Comparison

LMDeploy vs MLC LLM

No leader: the top candidate LMDeploy has only 0.23 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
LMDeploy44
MLC LLM31
Score
Vioscale score
LMDeploy44 / 100low · 23%
MLC LLM31 / 100low · 19%
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
LMDeploy8,023
MLC LLM23,095
Activity
Commits last 30d
LMDeploy66
MLC LLM2
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

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

A software framework that enables developers to compress, deploy, and serve large language models with quantization optimization, multiple inference engines, and compatibility across various model architectures.

Independently observed

MLC LLM

An open-source machine learning compiler that enables developers to deploy and optimize large language models efficiently with a unified, OpenAI-compatible API.

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

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

2 total
  • llm-compressor
  • OpenCompass
Independently observed

MLC LLM

Not documented yet.

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