René's URL Explorer Experiment


Title: GitHub - SeldonIO/MLServer: An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

Open Graph Title: GitHub - SeldonIO/MLServer: An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

X Title: GitHub - SeldonIO/MLServer: An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

Description: An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more - SeldonIO/MLServer

Open Graph Description: An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more - SeldonIO/MLServer

X Description: An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more - SeldonIO/MLServer

Opengraph URL: https://github.com/SeldonIO/MLServer

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:f452847b-923e-3a99-24ba-42a88e3da597
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idD3F2:2F6E42:18601C5:2171B61:6964B6CD
html-safe-nonce59f8c0a5140e21bb86a830efb7468490551408d020b2cd49d4ecaf76ab0e01be
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEM0YyOjJGNkU0MjoxODYwMUM1OjIxNzFCNjE6Njk2NEI2Q0QiLCJ2aXNpdG9yX2lkIjoiMjIzODQ4MzQ2NjkyMDcwMzY5MyIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac7dfd45dbc2b92f78aafc82a4ec0002bc1d2259b320e3f1df1d341f056d874b9d
hovercard-subject-tagrepository:272777821
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/SeldonIO/MLServer
twitter:imagehttps://opengraph.githubassets.com/77f71099fb973fa783e1cc9f839f136020d970e8f91cec4db1eb2ff45c21d3e3/SeldonIO/MLServer
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/77f71099fb973fa783e1cc9f839f136020d970e8f91cec4db1eb2ff45c21d3e3/SeldonIO/MLServer
og:image:altAn inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more - SeldonIO/MLServer
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None15579c46431b7fd25941c3b09010f74fd1890c7a35226839bbbf40ce70fb3057
turbo-cache-controlno-preview
go-importgithub.com/SeldonIO/MLServer git https://github.com/SeldonIO/MLServer.git
octolytics-dimension-user_id10297834
octolytics-dimension-user_loginSeldonIO
octolytics-dimension-repository_id272777821
octolytics-dimension-repository_nwoSeldonIO/MLServer
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id272777821
octolytics-dimension-repository_network_root_nwoSeldonIO/MLServer
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release499abb347cb197601d399c346cfeb4b3fa135d5c
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/SeldonIO/MLServer#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FSeldonIO%2FMLServer
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FSeldonIO%2FMLServer
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=SeldonIO%2FMLServer
Reloadhttps://github.com/SeldonIO/MLServer
Reloadhttps://github.com/SeldonIO/MLServer
Reloadhttps://github.com/SeldonIO/MLServer
SeldonIO https://github.com/SeldonIO
MLServerhttps://github.com/SeldonIO/MLServer
Notifications https://github.com/login?return_to=%2FSeldonIO%2FMLServer
Fork 220 https://github.com/login?return_to=%2FSeldonIO%2FMLServer
Star 869 https://github.com/login?return_to=%2FSeldonIO%2FMLServer
mlserver.readthedocs.io/en/latest/https://mlserver.readthedocs.io/en/latest/
Apache-2.0 license https://github.com/SeldonIO/MLServer/blob/master/LICENSE
869 stars https://github.com/SeldonIO/MLServer/stargazers
220 forks https://github.com/SeldonIO/MLServer/forks
Branches https://github.com/SeldonIO/MLServer/branches
Tags https://github.com/SeldonIO/MLServer/tags
Activity https://github.com/SeldonIO/MLServer/activity
Star https://github.com/login?return_to=%2FSeldonIO%2FMLServer
Notifications https://github.com/login?return_to=%2FSeldonIO%2FMLServer
