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MODELQUEST
choose the right AI for the quest
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Code SmithCollaboratorPeer public scoresmeth_v0_1_1as of 2026-07-11

Claude Sonnet 5 · API · High effort (default)

A polished code smith with expensive habits — still the sensible daily driver.

The default professional coding partner — excellent taste and reliability without always needing flagship spend.

SharePost on X
Codex rating
50.8
Confidence A

Overall mean of attribute public scores after peer min-max (40–95 band within scored launch peer set).

Loadout
Endpoint
claude-sonnet-5
Product
Anthropic API
Price
$2 / $10 per MTok
Context
1000k tokens

Claude Sonnet 5 API, default high effort, 1M context, intro $2/$10 (→ $3/$15). Primary gold-sheet daily-driver coding Build.

Core attributes

Six stats · peer public

Peer publicbars = rank in scored peer set (≈40–95) · raw = absolute fusion under the bar
STRExecution
40.0raw 74.8A3644
DEXTempo
61.5raw 59.7A57.565.5
CONReliability
40.0raw 75.9A3644
INTReasoning
40.2raw 78.4A36.244.2
WISJudgment
53.0raw 61.8A4957
CHACollaboration
70.2raw 82.8A66.274.2

Peer public (main number / bar) ranks this Build inside the current scored peer set (≈40–95). Raw is the absolute evidence-fusion aggregate before min-max. A low peer score can still be a strong absolute model — see methodology.

Practical verdict

When to choose

Best at
  • Day-to-day software engineering in real repositories
  • Greenfield apps with clear product direction
  • Collaborative writing, docs, and instruction-heavy workflows
  • Balancing quality and cost versus Opus-class flagships
Avoid for
  • Cheapest possible high-volume automation (use a sprinter)
  • Strict offline / private-local-only requirements
  • Maximum autonomous long-horizon agenting at any cost (compare Opus / GPT-high)
  • Latency-first chat where flash models dominate
Choose this when

You want one primary Build for coding and writing that stays pleasant under human supervision, holds constraints, and rarely needs the top-tier price.

Skills

Task proficiencies

Creative Writing88.0 B
Professional Writing88.0 B
Data Analysis82.5 A
Devops And Terminal80.4 B
Tool Calling80.4 B
Test Writing79.6 A
Following Complex Instructions78.2 A
Refactoring75.9 A
Long Autonomous Runs73.0 B
Debugging71.9 A
Existing Codebase Work71.2 A
Quantitative Reasoning70.7 A
Research Synthesis63.0 A
Frontend And Ui61.2 B
Greenfield App Development61.2 B
Traits & Quirks

Signature strengths and honest flaws

Traits · 3
Constraint Keeperconf Cinferred

Holds multi-part requirements, style guides, and earlier decisions across long coding sessions better than many peer Builds — especially when instructions are explicit and structured.

Triggers when
  • Multi-file coding sessions with written acceptance criteria
  • Refactors with explicit "do not change X" constraints
Repository Cartographerconf Cinferred

Quickly builds a useful mental model of unfamiliar codebases — module boundaries, conventions, and likely change points — before editing.

Triggers when
  • Greenfield exploration of mid-to-large repos
  • Onboarding to legacy services with sparse docs
Style Shifterconf Binferred

Adapts prose tone and code style to the surrounding project or brief without losing substance — strong default for collaborative writing and polished UI copy.

Triggers when
  • Explicit style samples or "match this repo" instructions
  • Product copy and documentation alongside code
Flaws · 3
Overengineerconf Cinferredmoderateoccasional

Introduces extra abstractions, config layers, or "future-proof" structure when a smaller change would satisfy the brief — especially on underspecified tasks.

Shows up when
  • Vague product requests without scope caps
  • Small bugfixes framed as open-ended improvements

Workaround · State hard limits: max files to touch, "smallest correct change," forbid new dependencies, and require a one-paragraph plan before code.

Verbose Loopconf Cinferredminorcommon

Explains plans and options at length when a direct edit or shorter answer would move the work forward — raising cost and breaking flow on simple tasks.

Shows up when
  • Fast everyday asks without "be brief" constraints
  • Multi-turn sessions where prior context already stated the plan

Workaround · Prefer instructions like "code first, ≤5 bullets of notes" or "diff only, no preamble." Cap max output tokens for interactive chat.

Expensive Habitsconf Binferredmoderatehabitual

Default thoroughness produces longer outputs than flash-class Builds, so token spend climbs quickly on high-volume or multi-file agent runs.

Shows up when
  • Autonomous agent loops without output budgets
  • Repeated full-file rewrites instead of patches

Workaround · Use for high-value sessions; route bulk/simple work to a sprinter Build. Prefer patch-style edits and explicit token/time budgets in agent configs.

Evidence Terminal

Traceability

Every factual claim cites an evidence row. Tap a chip to see the benchmark, exact config, source, and caveats behind the number.

Engine pass meth_v0_1_1 (peer min-max vs scored launch peer set). Codex overall 50.8 (A). Attribute public scores map raw aggregates into a 40–95 band within the peer set (methodology min-max). INT uses hierarchical fusion (GPQA primary / HLE secondary / capped bleed).