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Compare scores, permissions, risks, and fit in one decision-focused table.

DimensionNeo4j Knowledge Graph Memory ServerPersonal knowledge graph memory stored in Neo4jChEMBL MCP ServerUnofficial MCP server providing advanced access to the ChEMBL chemical database
FMRS59 / 100 · C75 / 100 · B
Reliability10 / 2012 / 20
Security and permissions12 / 2016 / 20
Maintenance14 / 2014 / 20
Documentation11 / 2018 / 20
Setup experience12 / 2015 / 20
Best for
  • Users who already have a Neo4j instance (local or remote) and want an AI assistant to reuse memory
  • Developers who need knowledge and relationships preserved across sessions and clients
  • Users comfortable with experimental Neo4j Labs software and willing to absorb version-change risk
  • Drug discovery and computational chemistry researchers
  • Bioinformatics teams needing ChEMBL data through AI assistants
  • Developers comfortable with Node.js or Docker
Not for
  • Users looking for official Neo4j product support, SLAs, or backwards-compatibility guarantees
  • Users who have no Neo4j instance and do not want to deploy or maintain a database
  • Users who need Cypher query execution, Aura cloud instance management, or graph data modeling from this server (those are other servers in the same repository)
  • Production settings requiring official ChEMBL support (this is unofficial)
  • Users without a Node.js or Docker environment
  • General database tasks unrelated to ChEMBL
Required permissions
  • Read and write nodes and relationships in the configured Neo4j database (for storing and retrieving memories)
  • Read NEO4J_URI, NEO4J_USERNAME, NEO4J_PASSWORD, NEO4J_DATABASE, and NEO4J_NAMESPACE environment variables at runtime
  • Outbound network access to https://www.ebi.ac.uk/chembl/api/data
  • Read-only access to public API data; no authentication credentials required
Risks and side effects
  • Neo4j credentials live in the client configuration as environment variables; NEO4J_PASSWORD is secret and must be protected
  • Memories stored in the knowledge graph may be read during sessions, so sensitive or private content should be assessed beforehand
  • As a Neo4j Labs server it is experimental and may change incompatibly or drop features
  • Database read/write scope is determined by the supplied Neo4j account; overly broad permissions mean mistaken writes can affect other data in that database
  • Unofficial project with license marked NOASSERTION (README claims MIT); verify licensing yourself
  • Data accuracy depends on the ChEMBL REST API and the server's parsing may contain defects
  • 30-second request timeouts may constrain large batch queries
  • README inconsistency on tool count (22 vs 27) raises documentation reliability concerns
Supported clientsClaude Desktop, VS Code, Cursor, Windsurf, Gemini CLIClaude Desktop
Tools027