Code https://github.com/SeldonIO/MLServer
Issues 137 https://github.com/SeldonIO/MLServer/issues
Pull requests 119 https://github.com/SeldonIO/MLServer/pulls
Actions https://github.com/SeldonIO/MLServer/actions
Projects 0 https://github.com/SeldonIO/MLServer/projects
Security Uh oh! There was an error while loading. Please reload this page. https://github.com/SeldonIO/MLServer/security
Please reload this pagehttps://github.com/SeldonIO/MLServer
Insights https://github.com/SeldonIO/MLServer/pulse
Code https://github.com/SeldonIO/MLServer
Issues https://github.com/SeldonIO/MLServer/issues
Pull requests https://github.com/SeldonIO/MLServer/pulls
Actions https://github.com/SeldonIO/MLServer/actions
Projects https://github.com/SeldonIO/MLServer/projects
Security https://github.com/SeldonIO/MLServer/security
Insights https://github.com/SeldonIO/MLServer/pulse
Brancheshttps://github.com/SeldonIO/MLServer/branches
Tagshttps://github.com/SeldonIO/MLServer/tags
https://github.com/SeldonIO/MLServer/branches
https://github.com/SeldonIO/MLServer/tags
1,798 Commitshttps://github.com/SeldonIO/MLServer/commits/master/
https://github.com/SeldonIO/MLServer/commits/master/
.githubhttps://github.com/SeldonIO/MLServer/tree/master/.github
.githubhttps://github.com/SeldonIO/MLServer/tree/master/.github
benchmarkinghttps://github.com/SeldonIO/MLServer/tree/master/benchmarking
benchmarkinghttps://github.com/SeldonIO/MLServer/tree/master/benchmarking
docs-gbhttps://github.com/SeldonIO/MLServer/tree/master/docs-gb
docs-gbhttps://github.com/SeldonIO/MLServer/tree/master/docs-gb
docshttps://github.com/SeldonIO/MLServer/tree/master/docs
docshttps://github.com/SeldonIO/MLServer/tree/master/docs
hackhttps://github.com/SeldonIO/MLServer/tree/master/hack
hackhttps://github.com/SeldonIO/MLServer/tree/master/hack
licenseshttps://github.com/SeldonIO/MLServer/tree/master/licenses
licenseshttps://github.com/SeldonIO/MLServer/tree/master/licenses
mlserverhttps://github.com/SeldonIO/MLServer/tree/master/mlserver
mlserverhttps://github.com/SeldonIO/MLServer/tree/master/mlserver
openapihttps://github.com/SeldonIO/MLServer/tree/master/openapi
openapihttps://github.com/SeldonIO/MLServer/tree/master/openapi
protohttps://github.com/SeldonIO/MLServer/tree/master/proto
protohttps://github.com/SeldonIO/MLServer/tree/master/proto
runtimeshttps://github.com/SeldonIO/MLServer/tree/master/runtimes
runtimeshttps://github.com/SeldonIO/MLServer/tree/master/runtimes
testshttps://github.com/SeldonIO/MLServer/tree/master/tests
testshttps://github.com/SeldonIO/MLServer/tree/master/tests
.dockerignorehttps://github.com/SeldonIO/MLServer/blob/master/.dockerignore
.dockerignorehttps://github.com/SeldonIO/MLServer/blob/master/.dockerignore
.gitignorehttps://github.com/SeldonIO/MLServer/blob/master/.gitignore
.gitignorehttps://github.com/SeldonIO/MLServer/blob/master/.gitignore
.readthedocs.yamlhttps://github.com/SeldonIO/MLServer/blob/master/.readthedocs.yaml
.readthedocs.yamlhttps://github.com/SeldonIO/MLServer/blob/master/.readthedocs.yaml
.snykhttps://github.com/SeldonIO/MLServer/blob/master/.snyk
.snykhttps://github.com/SeldonIO/MLServer/blob/master/.snyk
CHANGELOG.mdhttps://github.com/SeldonIO/MLServer/blob/master/CHANGELOG.md
CHANGELOG.mdhttps://github.com/SeldonIO/MLServer/blob/master/CHANGELOG.md
CONTRIBUTING.mdhttps://github.com/SeldonIO/MLServer/blob/master/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/SeldonIO/MLServer/blob/master/CONTRIBUTING.md
Dockerfilehttps://github.com/SeldonIO/MLServer/blob/master/Dockerfile
Dockerfilehttps://github.com/SeldonIO/MLServer/blob/master/Dockerfile
