activeCodingAgents

FrontierCode 1.1 Main

Metric: Mean@5 score (higher is better)Introduced: 2026

Cognition's FrontierCode 1.1 Main evaluation measures whether coding agents produce mergeable changes on the 100 hardest tasks from its 150-task Extended set. It reports a mean@5 composite of held-out test performance and weighted code quality; Main remains distinct from the full Extended variant.

Models ranked

17

tracked on this benchmark

Score band

54.6 – 31.8

best → lowest tracked

Snapshot trend

-7.39

Jul 24 → Oct 5 · 15 models

Leaderboard

Tracked models ranked by Mean@5 score (higher is better).

Compare candidates
#Model variant and provenanceScore
1
Claude Opus 5.5

Configuration: claude-opus-5-5 (Medium)

Version: FrontierCode 1.1 MainHarness: claude-codeEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: claude-code. Highest-scoring published effort selected; timestamp is retrieval date.

54.6
2
Claude Opus 5

Configuration: Medium effort

Version: FrontierCode 1.1 MainHarness: 100-task mean@5 composite of held-out-test performance and weighted code qualityEvaluator: CognitionObserved: Jul 24, 2026Confidence: confirmedSource

Notes: Source: p.150, Figure 8.3. Medium is the reported Opus 5 setting; preserve it and keep Main separate from Extended.

53.4
3
GPT-6 Astra

Configuration: gpt-6-astra (Max)

Version: FrontierCode 1.1 MainHarness: codexEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: codex. Highest-scoring published effort selected; timestamp is retrieval date.

53.3
4
Claude Sonnet 5.5

Configuration: claude-sonnet-5-5 (Extra High)

Version: FrontierCode 1.1 MainHarness: claude-codeEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: claude-code. Highest-scoring published effort selected; timestamp is retrieval date.

52.1
5
Claude Fable 5.1

Configuration: claude-fable-5-1 (Medium)

Version: FrontierCode 1.1 MainHarness: claude-codeEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: claude-code. Highest-scoring published effort selected; timestamp is retrieval date.

50.9
6
GPT-6.1 Sol

Configuration: gpt-6.1-sol (Medium)

Version: FrontierCode 1.1 MainHarness: codexEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: codex. Highest-scoring published effort selected; timestamp is retrieval date.

50.2
7
SWE-2

Configuration: swe-2 (Max)

Version: FrontierCode 1.1 MainHarness: devinEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: devin. Highest-scoring published effort selected; timestamp is retrieval date.

50.0
8
GPT-6 Sol

Configuration: gpt-6-sol (Max)

Version: FrontierCode 1.1 MainHarness: codexEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: codex. Highest-scoring published effort selected; timestamp is retrieval date.

49.3
9
Grok 4.6

Configuration: grok-4.6 (High)

Version: FrontierCode 1.1 MainHarness: grok-buildEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: grok-build. Highest-scoring published effort selected; timestamp is retrieval date.

48.0
10
Grok 4.7

Configuration: grok-4.7 (High)

Version: FrontierCode 1.1 MainHarness: grok-buildEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: grok-build. Highest-scoring published effort selected; timestamp is retrieval date.

47.6
11
Kimi K3

Configuration: kimi-k3 (None)

Version: FrontierCode 1.1 MainHarness: mini-swe-agentEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: mini-swe-agent. Highest-scoring published effort selected; timestamp is retrieval date.

44.2
12
Gemini 3.7 Flash
Version: FrontierCode 1.1 MainHarness: Not recordedEvaluator: Not recordedObserved: Aug 13, 2026Confidence: Not recordedSource
43.6
13
GPT-6 Luna

Configuration: gpt-6-luna (Max)

Version: FrontierCode 1.1 MainHarness: codexEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: codex. Highest-scoring published effort selected; timestamp is retrieval date.

42.4
14
Gemini 3.8 Flash

Configuration: gemini-3.8-flash (Medium)

Version: FrontierCode 1.1 MainHarness: chiselEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: chisel. Highest-scoring published effort selected; timestamp is retrieval date.

41.2
15
GLM-5.3

Configuration: glm-5.3 (Max)

Version: FrontierCode 1.1 MainHarness: chiselEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: chisel. Highest-scoring published effort selected; timestamp is retrieval date.

40.1
16
Gemini 3.6 Flash

Configuration: gemini-3.6-flash (Medium)

Version: FrontierCode 1.1 MainHarness: chiselEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: chisel. Highest-scoring published effort selected; timestamp is retrieval date.

34.4
17
GLM-5.3-Flash

Configuration: glm-5.3-flash (Max)

Version: FrontierCode 1.1 MainHarness: chiselEvaluator: CognitionObserved: Oct 5, 2026Confidence: confirmedSource

Notes: Cognition FrontierCode 1.1 Main (100 tasks) mean@5 composite ('new_score'), verified in https://cognition.com/data/frontiercode-leaderboard/data.json (the data file behind https://cognition.com/frontiercode), retrieved 2026-10-05. Agent harness: chisel. Highest-scoring published effort selected; timestamp is retrieval date.

31.8

How to read this benchmark

This benchmark scores models where higher is better. Use scores for directional filtering and shortlisting, not universal quality ranking; then validate pricing, context window, provider availability, and fit for your workload.

Trust this score when

  • There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
  • The model list covers the same version family you can actually deploy today.
  • Top candidates overlap with your required routing and feature requirements.

Be cautious when

  • There is only one benchmark snapshot or the dataset appears stale.
  • The benchmark metric direction is opposite of your decision objective.
  • The score difference between options is narrow and likely within implementation variance.

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Last reviewed: Jul 26, 2026

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