BentoML
Open source toolkit and managed inference platform for packaging deploying and operating AI models and pipelines with clean Python APIs strong performance and clear operations.
Pricing Free (OSS) / By quote
Category coding
Difficulty Beginner
Type Web App
Status Active
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AI code editor that pairs a familiar IDE with chat, repo aware context and background agents so developers scaffold, refactor and fix code faster with transparent pricing for heavy usage.
Pricing Free, Pro $20 per month, Pro+ $60 per month, Ultra $200 per month
Category coding
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in BentoML
model-servingmlopsinferenceopen-sourcekubernetesgpu
Shared
None
Only in Cursor
ideagentsrefactordebuggithubpricing
Key Features
BentoML
- • Python SDK for clean typed inference APIs
- • Package services into portable bentos
- • Optimized runners batching and streaming
- • Adapters for torch tf sklearn xgboost llms
- • Managed platform with autoscaling and metrics
- • Self host on Kubernetes or VMs
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- • IDE with repo aware chat and edits
- • Background agents for longer tasks
- • Large context windows for big repos
- • GitHub integration for diffs and PRs
- • Bugbot for proactive error detection
- • Model choice across leading providers
Use Cases
BentoML
- → Serve LLMs and embeddings with streaming endpoints
- → Deploy diffusion and vision models on GPUs
- → Convert notebooks to stable microservices fast
- → Run batch inference jobs alongside online APIs
- → Roll out variants and manage fleets with confidence
- → Add observability to latency errors and throughput
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- → Scaffolding features with agent assistance
- → Refactoring and code modernization
- → Fixing bugs and stabilizing PRs
- → Onboarding to unfamiliar repositories
- → Generating tests and documentation
- → Automating repetitive edits across files
Perfect For
BentoML
ML engineers platform teams and product developers who want code ownership predictable latency and strong observability for model serving
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software engineers, tech leads and startups that want an editor with strong agents and clear pricing for heavier workloads
Capabilities
BentoML
Typed Services Intermediate
Runners and Batching Professional
Managed Platform Professional
CLI and GitOps Intermediate
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Repo Aware Chat Intermediate
Background Agents Professional
Bugbot and Reviews Professional
Models and Limits Intermediate
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