Neo4j is a highly scalable, robust (fully ACID) native graph database. Neo4j is used in mission-critical apps by thousands of leading, startups, enterprises, and governments around the world.
With the Dockerfile on repository you've a docker neo4j community edition image ready to go.
Execute this command:
docker run -i -t -d -privileged -p 7474:7474 tpires/neo4j
Access to http://localhost:7474 with your browser.