vLLM

https://github.com/vllm-project/vllm

Open-source LLM inference engine with PagedAttention — high-throughput batching, paged KV-cache. UC Berkeley origin; de-facto OSS inference stack.

Active · Verified 2026-10-26 · fresh as of 2026-10-26 · 20 cited facts, 2 with a third-party source · 1 recorded change · Suggest a correction

At a glance

Tier
T1
Created
2023 repo fix
Latest release
v0.32.0 (2026-10-18) repo fix
License
Apache-2.0 repo fix
Funding
searched not found fix
Freshness
2026-10-26 fix
Layer
model-infra repo fix
Licensing
open-source repo fix
Deployment locus
local repo fix
Platform vs product
platform repo fix
SDK languages
python repo fix

When to use

Optimised for: searched not found

Anti-fit: searched not found

Pros & cons

Pros

searched not found

Cons

searched not found

Claims & capabilities

UC Berkeley Sky Computing Lab; de-facto OSS inference engine for LLMs; commercial backers include Anyscale, Neural Magic (acquired by Red Hat 2024).

Technical surface

API surface
searched not found
Backend storage
not applicable — not a memory product
Deployment
Self-hosted only — pip / Docker inference server with OpenAI-compatible API; managed hosting only via third-party clouds
Embedding model
not applicable — not a memory product
Multi-tenancy
searched not found
MCP
searched not found
A2A
searched not found
OpenTelemetry
searched not found

Compare vLLM with…

Similar systems

Other inference platforms & gateways in the catalog, ranked by inbound references.

  • LiteLLM T1

    BerriAI's open-source LLM gateway — unified OpenAI-format API for 100+ providers; LiteLLM Proxy adds budgets, fallbacks, observability, rate-limiting.

  • OpenRouter T1

    Unified API + marketplace for 300+ models — pay-as-you-go credits, automatic fallback, model arena. Used as default LLM router by many JS/TS agents.

  • Together AI T1

    Cloud platform for OSS LLM inference and fine-tuning — serverless inference, dedicated endpoints, fine-tuning API, training cluster.

  • Fireworks AI T1

    Fast inference platform for OSS LLMs — custom Cuda kernels, speculative decoding, multi-LoRA serving. Targets latency-sensitive production use cases.

  • Portkey AI T2

    AI gateway + observability — load balancing across 200+ LLMs, retries, caching, eval, prompts. Open-source Gateway + commercial Portkey Cloud. Acquired by Palo Alto Networks (closed about 2026-06); now sold as Prisma AIRS AI Gateway (GA 2026-07-16).

  • Baseten T1

    Inference platform for ML models — Truss package format, Chains for multi-model workflows, autoscaling GPU/CPU serving. Targeted at production teams shipping LLM/diffusion endpoints.

Sources (19 cited facts, 2 third-party)

Each fact links to the page it came from; the badge says who published it (how to read sources).

What changed

Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)

  1. 2026-10-26
    • Latest release first recorded as “v0.32.0 (2026-10-18)” source
    • Pricing first recorded as “Free (open source, Apache-2.0)” source
    • Deployment first recorded as “Self-hosted only — pip / Docker inference server with OpenAI-compatible API; managed hosting only via third-party clouds” source
    #258

Related systems

Referenced by (23)

  • Agent Router (formerly Envoy AI Gateway) integrates with — Agent Router supported-providers page lists self-hosted vLLM. (verified 2026-10-29)
  • AutoGen / AG2 integrates with — AG2 model configuration docs show configuring a self-hosted vLLM OpenAI-compatible endpoint. (verified 2026-10-29)
  • Bifrost (Maxim AI) integrates with — Bifrost supported-providers docs have a provider page for vLLM. (verified 2026-10-29)
  • Datadog Agent Observability (LLM Observability) integrates with — Datadog LLM Observability auto-instrumentation page lists a vLLM LLM integration. (verified 2026-10-29)
  • Daytona integrates with — Daytona docs have a guide for running vLLM with Daytona sandboxes. (verified 2026-10-29)
  • Google Agent Development Kit (ADK) integrates with — ADK docs have a vLLM model page for ADK agents. (verified 2026-10-29)
  • Haystack (framework) integrates with — Haystack integrations directory has a vLLM integration page ("Use the vLLM inference engine with Haystack"). (verified 2026-10-29)
  • Inspect AI integrates with — Inspect AI model-providers page documents a vLLM provider. (verified 2026-10-29)
  • Kong AI Gateway integrates with — Kong AI Gateway docs have a vLLM AI-provider reference page. (verified 2026-10-29)
  • LangChain (framework) integrates with — LangChain docs have a vLLM chat model integration page. (verified 2026-10-29)
  • Langflow integrates with — Langflow components bundle: vLLM language model component. (verified 2026-10-29)
  • Langfuse integrates with — Langfuse's integrations directory has a vLLM integration page. (verified 2026-10-29)
  • LiteLLM integrates with — LiteLLM docs have a vLLM provider page. (verified 2026-10-29)
  • LlamaIndex (framework) integrates with — LlamaIndex has an official LLM integration package llama-index-llms-vllm in its repo. (verified 2026-10-29)
  • Mem0 integrates with — Mem0 docs have a vLLM LLM provider page for Mem0 open source. (verified 2026-10-29)
  • Milvus integrates with — Milvus's integrations overview lists a Milvus + vLLM integration tutorial. (verified 2026-10-29)
  • Modal integrates with — Modal's examples include deploying an OpenAI-compatible LLM service with vLLM on Modal. (verified 2026-10-29)
  • Phidata (now Agno) integrates with — Agno ships a vllm model provider module (agno.models.vllm). (verified 2026-10-29)
  • Portkey AI integrates with — Portkey docs have a vLLM LLM provider integration page. (verified 2026-10-29)
  • Pydantic-AI integrates with — Pydantic AI "Other compatible APIs" docs have a vLLM section. (verified 2026-10-29)
  • SGLang competes with — competitor to vLLM for OSS inference engines
  • smolagents (Hugging Face) integrates with — smolagents models reference documents VLLMModel. (verified 2026-10-29)
  • Strands Agents (AWS) integrates with — Strands Agents docs have a community vLLM model provider integration page. (verified 2026-10-29)