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Benchmark profile

RuneBench / runescape-bench (RuneScape-Bench)

An agentic coding benchmark where models use a TypeScript SDK to play a RuneScape-like environment and optimize skill-training performance.

How BenchLM shows RuneScape-Bench

BenchLM mirrors RuneBench, the public results site for runescape-bench. The snapshot averages ln(1 + XP/min) across 16 skill-training tasks where coding agents use a TypeScript SDK to control a RuneScape-like game environment.

RuneScape-Bench is display only on BenchLM because it measures agent scaffolds and gameplay automation strategies as much as base model quality. BenchLM keeps it as external agentic-coding context.

25 mirrored rows16 skill tasksTypeScript SDKXP/min aggregateDisplay only

Avg ln(1 + XP/min) on RuneScape-Bench — May 2026 snapshot

BenchLM mirrors the published avg ln(1 + xp/min) view for RuneScape-Bench. GPT-5.5 xhigh leads the public snapshot at 5.7% , followed by Gemini 3.5 Flash (5.4%) and GPT-5.5 (5.3%). BenchLM does not use these results to rank models overall.

25 modelsExternal benchmark mirrorsCurrentDisplay onlyUpdated May 2026 snapshot

Avg ln(1 + XP/min) table (25 models)

Score
1
5.7%
2
5.4%
3
GPT-5.5OpenAI
5.3%
4
5.1%
5
5.0%
7
4.7%
8
GPT-5.4OpenAI
4.7%
9
4.7%
10
4.6%
11
4.5%
12
4.4%
13
4.3%
14
4.1%
15
4.1%
16
3.8%
17
3.2%
18
3.2%
19
2.3%
20
Kimi K2.5Moonshot AI
2.1%
21
GLM 5Z.AI
1.9%
22
1.6%
23
Qwen3 MaxAlibaba
1.4%
24
1.2%
25
0.7%

The published RuneScape-Bench snapshot places GPT-5.5 xhigh first at 5.7%. The third row is 0.4 points behind. The broader top-10 range is 1.1 points, so many of the published results sit in a relatively narrow band.

25 models have been evaluated on RuneScape-Bench. 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. RuneScape-Bench is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.

About RuneScape-Bench

Year

2026

Tasks

16 RuneScape skill-training tasks

Format

Average log XP-rate score

Difficulty

Agentic gameplay automation

RuneBench evaluates gameplay automation and coding-agent strategy. BenchLM mirrors the public aggregate computed as average ln(1 + XP/min) across 16 skill-training tasks, while keeping the benchmark display-only because rows reflect agent harness and gameplay strategy.

BenchLM freshness & provenance

Version

RuneScape-Bench 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.

FAQ

What does RuneScape-Bench measure?

An agentic coding benchmark where models use a TypeScript SDK to play a RuneScape-like environment and optimize skill-training performance.

Which model leads the published RuneScape-Bench snapshot?

GPT-5.5 xhigh currently leads the published RuneScape-Bench snapshot with 5.7% avg ln(1 + xp/min). BenchLM shows this benchmark for display only and does not use it in overall rankings.

How many models are evaluated on RuneScape-Bench?

25 AI models are included in BenchLM's mirrored RuneScape-Bench snapshot, based on the public leaderboard captured on May 2026 snapshot.

Last updated: May 2026 snapshot · mirrored from the public benchmark leaderboard

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