Kimi Code vs. Muse Code Comparison


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About Kimi Code is a developer-centric AI coding agent included as part of the Kimi Membership, designed to boost productivity by automating software development tasks and seamlessly integrating into popular workflows. It offers high-performance CLI tools and supports integration with terminal environments and IDEs like VS Code, allowing developers to read and edit code, answer questions about codebases, generate features, fix bugs, refactor, and verify changes through a natural-language interface. With a dedicated console showing real-time logs, request quotas, and pace controls, the platform lets users configure API keys for use in tools such as Kimi CLI, Claude Code, and Roo Code, enabling faster coding with AI assistance within commits and existing workflows. In VS Code, Kimi Code features a native chat panel with slash commands, file and folder references, diff views, and integration with external tools for context-aware coding support.	About Muse Code is Meta’s terminal coding agent, powered by Muse Spark 1.2, for handling complex software engineering tasks across large repositories. The agent can plan changes, write code, validate results, and coordinate multiple persistent subagents during development sessions. Muse Code uses async background agents that stay active throughout a session to reduce repeated information gathering and help complete multi-step tasks with less steering. Its runtime uses a local event log that records model calls, tool runs, approvals, and edits so sessions can be replayed and resumed after failures. Muse Code includes bundled skills such as /plan for approval-gated planning, /grill for stress-testing plans, and /goal for working toward completion. Built for AI developers and software teams, Muse Code helps automate coding workflows, long-running engineering tasks, debugging, and repository-level development.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers and engineers seeking an AI-powered coding assistant that integrates into their development tools to help write, edit, and understand code faster	Audience Software engineers, AI developers, coding agent users, platform teams, DevOps teams, ML engineers, research teams, enterprise development teams, and organizations that need terminal coding agents, repository automation, code generation, debugging, validation, persistent subagents, replay-safe execution, long-running coding workflows, and end-to-end software development support
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $15 per month Free Version Not Supported Free Trial Not Supported	Pricing $1.25 per 1M tokens (input) Standard pricing: $1.25 per million input tokens and $4.25 per million output tokens Discounted "contributor" tier costing $0.10 per million input tokens and $0.20 per million output tokens for users who agree to share feedback to improve the AI. Free Version Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 Read all reviews
	Pros & Cons from Real Users Pros Muse Code looks exciting because Meta is finally going after coding agents directly, not just releasing another general AI model. A terminal-based agent that can write code, inspect software, run tests, and validate changes is exactly the kind of workflow developers actually care about. The pricing angle is a big deal. Meta is pitching Muse Code as one of the more affordable coding agents, with a lower-cost tier that is reportedly less than one-tenth the cost of its general Muse Spark model. That matters if you use coding agents all day instead of just for the occasional refactor. I also like that it is powered by Muse Spark 1.2, which sounds more focused on software engineering than earlier Muse Spark releases. If Meta can make the agent reliable inside real repos, Muse Code could become a serious daily tool. Cons It is still in beta, so I would not trust it blindly yet. Coding agents need to prove themselves on messy codebases, failing tests, weird dependencies, security-sensitive changes, and long multi-step tasks. I would also want to see more independent developer feedback. Meta’s pricing and positioning are interesting, but the real test is whether Muse Code can consistently make good changes without wasting time or creating cleanup work.
Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Kimi United States www.kimi.com/code	Company Information Meta Founded: 2004 United States meta.ai
Alternatives Muse Code Meta	Alternatives Claude Code Anthropic
Enter Code Converge AI	GitHub Copilot GitHub
Grok Build SpaceXAI	Hermes Agent Nous Research
Claude Code Anthropic	Muse Spark 1.2 Meta
CodeNext View All	Meta Model API Meta View All
Categories Agentic AI Supported AI Code Generators Supported AI Coding Agents Supported AI Coding Assistants Supported	Categories Agentic CLI Coding Tools Supported AI Coding Agents Supported

Integrations Claude Code Supported Cursor Supported Graphify Supported Kimi Code CLI Supported Kimi K2.5 Supported Kimi K2.6 Supported Kimi K2.7 Code Supported Kimi K3 Supported MemPalace Supported Meta AI Not Supported Muse Spark Not Supported Muse Spark 1.1 Not Supported Muse Spark 1.3 Not Supported OpenClaw Supported OpenViking Supported Roo Code Supported Visual Studio Code Supported Wandesk Supported Zed Supported beafk Supported Show More Integrations View All 18 Integrations	Integrations Claude Code Not Supported Cursor Not Supported Graphify Not Supported Kimi Code CLI Not Supported Kimi K2.5 Not Supported Kimi K2.6 Not Supported Kimi K2.7 Code Not Supported Kimi K3 Not Supported MemPalace Not Supported Meta AI Supported Muse Spark Supported Muse Spark 1.1 Supported Muse Spark 1.3 Supported OpenClaw Not Supported OpenViking Not Supported Roo Code Not Supported Visual Studio Code Not Supported Wandesk Not Supported Zed Not Supported beafk Not Supported Show More Integrations View All 6 Integrations
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