Superconductor
  • Claude Code
  • Codex
  • Amp
  • Grok 4.5
  • OpenCode
  • Pi

See which coding agent is best on your own codebase

Stop choosing agents on vibes. Benchmark them on real PRs from your repos, and see the quality, cost, and speed tradeoffs on your code — not on SWE-Bench.

Save money and time without compromising quality.

These example results are from our codebase — yours will be built from your own PRs. Pick the right point on the quality, cost, and speed frontier for your team, and instantly evaluate every new model release on your code.

Quality vs. cost

Quality vs. speed

A custom SWE-Bench, built from your own PRs.

Run a custom coding agent benchmark on your own codebase — in one click.

Select exemplary PRs

Pick pull requests that represent great engineering work from your repos. An AI infers the original spec from each one — the agents never see the solution.

Search all PRs...
Consolidate Documentation into Single Location#210 by Kevin was merged 3 days ago
Shorten and fix placeholder text#630 by Arjun was merged last week
Slack App Installation#610 by Kevin was merged last week
Add proper wrapping of long paths#598 by Kevin was merged 2 weeks ago

Select agents

Choose any mix of coding agents and models. Each agent implements every spec independently, in its own cloud dev environment.

Search agents...
Claude CodeOpus 4.8
CodexGPT-5.5
PiGLM 5.2
Grok4.5
OpenCodeGLM 5.1
CursorComposer 2

Compare the results

LLM evaluators from multiple providers grade each implementation on correctness, completeness, and code quality — no single model's bias dominates.

Quality
CodexGPT 5.6
PiGLM 5.2
Claude CodeOpus 4.8
Grok4.5
Average Cost
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  • Re-run it whenever a new model ships

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