Supported GQL Query Features

What works today, split by backend category. “Cypher backends” means Memgraph and Neo4j (translation is largely passthrough); “SQL backends” means PostgreSQL, MySQL and DuckDB.

SQL Server, ClickHouse, Apache Iceberg, and Apache Pinot are also supported as connectors but with a narrower verified surface. See each connector’s page for the exact list of features each one supports.

FeatureCypher backendsSQL backends
MATCH / WHERE / RETURN
Pattern-level WHERE (MATCH (n WHERE …))
Multiple MATCH clauses in one query
OPTIONAL MATCH (keep left side when no match found)
WITH clause (chain query steps)
WITH DISTINCT / WITH … ORDER BY … LIMIT N
Multiple chained WITH steps in one query
Pass a whole node through WITH n to a later step
MATCH (n)-[r:R]->(m) typed edge expansion
Untyped edge ()-[]->(b) (union over types)
UNION / UNION ALL / UNION DISTINCT
INTERSECT / EXCEPT
Quantified path (){m,n} (bounded)
Quantified path (){m,} (unbounded)
Shortest-path (ALL SHORTEST / ANY SHORTEST / SHORTEST k)
Whole-node RETURN n / whole-relationship RETURN r
Map projections RETURN n {.id, .title}
Connection-less RETURN 1 / RETURN 1 + 2 (liveness)
IN list membership WHERE x IN […]
STARTS WITH / ENDS WITH / CONTAINS
collect() / collect_list() (aggregate)
count, sum, avg, min, max
COUNT(DISTINCT …)
Arithmetic + - * / %
CASE WHEN … THEN … ELSE … END
COALESCE, NULLIF
Temporals (date, datetime, localTime, …)
INSERT (a {…}) RETURN a.x
DELETE
DETACH DELETE
SET (property update)
REMOVE (property delete)

Known limitations

  • Unbounded variable-length paths on SQL backends (()-[*]->()) return an actionable error.
  • Untyped edge traversal on SQL backends (MATCH ()-[]->(b) with no rel-type) returns an actionable error pointing users at declaring the edge type or running on a Cypher backend. The form is still accepted natively on Cypher backends.
  • FOR x IN [...] (UNWIND-style) on SQL backends returns an actionable error pointing users at running the query on a Cypher backend. The form is still accepted natively on Cypher backends.
  • DETACH DELETE on SQL backends currently executes as a plain DELETE; relationship rows are not detached. It deletes a node that has no relationship rows and otherwise surfaces the backend’s constraint error; don’t rely on it.
  • Path variables on variable-length patterns: MATCH p = (a){1,3}(b) RETURN p is not yet supported on SQL backends. Drop the p = binding (or query a Cypher backend) and RETURN the individual nodes / edges instead.

Graph Management Query Syntax

-- Connectors (connections only)
ADD CONNECTOR <name> TYPE <type>
    [URI '<uri>'] [PATH '<path>']
    [USER '<user>'] [PASSWORD '<pass>']
    [CATALOG '<catalog>'] [SCHEMA '<schema>'] [GRAPH '<db>'];
DROP CONNECTOR <name>;
PING <connector>;

-- Graphs (mappings over connectors)
CREATE GRAPH <name> FROM '<json>';        -- inline { "vertices": …, "edges": … } body
CREATE GRAPH <name> FROM FILE '<path>';   -- same body from a file
DROP GRAPH [IF EXISTS] <name>;
ALTER GRAPH <name> SET READ ONLY;
ALTER GRAPH <name> SET READ WRITE;

-- Query-driven cache
ALTER GRAPH <name> SET CACHE CONNECTOR <cache_connector> [TTL <secs>] [MAX_BYTES <n>[K|M|G|T]];
ALTER GRAPH <name> REMOVE CACHE;
SHOW GRAPH CACHES;   -- graph, cache_connector, ttl_secs, max_bytes, fragment count

A connector is a connection only; it carries no graph shape. GRAPH <db> selects the Cypher database on Memgraph / Neo4j (it is not a mapping). Re-adding a connector replaces its config; DROP CONNECTOR is refused while a graph still references it.

CREATE GRAPH … FROM registers a graph from a { "vertices": …, "edges": … } body and auto-connects the connectors it references. The mapping format is documented on the Schema File page; the same body loads at boot via --schema.

SET CACHE CONNECTOR makes a graph cache-enabled: touched labels and edge types are copied into the Memgraph cache connector on first read, and later covered queries are served from that cache. See Multiple Graphs → Caching. TTL is in seconds; MAX_BYTES accepts a plain byte count or a K/M/G/T binary suffix (e.g. 8G).

