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Home/Best Anthropic Model for Coding
Best Anthropic pickAnthropic · Coding

Best Anthropic Model for Coding

Claude Fable 5.1 is Anthropic's best model for coding — it scores 100/100 vs 100/100 for Claude Mythos 5.1, at $10/1M input tokens. Across all providers, GPT-6 Astra still leads coding at 100/100 — worth considering if you're not committed to Anthropic.

Last verified Sep 3, 2026/Model data modified Sep 3, 2026
Rankings refresh dailyScored on 6 criteriaNo paid rankings
AnthropicPremium
Input cost
$10.00/1M
Context
1M tokens
Speed
Deliberate

Clear recommendation block

The safest anthropic model for coding default, the cheaper option worth trying first, and the specialist pick — before you read the detail below.

Best overall model

Claude Fable 5.1

View
Why this recommendation

Claude Fable 5.1 is the strongest answer here for anthropic model for coding — pick it when quality of output matters more than the $10.00/1M/1M input you pay for it.

AnthropicPremium
Best for
Frontier agentic coding, long-horizon autonomous work, and agentic scientific research
Price
$10.00/1M
Context
1M tokens
Best value model

Claude Opus 4.8

View
Why this recommendation

Claude Opus 4.8 handles the same job for about 50% less per token. Start here and only move up if the output is not good enough.

AnthropicPremium
Best for
Hardest coding tasks, parallel agentic workflows, and high-fidelity vision
Price
$5.00/1M
Context
1M tokens
Best for speed

Claude Mythos 5.1

View
Why this recommendation

Claude Mythos 5.1 is the fastest of these for anthropic model for coding — worth it when latency is what the reader notices, not the last few points of reasoning depth.

AnthropicPremium
Best for
Vetted frontier cybersecurity and life-sciences research at the absolute capability ceiling
Price
$10.00/1M
Context
1M tokens

Why this page recommends it

Claude Fable 5.1 leads Anthropic's lineup for coding at 100/100 ($10/1M input, 1M context).

Claude Sonnet 5 is the value pick at $2/1M input with a coding score of 98/100.

GPT-6 Astra (OpenAI) is the overall coding leader at 100/100 if provider choice is open.

Decision notes

Choose Claude Fable 5.1 when coding quality is the priority and you're staying on Anthropic.

Choose Claude Sonnet 5 when token volume matters more than peak quality.

Teams open to other providers should also evaluate GPT-6 Astra before committing.

Interactive decision lab

Test the recommendation against your priority

Switch the scoring lens to see whether the anthropic model for coding answer changes when cost, speed, or long-document depth leads the decision.

#1Claude Fable 5.191 pts
#2Claude Fable 591 pts
#3Claude Opus 591 pts
#4Claude Mythos 5.190 pts
#5Claude Mythos 590 pts
Quality first

Claude Fable 5.1

Anthropic / Premium / Sep 3, 2026

91

New frontier leader — better than Fable 5 on every published benchmark, and cheaper to run.

Ranks models by the broadest mix of coding, writing, research, and long-context usefulness.

Cost
$10.00/1M
$50.00/1M out
Speed
Deliberate
2/5 score
Context
1M tokens
input window
View model
Data-backed recommendation
Avoid this pick if

You need low latency, or your workload is uncached and cost-sensitive — Claude Opus 5 is half the base price and within a few points on agentic coding.

Recommended comparisons

Where the anthropic model for coding recommendation shifts once you weigh price or latency differently.

AnthropicPremiumBest Anthropic pick

Claude Fable 5.1

New frontier leader — better than Fable 5 on every published benchmark, and cheaper to run.

Best use case
Frontier agentic coding, long-horizon autonomous work, and agentic scientific research
Input
$10.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderFrontierAgentic
AnthropicPremiumOption 2

Claude Mythos 5.1

Fable 5.1 with the safeguards lifted — partner-only, 60.9% Terminal-Bench 4.0.

Best use case
Vetted frontier cybersecurity and life-sciences research at the absolute capability ceiling
Input
$10.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
FrontierRestricted accessCybersecurity
AnthropicPremiumOption 3

Claude Fable 5

New global #1 — 80.3% SWE-Bench Pro, the most capable model generally available.

Best use case
The hardest coding tasks, autonomous multi-step agents, and frontier-grade reasoning
Input
$10.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderSWE-Bench Pro #1Mythos-class
AnthropicPremiumOption 4

Claude Mythos 5

The frontier ceiling — same model as Fable 5, safeguards lifted, partner-only.

Best use case
Frontier cybersecurity research, autonomous vulnerability discovery, and the absolute capability ceiling
Input
$10.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
FrontierRestricted accessCybersecurity
AnthropicPremiumOption 5

Claude Opus 4.8

Best value premium coder — frontier-grade at half of Fable 5's price.

