2e/function/MVCC/concurrency tests, openCypher TCK compliance tests, and flow tests. Use when asked to run, narrow down, or debug a failing test, or to decide which suite covers a change.

Run FalkorDB's stricter opt-in Clippy pass (pedantic/nursery/cargo lints) beyond the basic CI gate, optionally auto-fixing. Use when asked for a deep/strict lint pass or to auto-fix clippy warnings; for the standard fmt+clippy CI gate use the build skill.

Use algo.SPpaths/algo.SSpaths procedures and variable-length patterns to find paths in read queries

Search text properties with the db.idx.fulltext.queryNodes procedure when a full-text index exists

Write predicates that let FalkorDB use indexes and avoid full scans in read queries

Prefix read queries with CYPHER parameters for plan caching and safer value handling

Find nearest-neighbor nodes with the db.idx.vector.queryNodes procedure when a vector index exists

This skill should be used when understanding code structure, finding dependencies between functions/classes, tracing call graphs, or exploring code relationships. Trigger phrases include 'code graph', 'call graph', 'who calls', 'what calls', 'find dependencies', 'code structure', 'inheritance', 'find paths'.

Help users install, configure, load data into, query, size, troubleshoot, and use the FalkorDB Snowflake Native App with Cypher, Snowpark Container Services, and Cortex Agents.