-- Introspection
SHOW CONNECTORS;                 -- registered connectors
SHOW CONNECTIONS;                -- live connections
SHOW GRAPHS [ON CONNECTOR <c>];  -- registered graphs (name, connector(s), type, access, counts)
SHOW GRAPH <name>;               -- one graph's details
SHOW MAPPINGS;                   -- per-graph mappings
SHOW SCHEMA [FOR <graph>];       -- unified routing index: labels, rel-types, properties
EXPORT SCHEMA [TO '<path>'];     -- merged catalog as canonical schema JSON (round-trippable)
REFRESH SCHEMA;                  -- re-introspect live Cypher connections (Memgraph/Neo4j)
-- Single graph
USE <graph> <query>;

-- Composite
USE <graph1> <query>
UNION | UNION ALL | INTERSECT | INTERSECT ALL | EXCEPT | EXCEPT ALL
USE <graph2> <query>;

-- Routing: routes automatically when the query's labels / rel-types /
-- properties match exactly one registered source (see Multiple Graphs).
<query>;

In multi mode, a query with no USE clause routes automatically when its schema signals (labels, relationship types, properties) match exactly one source; zero or multiple matches hard-error. Identifier matching is exact (:personPerson). Memgraph sources must run with --schema-info-enabled for property-level introspection. See Multiple Graphs → Routing.

Configuration Reference

General

VariableDefaultDescription
CONNECTOR_TYPEmemgraphConnector to use (see table below)
CONNECTION_TYPE(none)Alias for CONNECTOR_TYPE
BOLT_LISTEN_ADDR127.0.0.1:7688Address the Bolt server binds to

Logging

MemGQL writes log lines to the console (stdout for most levels, stderr for ERROR and CRITICAL) and, in parallel, to a log file. Both destinations receive the same stream, filtered by --log-level. Both are configured via CLI flags on the Bolt server binary.

CLI Flags

FlagDefaultDescription
--log-level=<LEVEL>INFOLogging verbosity for console and file (see below)
--log-file=<PATH>bolt_server.logFile to mirror the (level-filtered) log output to

Log Levels

Levels form a severity ladder; picking a level also emits everything more severe. Values are case-insensitive (--log-level=debug and --log-level=DEBUG are the same; WARN is accepted for WARNING).

LevelWhat it adds
CRITICALCritical failures only
ERROR+ errors
WARNING+ warnings
INFO+ connections, state changes, lifecycle events (default)
DEBUG+ incoming queries and their transpiled Cypher / SQL
TRACE+ plan and per-row execution detail

An unknown level fails at startup with an actionable error listing the valid values. The RUST_LOG environment variable is not consulted.

To see query traffic and what MemGQL translates it into, run with --log-level=DEBUG. The info-queries-only value from earlier releases was removed in v0.7.0; see the changelog.

Enterprise License

VariableDefaultDescription
MEMGQL_ENTERPRISE_LICENSE(none)License key (mglk-...)
MEMGQL_ORGANIZATION_NAME(none)Organization name to verify against license

When set, the license is decoded and verified against the organization name at startup. A valid enterprise license removes connector and connection limits. Without a license, community mode allows up to 2 connectors and 2 simultaneous connections.

Connector Types

ConnectorTranslationBackend
memgraphNone (passthrough)Memgraph
memgraph-gqlGQL -> CypherMemgraph
neo4jNone (passthrough)Neo4j
neo4j-gqlGQL -> CypherNeo4j
postgresGQL -> SQLPostgreSQL
mysqlGQL -> SQLMySQL 8.0+
oracleGQL -> SQLOracle 19c+ (incl. Free 23ai)
sqlserverGQL -> SQLMicrosoft SQL Server (multi mode only)
duckdbGQL -> SQLDuckDB (embedded)
clickhouseGQL -> SQLClickHouse
icebergGQL -> SQLIceberg via Trino
iceberg-directNone (native in-process)Iceberg (REST catalog + Arrow)
pinotGQL -> SQLApache Pinot
multiPer-connectorMultiple backends simultaneously

Memgraph (memgraph, memgraph-gql)

VariableDefaultDescription
MEMGRAPH_URI127.0.0.1:7687Connection URI
MEMGRAPH_USERuserUsername
MEMGRAPH_PASSpassPassword
MEMGRAPH_DBmemgraphDatabase name

Neo4j (neo4j, neo4j-gql)

VariableDefaultDescription
NEO4J_URI127.0.0.1:7687Connection URI
NEO4J_USERneo4jUsername
NEO4J_PASSpasswordPassword
NEO4J_DBneo4jDatabase name

PostgreSQL (postgres)

