MCP Server

Neo4j Knowledge Graph Memory AI Integration

Turn Neo4j Knowledge Graph Memory into an execution layer for Pickaxe so your AI can automate cross-tool workflows. Reduce manual ops while preserving control.

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Neo4j Knowledge Graph Memory

Capabilities

4 capabilities

memory_store

Create memories with observations and relationships. **Pattern**: Search→Create→Connect. **Observations**: Self-contained context units (what/when/where/why/impact). **LocalIds**: Cross-references within THIS request only. **Limits**: 50 memories, 200 relations. **Quality**: Each observation = complete detective notes answering setting/action/actors/evidence/impact/significance.

Type: object

memory_find

Unified search/retrieval. **Query**: text, IDs array, or "*". **Context**: minimal (lists), full (everything), relations-only (graph). **Temporal**: createdAfter "7d"/"2024-01-15". **Graph**: traverseFrom + relations + depth. **Always search before creating**. Updates access timestamps for analytics.

Type: number

memory_modify

Update/delete memories, manage observations/relations. **Operations**: update (properties), delete (cascade), add-observations (append insights), create-relations (link existing). **Atomic**: All succeed or all fail. **Quality**: One substantial observation per session - complete context stories, not fragments.

Type: string

database_switch

Switch active database context (creates if missing). ALL subsequent operations use this DB. Call once per session/project. Like 'cd' for memories. **Session-scoped**: Establishes context for entire workflow, not per-operation.

Type: string

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Data Query Assistant

Build natural language interfaces that let users query databases using plain English questions.

Automated Data Sync

Create workflows that automatically sync data between databases and keep information up-to-date.

Data Analysis Dashboard

Transform raw database records into visual insights and actionable analytics reports.

Data Migration Tool

Automate data migration between systems with validation and error handling built-in.

Database Backup Manager

Schedule and manage automated database backups with notifications and recovery options.

Record Cleanup Automation

Identify and clean duplicate records, outdated entries, and invalid data automatically.

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Frequently Asked Questions