BlogLLM Benchmark Scores as Published, Side by Side
FrontierCode: Results as Published
Every result the catalog holds for FrontierCode: 20 models from 4 developers, read from 12 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Agentic CodingMaintainer Cognition, built with maintainers of 36 open-source repositoriesIntroduced 2026Data version 2026103001, as of 2026-10-30
FrontierCode tests whether an AI coding agent's change to a real open-source project is good enough for that project's maintainers to merge, not just code that passes tests. It has 150 tasks drawn from 36 repositories, and Artificial Analysis runs the 100-task Main set with three attempts per task. Each attempt must pass deterministic tests and file-scope limits, and an LLM judge checks it against maintainer criteria, where failing any blocking check scores zero.
FrontierCode v1.1 Main
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 LunaOpenAI, released 2026-09-22 | 42.4% | Anthropic, Claude Haiku 5.5checked 2026-10-15; printed on 1 more page | - |
| GPT-6 SolOpenAI, released 2026-09-22 | 49.3% | Anthropic, Claude Sonnet 5.5checked 2026-10-14; printed on 1 more page | - |
| GPT-6 AstraOpenAI, released 2026-09-03 | 53.3% | OpenAI, GPT-6 Astrachecked 2026-10-14; printed on 2 more pages | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 47.5% | OpenAI, GPT-6 Astrachecked 2026-10-14; printed on 2 more pages | - |
| GPT-5.6 TerraOpenAI, released 2026-07-09 | 41.3% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 46.4% | Anthropic, Claude Haiku 5.5checked 2026-10-15; printed on 1 more page | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 46.2% | Anthropic, Claude Sonnet 5.5checked 2026-10-14; printed on 3 more pages | Effort: max |
| 52.1% | Anthropic, Claude Sonnet 5.5checked 2026-10-14 | Effort: xhigh | |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 54.6% | Anthropic, Claude Opus 5.5checked 2026-10-25; printed on 3 more pages | Effort: medium |
| 54.4% | Anthropic, Claude Opus 5.5checked 2026-10-14 | - | |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 50.9% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 3 more pages | Effort: medium |
| Claude Opus 5Anthropic, released 2026-07-24 | 53.4% | Anthropic, Claude Opus 5checked 2026-10-15; printed on 3 more pages | - |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 42.4% | Anthropic, Claude Sonnet 5.5checked 2026-10-14; printed on 2 more pages | - |
| Claude Fable 5Anthropic, released 2026-06-09 | 53.5% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 3 more pages | Effort: xhigh |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 46.5% | Anthropic, Claude Opus 5checked 2026-10-15 | - |
| Gemini 3.8 FlashGoogle, released 2026-09-02 | 43.6% | OpenAI, GPT-6 Astrachecked 2026-10-14 | - |
| Gemini 3.7 FlashGoogle, released 2026-08-13 | 43.6% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.6 FlashGoogle, released 2026-07-21 | 34.4% | Google, Gemini 3.7 Flash model cardchecked 2026-10-15 | - |
FrontierCode v1.1 Extended
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-6 AstraOpenAI, released 2026-09-03 | 64.5% | OpenAI, GPT-6 Astrachecked 2026-10-14; printed on 1 more page | - |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 60.6% | OpenAI, GPT-6 Astrachecked 2026-10-14; printed on 1 more page | - |
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 58.4% | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | Effort: max |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 59.1% | Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19; printed on 1 more page | Effort: max; Harness: Claude Code (per Cognition) |
| 64.4% | Anthropic, Claude Sonnet 5.5 System Cardchecked 2026-10-19 | Effort: xhigh; Harness: Claude Code (per Cognition) | |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 63.6% | Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25 | Effort: max |
| 65.3% | Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25 | Effort: medium | |
| Claude Fable 5.1Anthropic, released 2026-09-01 | 63.6% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 2 more pages | Effort: medium |
| Claude Opus 5Anthropic, released 2026-07-24 | 63.6% | Anthropic, Claude Opus 5.5 System Cardchecked 2026-10-25; printed on 1 more page | - |
| Claude Fable 5Anthropic, released 2026-06-09 | 64.9% | Anthropic, System Card: Claude Fable 5.1 & Claude Mythos 5.1checked 2026-10-25; printed on 3 more pages | Effort: xhigh |
| Gemini 3.8 FlashGoogle, released 2026-09-02 | 56.3% | OpenAI, GPT-6 Astrachecked 2026-10-14 | - |
| Grok 4.6xAI, released 2026-08-12 | 61.3% | xAI, Introducing Grok 4.6checked 2026-10-15 | Effort: high |
| Grok 4.5xAI, released 2026-07-16 | 56.6% | xAI, Introducing Grok 4.6checked 2026-10-15 | Effort: high |
FrontierCode (Diamond)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.5OpenAI, released 2026-04-23 | 5.7% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15 | Effort: xhigh |
| Claude Mythos 5Anthropic, released 2026-06-09 | 29.3% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15 | Effort: xhigh |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 13.4% | Anthropic, Claude Fable 5 and Claude Mythos 5checked 2026-10-15 | Effort: xhigh |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.