What are the verified coding and reasoning benchmarks for MoonshotAI: Kimi K2.7 Code?

MoonshotAI: Kimi K2.7 Code achieves SWE-bench Verified: 61.5% (Long-Context Reasoning), LiveCodeBench: 56.8%, AIME: 81.2%. Verified sources: Kimi K2.7 Code Capabilities (Moonshot AI).

Does Swarm isolate MoonshotAI: Kimi K2.7 Code code edits from other agents?

Yes. Swarm provisions isolated Git worktrees for every session and subagent, preventing file race conditions and keeping your main working tree clean until verification passes.

Can MoonshotAI: Kimi K2.7 Code be assigned to specific subagent roles?

Yes. In ~/.swarm/config.json, you can configure MoonshotAI: Kimi K2.7 Code as Primary/Planner (DAG task decomposition), Coder (implementation in isolated worktrees), or Finder (read-only symbol search).

MoonshotAI: Kimi K2.7 Code — Specs, Context & Capabilities

Q: What is the recommended Swarm multi-agent topology for MoonshotAI: Kimi K2.7 Code?

Swarm recommends MoonshotAI: Kimi K2.7 Code as Coder Subagent (Tier 2: Long-Context Code Specialist). Exceptional capability in large repositories where cross-module dependency trees must fit in context. Best paired with: Gemini 3.8 Flash for subagent execution.

Q: How do I run MoonshotAI: Kimi K2.7 Code with Swarm?

Configure MoonshotAI: Kimi K2.7 Code via CLI using: swarm ctl model set --provider openrouter --model openrouter/moonshotai/kimi-k2.7-code, or switch models interactively inside the terminal TUI with /models.

MoonshotAI: Kimi K2.7 Code Benchmarks & Agentic Accuracy

Verified primary research & developer preference metrics

Primary Sources Verified

SWE-bench Verified

61.5%

Long-Context ReasoningMoonshot AI Report ↗

LiveCodeBench

56.8%

ThinkingLiveCodeBench ↗

LMSYS Coding Elo

1370Elo

Coding ArenaLMSYS Arena ↗

AIME 2024 / 2025

81.2%

ThinkingMoonshot AI Report ↗

Pricing ($ / 1M tokens)

$0.6/ $2

$0.15 cached readStandard API Pricing

What This Means in Real Software Development

Massive 2M token context window allows ingesting entire monorepos without middle-context truncation.
61.5% on SWE-bench Verified proves strong multi-file debugging and refactoring competence.
81.2% on AIME 2024 demonstrates superior multi-step logic and mathematical reasoning.
Priced at $0.60/M input on Fireworks AI, offering exceptional value for large-context code tasks.

Swarm Multi-Agent Topology

Tier 2: Long-Context Code SpecialistRole: Coder Subagent

Best Paired With: Gemini 3.8 Flash for subagent execution

Exceptional capability in large repositories where cross-module dependency trees must fit in context.

Git Worktree Isolation Advantage:

Executes full-repo refactors inside dedicated Git worktrees.

What Developers & Practitioners Are Saying

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

Field Consensus

"Moonshot AI's specialized coding model, leveraging deep context retrieval and long-horizon coherence."

Verified Real-World Strengths

61.5% on SWE-bench Verified
Excellent long-context repository recall
High fidelity on complex database migrations and backend schemas

Production Caveats & Gaps

Less widespread global edge hosting compared to US-based providers

Primary Sources & Methodology Citations

Kimi K2.7 Code Capabilities — Moonshot AI (January 2026)

MoonshotAI: Kimi K2.7 Code model overview

MoonshotAI: Kimi K2.7 Code 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/moonshotai/kimi-k2.7-code

Image input
Text input
Text output
Reasoning
Tools
Structured output
JSON

Run MoonshotAI: Kimi K2.7 Code in Swarm

Verified CLI workflow & multi-agent architecture

Quickstart Guide →

bash — swarm run

$swarm ctl model set --provider openrouter --model openrouter/moonshotai/kimi-k2.7-code

# Or switch interactively inside the terminal TUI:

>/models

Subagent Role Matrix

Assign MoonshotAI: Kimi K2.7 Code 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.

System Agent Roles →Why Swarm Architecture →