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PROACTIVELY query the code graph database to understand relationships and impact of changes.
Passed 16 of 19 test cases with the skill, and 4 of 19 without it.
and 12 more in the full report
14 fixed5 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
We need to search the graph for all frontend React hooks. Which type argument is supplied to `graph-find-by-type.sh`?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies `graph-find-by-type.sh hook` | Missed | Passed |
The instructions your model reads when the skill loads.
THIS IS NOT OPTIONAL. THIS IS YOUR DEFAULT BEHAVIOR.
Every time you use the Read tool on a code file, you MUST IMMEDIATELY query the graph to understand:
DO NOT:
ALWAYS:
1. You read a file with Read tool
2. IMMEDIATELY run graph queries (describe, find-callers, find-serializers, etc.)
3. NOW you understand the full context
4. NOW you can analyze, modify, or discuss the code
Example - Reading a Model:
# After reading app/models/user.rb, IMMEDIATELY run:
graph-describe.sh User
graph-find-serializers.sh User
graph-find-associations.sh User
test cases passed, vs 4 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.