reconbench

ReconBench Model Leaderboard

Overall score

RankModelAgentOverallVisualScored runsCase coverageAttempts
1claude-opus-5Claude Codehigh effort · baseline95.696.05 / 53 / 35
2gpt-5.6-solCodexhigh effort · baseline89.790.35 / 63 / 36
3gpt-5.6-terraCodexhigh effort · baseline70.681.15 / 53 / 35
4claude-sonnet-5Claude Codehigh effort · baseline67.970.95 / 53 / 35
5gpt-5.6-lunaCodexhigh effort · baseline54.167.05 / 53 / 35

Overall is the equal-weight macro-average across all 3 active cases. Only completed, scored attempts enter case means. Candidate failures, timeouts, and infrastructure failures remain in the audit record but are excluded from scores.

How to read the leaderboard

01

claude-opus-5 leads the current leaderboard.

Its Overall score is 95.6 points. The gap to gpt-5.6-sol is 6.0 points.

02

New cases update scores automatically.

Each case contributes equal weight, regardless of how many checkpoints or repeated attempts it contains.

03

Coverage gates the ranking.

5 of 5 model entries currently cover all 3 active cases. Partial entries remain visible but unranked.

Benchmark coverage

3active cases
5model entries
5fully ranked
26trusted attempts
Active caseTrackTargetsStatesRuns
Reconstruct a browser-side Base64 workbenchcyberchef-base64-workbenchreconstruct2010
Reconstruct a local image-compression comparison toolsquoosh-image-compressionreconstruct206
Reconstruct a local-first Markdown workspacestackedit-field-notesreconstruct2110