Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1…
Scores
89 out of 100 · grade A
2026-08-22
Works
40% of the score
100/100
Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score
100/100
no commits in the last 12 weeks
Adopted
20% of the score
63/100
39,011 stars on the source repo.
Documented
15% of the score
73/100
1,092 words with worked examples.
Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit 3 days ago.
What it says it does
Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1 resolution, multi-tier caching, partitioning strategies, and cloud database optimization. Handles complex query analysis, migration strategies, and performance monitoring. Use PROACTIVELY for database optimization, performance issues, or scalability challenges.
Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-18.
Also in wshobson/agents
Other artifacts published from the same repository.
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Published by Toolproof, the masthead over this index and eight others. The method behind the number is at toolproof.kynth.studio/methodology, and the whole thing is readable as JSON with no key at /api.