Comparison

LMDeploy vs MLC LLM

On the evidence we track, LMDeploy leads this comparison with a composite score of 56/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★LMDeploy56
MLC LLM45
Score
vioscaleAI score
LMDeploy56 / 100medium · 64%
MLC LLM45 / 100low · 39%
Pricing
Free tier
LMDeploy✓
MLC LLM–
Model
LMDeployopen_source
Price level
LMDeployfree
MLC LLMfree
Integrations
Count
LMDeploy2
MLC LLM–
Adoption
Dependent repos
LMDeploy2
MLC LLM0
Github stars
LMDeploy8,104
MLC LLM23,247
Activity
Commits last 30d
LMDeploy66
MLC LLM14
Release
Cadence days
LMDeploy21
MLC LLM–
History
LMDeploy20 items
MLC LLM1 items
License
Spdx
LMDeployApache-2.0
MLC LLMApache-2.0
Language
Primary
LMDeployPython
MLC LLMPython
Content
Faq
LMDeploy5 items
MLC LLM5 items

Capabilities

Feature-by-feature on the axes that matter for model serving. “-” means undocumented, not absent.

Capabilities
Continuous batching
LMDeploy✓
MLC LLM-
Dynamic batching
LMDeploy-
MLC LLM-
Multi framework support
LMDeploy-
MLC LLM-
GPU acceleration
LMDeploy✓
MLC LLM✓
Multi GPU multi node
LMDeploy✓
MLC LLM-
Quantization support
LMDeploy✓
MLC LLM-
Openai compatible API
LMDeploy-
MLC LLM✓
Autoscaling scale to zero
LMDeploy-
MLC LLM-
Multi model serving
LMDeploy✓
MLC LLM-
Canary ab rollout
LMDeploy-
MLC LLM-
Kubernetes native
LMDeploy-
MLC LLM-
Open source
LMDeploy-
MLC LLM✓

What each one is

The product in its own terms, so the numbers below have context.

LMDeploy

Leader

LMDeploy is a comprehensive toolkit enabling efficient compression, deployment, and serving of large language models across multiple machines and GPUs with advanced optimization techniques.

Independently observed

MLC LLM

A compiler and inference engine that allows developers to build, optimize, and deploy large language models natively on various platforms including mobile devices, web browsers, and servers with GPU acceleration.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

LMDeploy

Leader
Open sourceFree tier
as of verify ↗

MLC LLM

Open source
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
LMDeploy✗
MLC LLM✓
iOS
LMDeploy✗
MLC LLM✓
Android
LMDeploy✗
MLC LLM✓
macOS
LMDeploy✗
MLC LLM✓
Windows
LMDeploy✓
MLC LLM✓
Linux
LMDeploy✗
MLC LLM✓
CLI
LMDeploy✓
MLC LLM✗
Deployment
Self-hosted
LMDeploy✓
MLC LLM✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

LMDeploy

Leader
2 total
  • llm-compressor
  • OpenCompass
Independently observed

MLC LLM

Not documented yet.

Still deciding?

LMDeploy or MLC LLM: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.