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Automatically find relevant context from knowledge graph and code relationships while coding. Detects when context would be helpful (new files, unfamiliar code, architectural decisions) and surfaces related entities, prior decisions, and code dependencies.
Passed 6 of 14 test cases with the skill, and 5 of 14 without it.
and 3 more in the full report
6 fixed4 passed either way8 still failing4 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
If I need a complete reference sheet of standard code relationship search commands, which reference document should be loaded?
| Checked | Without skill | With skill |
|---|---|---|
| References references/search_patterns.md | Missed | Passed |
The instructions your model reads when the skill loads.
Find and surface relevant context while coding by combining knowledge graph search with code relationship analysis. Uses smart detection to identify when additional context would be helpful, then retrieves:
This skill activates automatically when detecting:
| Trigger | What to Search |
|---|---|
| Opening unfamiliar file | Knowledge graph for file/module context, code for imports/dependencies |
| Working on new feature | Prior decisions, related concepts, similar implementations |
| Debugging errors | Related issues, error patterns, affected components |
| Refactoring code | Dependent files, callers/callees, test coverage |
| Making architectural decisions | Past ADRs, related design docs, established patterns |
| Touching config/infra files | Related deployments, environment notes, past issues |
For detection triggers reference, load references/detection_triggers.md.
Identify triggers that suggest context would help:
Signals to watch:
- New/unfamiliar file opened
- Error messages mentioning unknown components
- Questions about "why" or "how" something works
- Changes to shared/core modules
- Architectural or design discussions
test cases passed, vs 5 / 14 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.