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Vals Vibe Code Bench 1-100 (Vibe Code Bench 1-100)

We mirror this table; we do not rank on it.

Data verified 36 confirmed releases in the last 30 daysFollow model changes

Can a model extend one working web application across a long sequence of dependent requests?

Vibe Code 1-100 score on Vibe Code Bench 1-100 — September 16, 2026

We mirror the published vibe code 1-100 score view for Vibe Code Bench 1-100. Claude Opus 5 leads the public snapshot at 28.53%, followed by Claude Fable 5.1 (28.00%) and GPT-6 Astra (27.64%). We do not use these results to rank models overall.

19 modelsExternal benchmark mirrorsCurrentDisplay onlyUpdated September 16, 2026

Vibe Code 1-100 score table (19 models)

Score
1
Claude Opus 5Anthropic · ClosedOpenHandsOpenHands
28.53%
2
Claude Fable 5.1Anthropic · ClosedOpenHandsOpenHands
28.00%
3
GPT-6 AstraOpenAI · ClosedOpenHandsOpenHands
27.64%
4
GPT-5.6 LunaOpenAI · ClosedOpenHandsOpenHands
22.59%
5
Muse Spark 1.3 MaxMetaOpenHandsOpenHands
20.46%
6
GPT-5.6 SolOpenAI · ClosedOpenHandsOpenHands
20.01%
7
GLM-5.3Z.AI · Open weightOpenHandsOpenHands
19.99%
8
Gemini 3.8 FlashGoogle · ClosedOpenHandsOpenHands
18.77%
9
Kimi K3Moonshot AI · ClosedOpenHandsOpenHands
18.24%
10
DeepSeek V4 Pro 0813DeepSeek · ClosedOpenHandsOpenHands
17.53%
11
DeepSeek V4.1 FlashDeepSeek · Open weightOpenHandsOpenHands
16.38%
12
GLM-5.3-FlashZ.AI · Open weightOpenHandsOpenHands
16.03%
13
GPT-5.6 TerraOpenAI · ClosedOpenHandsOpenHands
14.82%
14
Grok 4.6xAI · ClosedOpenHandsOpenHands
14.75%
15
Claude Sonnet 5Anthropic · ClosedOpenHandsOpenHands
13.82%
16
Qwen3.8 MaxAlibaba · Open weightOpenHandsOpenHands
12.83%
17
MiniMax M3MiniMax · Open weightOpenHandsOpenHands
9.22%
18
InklingThinking Machines Lab · Open weightOpenHandsOpenHands
7.33%
19
Gemini 3.1 Pro PreviewGoogleOpenHandsOpenHands
6.69%

How Vibe Code Bench 1-100 is shown here

BenchLM mirrors the public Vals AI Vibe Code Bench 1-100 leaderboard captured from https://www.vals.ai/benchmarks/vcb-1-100 and updated by Vals on September 16, 2026. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.

Vibe Code Bench 1-100 is display only on BenchLM. Vals proprietary or Vals-hosted aggregate views are useful context, but BenchLM does not use them as weighted ranking inputs or as a replacement for benchmark-native source records.

Snapshot

19 Vals rows1 task viewsprivate datasetTasks: OverallDisplay only

The published Vibe Code Bench 1-100 snapshot places Claude Opus 5 first at 28.53%. The third row is 0.89 points behind. The broader top-10 range is 11.00 points, so the table still separates the published systems.

19 models have been evaluated on Vibe Code Bench 1-100. The benchmark falls in the External benchmark mirrors category. We keep external benchmark mirrors separate from the weighted global scoring system, so these results remain source-specific evidence. Vibe Code Bench 1-100 is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About Vibe Code Bench 1-100

Year

2026

Tasks

Long chains of dependent web-application change requests

Format

Accuracy score

Difficulty

Long-horizon software delivery

Each run starts from a working web application and applies a long chain of dependent change requests, so an early mistake compounds through the rest of the sequence. That is a different question from the single-build Vibe Code Bench v1.1 board, which is why BenchLM keeps it on its own key. Private task set, external runner, display only.

Freshness and provenance

Version

Vibe Code Bench 1-100 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does Vibe Code Bench 1-100 measure?

Can a model extend one working web application across a long sequence of dependent requests?

Which model leads the published Vibe Code Bench 1-100 snapshot?

Claude Opus 5 currently leads the published Vibe Code Bench 1-100 snapshot with 28.53% vibe code 1-100 score. BenchLM shows this benchmark for display only and does not use it in overall rankings.

How many models are evaluated on Vibe Code Bench 1-100?

The September 16, 2026 snapshot contains 19 AI models.

Last updated: September 16, 2026 · mirrored from the public benchmark leaderboard

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