Ross ROSS = Recommend OSS · open-source software intelligence for agents

shadcn/improve

Use your most capable model to audit your codebase and write plans for cheaper models to execute. observed · 2026-08-28

github.com/shadcn/improve · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

53/100

  • Activity 87
  • Release rhythm 35
  • Longevity 6

Flags: no_releases young

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 84
  • days_rel: n/a
  • days_push: 79
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

8997 stars · 404 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

An agent skill that audits a codebase using a capable LLM and writes self-contained markdown implementation plans for cheaper models to execute. It never implements changes itself; the plan is the product, with commands for audits, planning, execution dispatch, and backlog reconciliation.

Use cases

  • audit my codebase for tech debt and bugs
  • generate implementation plans for AI coding agents
  • use an expensive model to plan and a cheap model to implement
  • review only what my current branch changes before a PR
  • dispatch a cheaper model to execute a plan and review its diff
  • keep a backlog of agent tasks reconciled across sessions
  • get feature suggestions for where to take my project

When to choose

  • you use LLM coding agents and want to split planning from execution to cut costs
  • you want structured, reviewable markdown specs instead of ad-hoc agent prompts
  • you work in any agent that supports the Agent Skills format

When to avoid

  • you want a tool that automatically implements and merges fixes
  • you don't use LLM-based coding agents in your workflow
  • you need a standalone GUI or CI-integrated static analyzer rather than an agent skill

Facets

plugin · maturity active

developer-tools code-review workflow-automation agent-framework prompt-engineering developer-tools version-control cli cross-platform agent-skills code-audit implementation-plans llm-orchestration code-quality ai-agents automation

1 source

Member repositories

RepositoryRoleHealth v2
shadcn/improvemain53

For agents

markdown · JSON · MCP: product_card(name="shadcn/improve")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem