Kilo Code vs. Muse Code Comparison


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Teach Junie your team's coding standards, naming conventions, and review process, and switch from another AI coding agent in seconds with no extra setup. 12 Ratings Visit Website Retool Retool is the AI-native enterprise app development platform where teams build and ship production-ready apps — at AI speed, with enterprise governance built in. Describe what you need and get a working app, import React-based apps from Lovable, Replit, or Claude Code, or connect your AI agent via MCP. However your team builds, every app lands in Retool with RBAC, SSO, audit logging, and your existing permissions already in place. Retool connects to databases, APIs, LLMs, and external tools out of the box. Teams can build AI agents, dashboards, workflows, and full-stack apps — with a visual editor for speed and direct code access for precision. 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About Kilo Code is a powerful open-source coding agent designed to help developers build, ship, and iterate faster across every stage of the software development workflow. It offers multiple modes—including Ask, Architect, Code, Debug, and Orchestrator—so developers can switch seamlessly between tasks with tailored AI support. The platform includes features such as hallucination-free code, automatic failure recovery, and deep context awareness to ensure accuracy and reliability. Developers can run parallel agents, enjoy fast autocomplete, and even deploy applications with a single click. With access to 500+ models and integration across terminals, VS Code, and JetBrains editors, Kilo provides unmatched flexibility. As the #1 agent on OpenRouter with over 750,000 users, it has quickly become a preferred choice for modern AI-assisted development.	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 Supported Mac Supported Linux 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 Kilo Code is ideal for developers and engineering teams seeking a fast, accurate, open-source AI coding agent that enhances every stage of the software development lifecycle.	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 Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $15/user/month Free Version 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 5.0 / 5 ease 4.0 / 5 features 5.0 / 5 design 4.0 / 5 support 4.0 / 5 Read all reviews	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 Read all reviews
Pros & Cons from Real Users Pros Ridiculously easy onboarding, slick UI, hyper-contextual code suggestions, smart refactoring, one-click docs generation, full-stack architecture templates, seamless VS Code integration . Feels like a senior architect whispering best practices in your ear while the whole squad’s velocity goes full turbo. Cons Tends to over-engineer fixes on legacy code, needs high-speed internet for real-time inference, and the AI occasionally hallucinates exotic patterns that require manual cleanup.	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 Kilo Code Founded: 2025 United States kilo.ai/	Company Information Meta Founded: 2004 United States meta.ai
Alternatives JetBrains Junie JetBrains	Alternatives Claude Code Anthropic
Amp Amp Code	GitHub Copilot GitHub
Muse Code Meta	Hermes Agent Nous Research
Claude Code Anthropic	Muse Spark 1.2 Meta
Amazon Q Developer Amazon View All	Meta Model API Meta View All
Categories Agentic AI Supported Agentic CLI Coding Tools Supported AI Agents Supported AI Code Generators Supported AI Coding Agents Supported AI Coding Assistants Supported	Categories Agentic CLI Coding Tools Supported AI Coding Agents Supported

Integrations Devstral 2 Supported GLM-5.1 Supported GLM-5.3 Supported Google Cloud Platform Supported Grok Code Fast 1 Supported KiloClaw Supported Laguna S 2.1 Supported Laguna XS.2 Supported Ling 2.6 Supported Mercury Edit 2 Supported MiMo-V2.5-Pro Supported MiMo-V2.6-Flash Supported MiMo-V2.6-Pro Supported MiMo-V2.6-Pro-UltraSpeed Supported Ming-Flash Omni 2.0 Supported MiniMax M2.7 Supported Ring 2.6 Supported Seed2.1 Pro Supported SuperBased Supported UnoRouter Supported Show More Integrations View All 58 Integrations	Integrations Devstral 2 Not Supported GLM-5.1 Not Supported GLM-5.3 Not Supported Google Cloud Platform Not Supported Grok Code Fast 1 Not Supported KiloClaw Not Supported Laguna S 2.1 Not Supported Laguna XS.2 Not Supported Ling 2.6 Not Supported Mercury Edit 2 Not Supported MiMo-V2.5-Pro Not Supported MiMo-V2.6-Flash Not Supported MiMo-V2.6-Pro Not Supported MiMo-V2.6-Pro-UltraSpeed Not Supported Ming-Flash Omni 2.0 Not Supported MiniMax M2.7 Not Supported Ring 2.6 Not Supported Seed2.1 Pro Not Supported SuperBased Not Supported UnoRouter Not Supported Show More Integrations View All 6 Integrations
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