Build & Development Commands

• Use create_entities to initialize nodes for new concepts, data points, or system components.
• Use create_relations to define connections between entities during dependency mapping or workflow design.
• Use add_observations to annotate entities/relations with metadata (e.g., timestamps, weights, or descriptions).

Testing Guidelines

• Validate graph integrity after changes:
  • Use read_graph to verify entity/relation structure post-creation/deletion.
  • Use search_nodes to confirm expected entities exist before/after tests.
• Stress-test deletions:
  • Chain delete_relations + delete_entities to check referential integrity.
  • Use delete_observations to ensure metadata cleanup.

Code Style & Guidelines

• Atomic Operations:
  • Isolate create_entities and create_relations calls for traceability.
• Naming Consistency:
  • Tag entities/relations with uniform prefixes/suffixes (use add_observations for labels).
• Idempotency:
  • Pre-check existence via search_nodes before deletions to avoid errors.

Documentation Guidelines

• Graph Context:
  • Use read_graph outputs to visualize and document topology in docs.
• Node Details:
  • Document entity/relation purposes via add_observations (e.g., "type: endpoint").
• Examples:
  • Show create_entities → create_relations chains for common workflows.
  • Include search_nodes queries for frequent lookup patterns.

Key Focus: Emphasize tool synergy (e.g., open_nodes for debugging after search_nodes). Restrict workflows to the command set provided.