ac-memory-manager

Quick Review

The skill addresses persistent memory management for autonomous coding with Graphiti integration, which is moderately novel. However, the description lacks critical operational details: it doesn't specify when/how to invoke memory operations, what parameters are required, error handling, or how a CLI agent should decide between memory types. The quick start example provides basic syntax but insufficient context for autonomous invocation. Task knowledge is minimal—while it references scripts/memory_manager.py for implementation details, the SKILL.md itself doesn't provide enough guidance on workflows, decision criteria, or practical usage patterns. Structure is reasonable with clear sections, though more concrete examples of each memory type would help. The novelty is moderate—memory management could reduce token costs for context retrieval, but the value proposition isn't clearly demonstrated.