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How to compare one model across different coding CLIs with Bug Hunt Bench

See whether the tool wrapped around a model changes its bug-fixing score.

Short answer: Open the leaderboard at bughunt.productcompass.pm; then Find one model in the table, for example DeepSeek V4.1 Flash 1017, and note its Harness and Effort values; Compare its Fixed /105 scores across harnesses: DeepSeek Harness, Pi, Claude Code and OpenCode at max effort score 42.7, 42.2, 39.1 and 37.6. All steps.

Who it is forA developer who runs the same model in several coding tools and sees different results from each.

The problemA model's score can reflect the harness it runs in, so a score from one tool may not carry over to another.

The outcomeA clear view of how the same model scores across harnesses and effort levels, which helps decide which tool to use.

What you need first

  • A web browser to open the live leaderboard at bughunt.productcompass.pm
  • Access to the results/ folder on GitHub or a local copy of the repo for the raw data

Steps

  1. Open the leaderboard at bughunt.productcompass.pm.
  2. Find one model in the table, for example DeepSeek V4.1 Flash 1017, and note its Harness and Effort values.
  3. Compare its Fixed /105 scores across harnesses: DeepSeek Harness, Pi, Claude Code and OpenCode at max effort score 42.7, 42.2, 39.1 and 37.6.
  4. Check the Effort column to see whether the same harness scores differently at high, low or max effort.

Prompt for your agent

Using the bug-hunt-bench README table, list every row for <model name> with its Harness, Effort, and Fixed /105 score, sorted by score. Output a table. Verify that each row's harness and effort match the source table.

Caveat. Run counts differ across rows, so a difference of one or two points between harnesses may be noise.

Use this in your AI agent

Ask your agent

Using the Deduped MCP, get the setup steps for phuryn/bug-hunt-bench and "Compare one model across different coding CLIs"

Add Deduped to Claude Code once

claude mcp add --transport http deduped https://dedupedai.com/mcp

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