Best use case
Hardest coding tasks, parallel agentic workflows, and high-fidelity vision
Input
$5.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
Coding leaderSWE-bench Pro #1Parallel subagents
AnthropicPremiumOption 6

Claude Opus 5

Best premium model for agentic coding — near-Fable 5 quality at half the price.

Best use case
Complex agentic coding and enterprise agent workflows
Input
$5.00/1M
Pricing
Premium
Speed
Deliberate
Context
1M tokens
CodingAgenticFlagship

Side-by-side specs

List prices and published scores — the numbers this page's pick is built from.

ModelInputOutputEst. monthContextSpeedCodingWritingResearch
Claude Fable 5.1Anthropic$10.00/1M$50.00/1M$2001M tokensDeliberate10098100
Claude Mythos 5.1Anthropic$10.00/1M$50.00/1M$2001M tokensDeliberate1009799
Claude Fable 5Anthropic$10.00/1M$50.00/1M$2001M tokensDeliberate10098100
Claude Mythos 5Anthropic$10.00/1M$50.00/1M$2001M tokensDeliberate1009799

Scores out of 100 — how we evaluate models. “Est. month” is 10M in / 2M out at list price: a ceiling, no discounts.

The case for each model

Why each one is on the shortlist for anthropic model for coding, what it is genuinely good at, and where we would steer you away from it.

Claude Fable 5.1

Best Anthropic pickAnthropic

Our pick for anthropic model for coding. It scores 100/100 on the coding axis we weight this page by, and nothing else in this shortlist matches it on output quality.

Anthropic's September 1, 2026 frontier release and the new capability ceiling for coding, agents, and scientific work. Base pricing is unchanged at $10/$50, but cache reads dropped 75% to $0.25/1M — roughly 25% cheaper on typical workloads and up to 45% cheaper on agentic ones. 1M context, 128K output, adaptive thinking always on.

Input
$10.00/1M
Output
$50.00/1M
Context
1M tokens
Speed
Deliberate

What people actually use it for

  • Agentic scientific research — 52.6% on Terminal-Bench-Science 0.1, more than double Fable 5's 24.7%
  • Long-running autonomous coding agents that plan, run, and debug across a whole repository
  • Cache-heavy agent loops where the 75% cache-read cut ($1.00 → $0.25 per 1M) is the real saving

Where it wins

  • 52.6% Terminal-Bench-Science 0.1 — 2.1x Fable 5 (24.7%), well clear of Opus 5 (29.0%) and GPT-5.6 Sol (22.4%)
  • 55.8% Terminal-Bench 4.0 agentic coding, ahead of Opus 5 (52.3%) and Fable 5 (42.0%)
  • Cache reads cut 75% to $0.25/1M — ~25% cheaper for typical use, ~45% for heavily agentic work
  • Independent Vals AI evaluation ranks it #1 of 51 on the Vals Index, #1 on LiveCodeBench (90.5%) and MMLU Pro (92.4%)
  • 1M-token context and 128K max output at standard rates, with adaptive thinking always enabled

Where it falls down

  • Base rates are still $10/$50 per 1M — double Claude Opus 5 for anything that is not cache-heavy
  • Anthropic published no SWE-bench Verified or SWE-bench Pro figure for 5.1 at launch
  • On Claude Pro it only runs on pay-as-you-go credits; Max includes it up to 50% of weekly limits
  • Deliberate, high-latency profile — the wrong choice for interactive, latency-bound apps

Skip it if

You need low latency, or your workload is uncached and cost-sensitive — Claude Opus 5 is half the base price and within a few points on agentic coding.

Our verdict

The new frontier leader, and the rare upgrade that costs less than the model it replaces. Base $10/$50 pricing did not move, but a 75% cut to cache reads makes typical workloads ~25% cheaper than Fable 5 and heavily agentic ones ~45% cheaper — while more than doubling Fable 5 on agentic science and beating Opus 5 on agentic coding. If you were already on Fable 5, switching is a straight win. If you were on Opus 5 for the price, it still costs 2x on uncached tokens.

Full pricing, benchmark table and release notes on the Claude Fable 5.1 page.

Claude Mythos 5.1

Anthropic

Here for latency: it answers fastest of anything listed for anthropic model for coding, at 100/100 on coding.

The unrestricted twin of Claude Fable 5.1 — the same model with safeguards lifted in high-risk areas, released September 1, 2026 to vetted cybersecurity and life-sciences organisations under Anthropic's trusted-access programme. Scores 60.9% on Terminal-Bench 4.0, the highest agentic-coding result Anthropic has published.

