OpenRouter model

Mistral: Devstral 2 2512

Devstral 2 is a state-of-the-art open-source model by Mistral AI specializing in agentic coding. It is a 123B-parameter dense transformer model supporting a 256K context window. Devstral 2 supports exploring...

Provider
OpenRouter
Availability
Available
Model ID
mistralai/devstral-2512
Snapshot
2026-10-07
Evaluation Verdict

Mistral Devstral 2512 is Mistral's dedicated autonomous software engineering model (59.2% SWE-bench Verified, 71.5% AIME, 1360 Coding Elo), optimized for multi-file Git diffs and repository-wide refactors.

Mistral: Devstral 2 2512 Benchmarks & Agentic Accuracy

Verified primary research & developer preference metrics

Primary Sources Verified
SWE-bench Verified
59.2%
Autonomous Software AgentMistral AI Announcement ↗
LiveCodeBench
54%
StandardLiveCodeBench ↗
LMSYS Coding Elo
1360Elo
Coding ArenaLMSYS Arena ↗
AIME 2024 / 2025
71.5%
StandardMistral AI Announcement ↗
Pricing ($ / 1M tokens)
$0.5/ $1.5
$0.12 cached readStandard API Pricing

What This Means in Real Software Development

  • 59.2% on SWE-bench Verified, demonstrating deep repository-level debugging ability.
  • Tuned specifically for tool calling, shell command execution, and test assertion verification.
  • 71.5% on AIME confirms strong logical deduction for edge-case reasoning.
  • Priced at $0.50/M input, offering an exceptional balance of price and autonomous capability.

Swarm Multi-Agent Topology

Tier 2: Dedicated Autonomous CoderRole: Coder Subagent

Best Paired With: Claude 3.7 Sonnet as Lead Planner

High-accuracy code synthesis specifically tuned for autonomous test loops and multi-file patches.

Git Worktree Isolation Advantage:

Executes isolated feature work inside dedicated worktrees with full Git isolation.

What Developers & Practitioners Are Saying

Real-world field observations, production strengths, and developer consensus

Field Consensus

"Mistral's agentic engineering model, offering enhanced tool calling and automated bug fixing capabilities."

Verified Real-World Strengths

  • 59.2% on SWE-bench Verified
  • Strong compliance with unified diff and git patch conventions
  • Reliable tool execution without syntax errors

Production Caveats & Gaps

  • Trails Claude 3.7 Sonnet on complex distributed systems reasoning
Benchmark Reality Check

What the benchmark tests: Evaluates end-to-end agentic workflow completion and patch correctness.

Production caveat: Always execute in isolated git worktrees.

Primary Sources & Methodology Citations

Head-to-Head Frontier Comparisons: Mistral: Devstral 2 2512 vs Rivals

Standardized, side-by-side benchmark & economics comparison against peer models

Flagship Comparative Matrix
ModelRole / TierSWE-benchLiveCodeBenchLMSYS EloAIMEInput / Output
Mistral: Devstral 2 2512OpenRouterCurrent
Tier 2: Dedicated Autonomous Coder59.2%54%136071.5%$0.5 / $1.5
Tier 2: Next-Gen Open Frontier Engine61.2%55.4%137078.5%$0.8 / $2.4
Tier 2: High-Speed Deductive Engine56.8%73.4%138590.1%$1.2 / $4.8
Tier 2: Deep Algorithmic Specialist49.2%49.8%136079.8%$0.55 / $2.19
Tier 3: European Sovereign Subagent45%38%1250—$0.2 / $0.8

Mistral: Devstral 2 2512 model overview

Mistral: Devstral 2 2512 is listed in the public Swarm catalog through OpenRouter. This page summarizes the verified catalog fields used by Swarm without claiming real-time access for every provider account.

Provider
OpenRouter
Family
OpenRouter
Context window
262.1K tokens
Thinking support
Not supported
Availability status
Available
Catalog ID
openrouter/mistralai/devstral-2512
  • File input
  • Text input
  • Text output
  • Tools
  • Structured output
  • JSON

Run Mistral: Devstral 2 2512 in Swarm

Verified CLI workflow & multi-agent architecture

Quickstart Guide →
bash — swarm run
$swarm ctl model set --provider openrouter --model openrouter/mistralai/devstral-2512

# Or switch interactively inside the terminal TUI:

>/models

Subagent Role Matrix

Assign Mistral: Devstral 2 2512 to specialized system roles in ~/.swarm/config.json:

  • Primary / Planner: Orchestrates full task DAGs and multi-stage pipelines.
  • Coder Subagent: Generates code and unit tests inside private Git worktrees.
  • Finder Subagent: Performs read-only code search, symbol discovery, and mapping.
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Public catalog snapshot. Catalog availability is not a real-time provider status or an access guarantee.