ac-knowledge-graph

Quick Review

The skill addresses a moderately novel problem (knowledge graphs for autonomous coding) that could reduce token usage. However, the description lacks specificity about when and how to invoke the skill—it doesn't clarify what triggers usage, what inputs are required, or what outputs are returned. The task knowledge is minimal in SKILL.md, though it references scripts/knowledge_graph.py which is assumed to contain implementation details. Structure is reasonable with a concise overview pointing to implementation files. To improve: specify concrete use cases (e.g., 'when encountering new code patterns,' 'before refactoring'), detail the API contract (parameters, return types), and clarify how the graph integrates into autonomous coding workflows.