VariableDefaultDescription
POSTGRES_URLhost=localhost user=postgres password=postgres dbname=postgreslibpq connection string
MAPPING_FILE(required)Path to JSON mapping file

MySQL (mysql)

VariableDefaultDescription
MYSQL_URLmysql://root:mysql@localhost:3306/testMySQL connection URL (mysql://user:pass@host:port/database)
MAPPING_FILE(required)Path to JSON mapping file

Oracle (oracle)

VariableDefaultDescription
ORACLE_URLoracle://system:oracle@localhost:1521/FREEPDB1Easy Connect URL (oracle://user:pass@host:port/service_name). The default targets Oracle Database Free 23ai (service FREEPDB1).
MAPPING_FILE(required)Path to JSON mapping file (same format as Postgres)

The Oracle connector uses oracle-rs, a pure-Rust implementation of Oracle’s TNS wire protocol, pooled via deadpool-oracle. No OCI / ODPI-C / Instant Client is required at build or runtime: the bundled Docker image ships only the bolt server binary plus TLS roots, and local builds work on macOS, Linux, and Windows without any extra system packages.

SQL Server (sqlserver)

SQL Server has no standalone environment-variable mode; CONNECTOR_TYPE=sqlserver is not supported. Register it at runtime in multi mode with an ADO-style connection string:

ADD CONNECTOR mssql TYPE sqlserver
    URI 'Server=localhost,1433;Database=test;User Id=sa;Password=YourPassword;TrustServerCertificate=true';
-- then map it into a graph
CREATE GRAPH sales FROM FILE '/data/sales.graph.json';

mssql, sql_server, and sql-server are accepted aliases for the sqlserver type. See the SQL Server connector page.

DuckDB (duckdb)

VariableDefaultDescription
DUCKDB_PATH:memory:Path to DuckDB file
MAPPING_FILE(required)Path to JSON mapping file

ClickHouse (clickhouse)

VariableDefaultDescription
CLICKHOUSE_URLhttp://localhost:8123ClickHouse HTTP API URL
CLICKHOUSE_USERdefaultClickHouse user
CLICKHOUSE_PASS(none)ClickHouse password
CLICKHOUSE_DBdefaultClickHouse database
MAPPING_FILE(required)Path to JSON mapping file

Apache Pinot (pinot)

VariableDefaultDescription
PINOT_URLhttp://localhost:8099Pinot broker base URL or full SQL endpoint
PINOT_QUERY_OPTIONSuseMultistageEngine=trueQuery options sent with broker SQL requests
MAPPING_FILE(required)Path to JSON mapping file

Iceberg (iceberg)

VariableDefaultDescription
TRINO_URLhttp://localhost:8080Trino REST API URL
TRINO_USERtrinoTrino user
TRINO_CATALOGicebergTrino catalog
TRINO_SCHEMAdefaultTrino schema
MAPPING_FILE(required)Path to JSON mapping file

Iceberg Direct (iceberg-direct)

Native, in-process execution over Iceberg: reads the REST catalog and object storage (S3/MinIO) directly, no Trino. Read-only.

VariableDefaultDescription
ICEBERG_REST_URIhttp://localhost:8181Iceberg REST Catalog URI
ICEBERG_WAREHOUSEicebergWarehouse / catalog name
ICEBERG_SCHEMAdefaultDefault namespace (schema)
ICEBERG_DIRECT_S3_ENDPOINThttp://localhost:9000S3/MinIO endpoint
ICEBERG_DIRECT_S3_REGIONus-east-1S3 region
ICEBERG_DIRECT_S3_ACCESS_KEY_IDadminS3/MinIO access key
ICEBERG_DIRECT_S3_SECRET_ACCESS_KEYpasswordS3/MinIO secret key
MAPPING_FILE(required)Path to JSON mapping file

S3 path-style access is always enabled (s3.path-style-access=true).

Mapping Schema

A graph’s mapping declares its vertices and edges: labels and relationship types mapped to backend tables (via metaFields and attributes) or to native graph sources. The full format, with field tables and worked examples, lives on the Schema File page.

The same mapping body is used everywhere a graph is defined:

  • --schema=<path> at boot: connectors + graphs in one file.
  • CREATE GRAPH <name> FROM '<json>' / FROM FILE '<path>' at runtime.
  • MAPPING_FILE in single-connector mode: a bare { "vertices": …, "edges": … } body (the connector comes from the environment).

A mapping with a required field missing (for example a relational edge without metaFields.from / metaFields.to) is rejected before the server serves queries against it. The legacy nodes / id_column / rel_type format is no longer accepted; loading it raises an actionable error pointing at the new format.