Best model for your job # Best AI model for coding > For coding, Claude Fable 5.1 scores highest on the current data (69.4), weighting coding 60%, agentic & tool use 25%, instruction following 15%. The cheapest - Canonical page: https://noometry.com/best/for/coding - Last updated: 2026-10-10 - Title: Best AI model for coding (October 2026) | Noometry For coding, Claude Fable 5.1 scores highest on the current data (69.4), weighting coding 60%, agentic & tool use 25%, instruction following 15%. The cheapest model in the top 10 is Claude Sonnet 5.5 at $2 / $10 per million tokens. Last verified October 10, 2026 Weights: [Coding](https://noometry.com/best/coding) 60%, [Agentic & Tool Use](https://noometry.com/best/agentic) 25%, [Instruction Following](https://noometry.com/best/instruction-following) 15%. Coding work is mostly repository-level bug fixing and multi-step edits, so coding and agentic results carry the most weight. Best AI model for coding | # | Model | Provider | Fit | Coding | Agentic & Tool Use | Instruction Following | Input $/M | Output $/M | | --- | --- | --- | --- | --- | --- | --- | --- | --- | | 1 | [Claude Fable 5.1](https://noometry.com/models/claude-fable-5-1) | Anthropic | **69.4** | 74.7 | 50.7 | 79.2 | $10 | $50 | | 2 | [GPT-6 Astra](https://noometry.com/models/gpt-6-astra) | OpenAI | **68.9** | 73.7 | 52.9 | 76.3 | $10 | $50 | | 3 | [Claude Fable 5](https://noometry.com/models/claude-fable-5) | Anthropic | **67.7** | 70.6 | 54.0 | 78.6 | $10 | $50 | | 4 | [Claude Opus 5.5](https://noometry.com/models/claude-opus-5-5) | Anthropic | **66.5** | 71.9 | 45.3 | 80.0 | $4 | $20 | | 5 | [Claude Opus 5](https://noometry.com/models/claude-opus-5) | Anthropic | **66.3** | 67.5 | 55.6 | 79.2 | $5 | $25 | | 6 | [Claude Sonnet 5.5](https://noometry.com/models/claude-sonnet-5-5) | Anthropic | **63.3** | 67.3 | 45.0 | 78.3 | $2 | $10 | | 7 | [GPT-5.6 Sol](https://noometry.com/models/gpt-5-6-sol) | OpenAI | **63.3** | 65.1 | 50.3 | 77.7 | $4 | $20 | | 8 | [Gemini 4 Argon](https://noometry.com/models/gemini-4-argon) | Google | **61.5** | 62.0 | 49.2 | 80.1 | — | — | | 9 | [Claude Opus 4.7](https://noometry.com/models/claude-opus-4-7) | Anthropic | **59.5** | 59.6 | 47.9 | 78.4 | $5 | $25 | | 10 | [Claude Opus 4.8](https://noometry.com/models/claude-opus-4-8) | Anthropic | **59.5** | 59.9 | 47.6 | 77.4 | $5 | $25 | | 11 | [GPT-6.1 Sol](https://noometry.com/models/gpt-6-1-sol) | OpenAI | **59.4** | 63.2 | 39.6 | 77.0 | $2 | $10 | | 12 | [GPT-5.5](https://noometry.com/models/gpt-5-5) | OpenAI | **59.2** | 58.2 | 50.7 | 77.5 | $5 | $30 | | 13 | [Claude Opus 4.6](https://noometry.com/models/claude-opus-4-6) | Anthropic | **59.0** | 57.2 | 51.1 | 79.5 | $5 | $25 | | 14 | [Kimi K3](https://noometry.com/models/kimi-k3) (open weights) | Moonshot AI | **58.7** | 61.0 | 41.8 | 77.7 | $3 | $15 | | 15 | [Gemini 3.8 Flash](https://noometry.com/models/gemini-3-8-flash) | Google | **57.7** | 59.2 | 41.8 | 78.0 | $0.75 | $3.75 | | 16 | [GPT-6 Sol](https://noometry.com/models/gpt-6-sol) | OpenAI | **56.6** | 60.1 | 37.2 | 74.5 | $2 | $10 | | 17 | [GLM-5.3](https://noometry.com/models/glm-5-3) (open weights) | Z.ai (Zhipu) | **56.4** | 59.5 | 36.4 | 77.5 | $1.40 | $4.40 | | 18 | [Claude Opus 4.5](https://noometry.com/models/claude-opus-4-5) | Anthropic | **56.3** | 54.8 | 47.3 | 77.5 | $5 | $25 | | 19 | [Grok 4.6](https://noometry.com/models/grok-4-6) | xAI | **56.2** | 58.5 | 39.4 | 75.4 | $2 | $6 | | 20 | [GPT-5.6 Terra](https://noometry.com/models/gpt-5-6-terra) | OpenAI | **56.1** | 57.7 | 40.1 | 76.4 | $2 | $12 | | 21 | [Gemini 3.7 Flash](https://noometry.com/models/gemini-3-7-flash) | Google | **55.9** | 56.2 | 42.1 | 77.7 | $0.75 | $3.75 | | 22 | [Claude Sonnet 5](https://noometry.com/models/claude-sonnet-5) | Anthropic | **55.4** | 55.5 | 42.8 | 76.3 | $2 | $10 | | 23 | [Muse Spark 1.3](https://noometry.com/models/muse-spark-1-3) | Meta | **55.3** | 56.6 | 38.6 | 77.5 | $1.25 | $4.25 | | 24 | [Qwen3.8 Max](https://noometry.com/models/qwen3-8-max) | Alibaba (Qwen) | **55.1** | 53.5 | 45.4 | 77.6 | $2 | $6 | | 25 | [Grok 4.7](https://noometry.com/models/grok-4-7) | xAI | **55.1** | 58.0 | 36.7 | 74.1 | $2 | $6 | Sponsored placements are available on pages like this one. [Advertise on Noometry](https://noometry.com/advertise) Top two head to head: [Claude Fable 5.1 vs GPT-6 Astra](https://noometry.com/compare/claude-fable-5-1-vs-gpt-6-astra) ## Frequently asked questions ### What is the best ai model for coding? For coding, Claude Fable 5.1 scores highest on the current data (69.4), weighting coding 60%, agentic & tool use 25%, instruction following 15%. The cheapest model in the top 10 is Claude Sonnet 5.5 at $2 / $10 per million tokens. ### How is this shortlist built? Coding work is mostly repository-level bug fixing and multi-step edits, so coding and agentic results carry the most weight. 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(2026). Best AI model for coding. Retrieved October 10, 2026, from https://noometry.com/best/for/coding Quote Noometry with a link back to this page. It is also available in [Markdown](https://noometry.com/md/best/for/coding.md).