shadcn/improve
Use your most capable model to audit your codebase and write plans for cheaper models to execute.
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Source record
Recorded metrics
daily_stars · 333 stars today
2026-11-11 21:45:15.581Z
GitHub daily Trending window; attention only
Research analysis
Project record
Repository: shadcn/improve. Source account: Use your most capable model to audit your codebase and write plans for cheaper models to execute.
Observed adoption & comparisons
Stars in source daily window: 333 stars today (Nov 11, 2026 UTC; GitHub daily Trending window; attention only); previous same-scope observation: 333 (Nov 11, 2026 UTC). These observations do not establish demand growth. Recent records to compare: “Show HN: Lettercamp – open-source static blog framework” (Show HN, Nov 11, 2026); “openai/codex-security” (GitHub Trending, Nov 11, 2026). Shared themes are navigation hints; they have not been verified as the same need or independent corroboration.
Adoption decision
Evaluate it against the tool or manual workflow it would replace. The stored record supports discovery; it does not yet establish reliability, lower operating cost or commercial adoption.
Unverified requirements
Not verified: license permissions, required hardware, installation steps, maintenance status and a representative task with its failure cases.
Next test
Choose one real task and a current alternative. Record the commit, environment, input, output, elapsed time and failure behavior; retain the result before recommending adoption.