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Fine vs kodwai

Focuses on building software with AI agents rather than scoring agent-driven workflows

Side by side

What it is
Fine:Build Software with AI Agents.
kodwai:Kodwai lets developers solve coding challenges with their own AI coding agents and get scored on how they direct the agent.
Best for
Fine:AI-agent coding assistance
kodwai:Scoring AI-assisted coding workflows
Who it’s for
Fine:—
kodwai:Developers who use AI coding assistants like Claude Code, Cursor or Codex.
Pricing
Fine:Free
kodwai:Freemium
Open source
Fine:—
kodwai:Yes, 0 GitHub stars
Works with
Fine:—
kodwai:Claude Code, Cursor, Codex
DevHunt upvotes
Fine:75
kodwai:1
Launched on DevHunt
Fine:Jan 2023
kodwai:Sep 2029

Fine features

Build Software with AI Agents.

kodwai features

  • Agent-agnostic CLI. Run challenges locally with Claude Code, Cursor, Codex or any terminal-based agent.
  • Real-world challenges. Each task includes starter code, tests and hidden traps to mimic production work.
  • Multi-axis scoring. Scores out of 100 across Direction, Outcome/Rubric and Lift with evidence from transcripts and commits.
  • Public leaderboard & weekly leagues. Compete in weekly resets and see how you rank against other developers.
  • Zero-sandbox execution. All work happens on your machine; only challenge files are uploaded for scoring.
  • Evidence-backed feedback. Score breakdown shows moments, symbols and citations so you can review and improve.

Based on each tool's website and DevHunt data. Details may change; check the official sites.