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Get Started Free →Systematically debug issues using graph-powered code navigation
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -74% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -53% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -57% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -49% | 0% |
| case-10 | ✗→✓ | ▲ Improved | -64% | 0% |
Use the knowledge graph to systematically trace and debug issues.
semantic_search_nodes_tool to find code related to the issue.query_graph_tool with callers_of and callees_of to trace call chains.get_flow to see full execution paths through suspected areas.detect_changes_tool to check if recent changes caused the issue.get_impact_radius_tool on suspected files to see what else is affected.get_minimal_context(task="<your task>") before any other graph tool.detail_level="minimal" on all calls. Only escalate to "standard" when minimal is insufficient.Other measured skills in the registry, with their headline benchmark lift.