Execute a read-only Cypher query against the memory graph. You generate the Cypher — this tool just runs it. Enforced read-only via Neo4j executeRead(). Use for custom queries not covered by other tools. Admin-only (must be the bootstrap tenant) — non-admin tenants would otherwise be able to bypa...
AI agents invoke graph_cypher to trigger actions in Graph-Memory. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call — builds kicked off, notifications sent, workflows started.
Although the tool enforces read-only constraints via Neo4j executeRead(), it allows the AI to generate and execute arbitrary Cypher queries against a personal knowledge graph.
From the tool's definition Tool description states 'Execute a read-only Cypher query' and 'You generate the Cypher — this tool just runs it.' Despite read-only enforcement, the tool permits arbitrary query generation and execution against the knowledge graph.
Risk signalsAdmin/system-level operation
Attacks that exploit this kind of access
Execute a read-only Cypher query against the memory graph. You generate the Cypher — this tool just runs it. Enforced read-only via Neo4j executeRead(). Use for custom queries not covered by other tools. Admin-only (must be the bootstrap tenant) — non-admin tenants would otherwise be able to bypass tenant filtering by writing raw Cypher. It is categorised as a Execute tool in the Graph-Memory MCP Server, which means it can trigger actions or run processes. Use rate limits and argument validation.
Register the Graph-Memory MCP server in PolicyLayer and add a rule for graph_cypher: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Graph-Memory. Nothing to install.
graph_cypher is a Execute tool with high risk. Execute tools should be rate-limited and have argument validation enabled.
Yes. Add a rate_limit block to the graph_cypher rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.
Set action: deny in the PolicyLayer policy for graph_cypher. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.
graph_cypher is provided by the Graph-Memory MCP server (stevepridemore/graph-memory). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Every MCP server has a record like this.
Type a name, get the same breakdown: verified identity, auth posture, risk grade, capabilities, recommended policy.
Teams ship this data inside their own products. See what a licence covers →