Input
$10.00/1M
Output
$50.00/1M
Context
1M tokens
Speed
Deliberate

What people actually use it for

  • Vulnerability discovery and exploit reasoning under Anthropic's trusted-access controls
  • Life-sciences research workflows that the generally available safeguards constrain
  • Autonomous engineering where Fable 5.1's safety tuning blocks a legitimate response

Where it wins

  • 60.9% on Terminal-Bench 4.0 — above Fable 5.1's 55.8% and the highest figure Anthropic has published
  • Same 1M-token context, 128K output, and $10/$50 base pricing as Fable 5.1
  • Inherits the same 75% cache-read reduction to $0.25 per 1M tokens
  • Safeguards lifted in areas where Fable 5.1 declines legitimate security and bio research work

Where it falls down

  • Not generally available — restricted to vetted US organisations under Project Glasswing
  • No advantage for ordinary work; Fable 5.1 is the same model at the same price for everyone else
  • Same deliberate, high-latency profile and premium pricing as Fable 5.1

Skip it if

You don't hold vetted trusted access, or your work never trips Fable 5.1's safeguards — the two models are otherwise identical.

Our verdict

The highest published agentic-coding score anywhere — 60.9% on Terminal-Bench 4.0 — but you almost certainly cannot get it. Mythos 5.1 is Fable 5.1 with safeguards lifted, gated to vetted cybersecurity and life-sciences organisations. Unless you hold trusted access and hit refusals that block real research, Fable 5.1 is the same model at the same price.

Full pricing, benchmark table and release notes on the Claude Mythos 5.1 page.

Claude Fable 5

Anthropic

Also worth a look for anthropic model for coding, at 100/100 on the coding axis.

Input
$10.00/1M
Output
$50.00/1M
Context
1M tokens
Speed
Deliberate

New global #1 — 80.3% SWE-Bench Pro, the most capable model generally available. Full Claude Fable 5 review →

Claude Mythos 5

Anthropic

The alternative to check next for anthropic model for coding — 100/100 on coding.

Input
$10.00/1M
Output
$50.00/1M
Context
1M tokens
Speed
Deliberate

The frontier ceiling — same model as Fable 5, safeguards lifted, partner-only. Full Claude Mythos 5 review →

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Quick links

Browse all modelsCompare pricingView Claude Fable 5.1View Claude Mythos 5.1View Claude Fable 5

How we evaluate AI models

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FAQ

Which Anthropic model is best for coding?

Claude Fable 5.1 — it scores 100/100 on coding in this directory, ahead of Claude Mythos 5.1 at 100/100. New frontier leader — better than Fable 5 on every published benchmark, and cheaper to run.

Is Claude Fable 5.1 the best coding model overall?

Not overall. GPT-6 Astra (OpenAI) leads the directory for coding at 100/100 vs Claude Fable 5.1's 100/100. Claude Fable 5.1 is the best pick if you're staying within Anthropic's ecosystem.

What is the cheapest Anthropic model that is still good at coding?

Claude Sonnet 5 at $2/1M input tokens (coding score: 98/100). Use it for volume work and reserve Claude Fable 5.1 for the tasks where quality matters most.

How much does Claude Fable 5.1 cost?

$10/1M input tokens and $50/1M output tokens via the API, or through Claude Pro at $20/mo for chat use. Context window: 1M tokens. On a moderate month — 10M input and 2M output tokens — that works out to about $200.00, against $40.00 for Claude Sonnet 5.

When is Claude Fable 5.1 the wrong choice for coding?

Base rates are still $10/$50 per 1M — double Claude Opus 5 for anything that is not cache-heavy. Anthropic published no SWE-bench Verified or SWE-bench Pro figure for 5.1 at launch. Concretely, avoid it if you need low latency, or your workload is uncached and cost-sensitive — Claude Opus 5 is half the base price and within a few points on agentic coding. If none of that is negotiable, GPT-6 Astra (OpenAI) is the cross-provider leader at 100/100.

What does Claude Fable 5.1 actually get used for?

agentic scientific research — 52.6% on Terminal-Bench-Science 0.1, more than double Fable 5's 24.7%, long-running autonomous coding agents that plan, run, and debug across a whole repository, and cache-heavy agent loops where the 75% cache-read cut ($1.00 → $0.25 per 1M) is the real saving. Its 1M-token context window is the practical limit on how much you can hand it in one go.

Is it worth paying up for Claude Fable 5.1 over Claude Sonnet 5?

Claude Fable 5.1 scores 100/100 on coding against 98/100 for Claude Sonnet 5, at 5x the input price. That premium is worth it on work where a wrong answer costs real time or money, and hard to justify on high-volume, low-stakes calls. Most teams run both and route by task rather than picking one.