LICENSEhttps://github.com/SeldonIO/MLServer/blob/master/LICENSE
LICENSEhttps://github.com/SeldonIO/MLServer/blob/master/LICENSE
Makefilehttps://github.com/SeldonIO/MLServer/blob/master/Makefile
Makefilehttps://github.com/SeldonIO/MLServer/blob/master/Makefile
OWNERShttps://github.com/SeldonIO/MLServer/blob/master/OWNERS
OWNERShttps://github.com/SeldonIO/MLServer/blob/master/OWNERS
OWNERS_ALIASEShttps://github.com/SeldonIO/MLServer/blob/master/OWNERS_ALIASES
OWNERS_ALIASEShttps://github.com/SeldonIO/MLServer/blob/master/OWNERS_ALIASES
README.mdhttps://github.com/SeldonIO/MLServer/blob/master/README.md
README.mdhttps://github.com/SeldonIO/MLServer/blob/master/README.md
RELEASE.mdhttps://github.com/SeldonIO/MLServer/blob/master/RELEASE.md
RELEASE.mdhttps://github.com/SeldonIO/MLServer/blob/master/RELEASE.md
poetry.lockhttps://github.com/SeldonIO/MLServer/blob/master/poetry.lock
poetry.lockhttps://github.com/SeldonIO/MLServer/blob/master/poetry.lock
pyproject.tomlhttps://github.com/SeldonIO/MLServer/blob/master/pyproject.toml
pyproject.tomlhttps://github.com/SeldonIO/MLServer/blob/master/pyproject.toml
setup.cfghttps://github.com/SeldonIO/MLServer/blob/master/setup.cfg
setup.cfghttps://github.com/SeldonIO/MLServer/blob/master/setup.cfg
tox.inihttps://github.com/SeldonIO/MLServer/blob/master/tox.ini
tox.inihttps://github.com/SeldonIO/MLServer/blob/master/tox.ini
tox.runtime.inihttps://github.com/SeldonIO/MLServer/blob/master/tox.runtime.ini
tox.runtime.inihttps://github.com/SeldonIO/MLServer/blob/master/tox.runtime.ini
READMEhttps://github.com/SeldonIO/MLServer
Contributinghttps://github.com/SeldonIO/MLServer
Apache-2.0 licensehttps://github.com/SeldonIO/MLServer
https://github.com/SeldonIO/MLServer#mlserver
https://www.youtube.com/watch?v=aZHe3z-8C_w
https://github.com/SeldonIO/MLServer#overview
KFServing's V2 Dataplanehttps://docs.seldon.io/projects/seldon-core/en/latest/reference/apis/v2-protocol.html
herehttps://www.youtube.com/watch?v=aZHe3z-8C_w
inference in parallel for vertical scalinghttps://mlserver.readthedocs.io/en/latest/user-guide/parallel-inference.html
adaptive batchinghttps://mlserver.readthedocs.io/en/latest/user-guide/adaptive-batching.html
Seldon Corehttps://docs.seldon.io/projects/seldon-core/en/latest/graph/protocols.html#v2-kfserving-protocol
KServe (formerly known as KFServing)https://kserve.github.io/website/modelserving/v1beta1/sklearn/v2/
V2 Inference Protocolhttps://docs.seldon.io/projects/seldon-core/en/latest/reference/apis/v2-protocol.html
initial design documenthttps://docs.google.com/document/d/1C2uf4SaAtwLTlBCciOhvdiKQ2Eay4U72VxAD4bXe7iU/edit?usp=sharing
https://github.com/SeldonIO/MLServer#usage
inference runtimeshttps://github.com/SeldonIO/MLServer#inference-runtimes
available exampleshttps://github.com/SeldonIO/MLServer#examples
https://github.com/SeldonIO/MLServer#inference-runtimes
inference runtimes in their documentation pagehttps://github.com/SeldonIO/MLServer/blob/master/docs/runtimes/index.md
write custom runtimeshttps://github.com/SeldonIO/MLServer/blob/master/docs/runtimes/custom.md
MLServer SKLearnhttps://github.com/SeldonIO/MLServer/blob/master/runtimes/sklearn
MLServer XGBoosthttps://github.com/SeldonIO/MLServer/blob/master/runtimes/xgboost
MLServer MLlibhttps://github.com/SeldonIO/MLServer/blob/master/runtimes/mllib
MLServer LightGBMhttps://github.com/SeldonIO/MLServer/blob/master/runtimes/lightgbm
MLServer CatBoosthttps://github.com/SeldonIO/MLServer/blob/master/runtimes/catboost
github.com/SeldonIO/tempohttps://github.com/SeldonIO/tempo
MLServer MLflowhttps://github.com/SeldonIO/MLServer/blob/master/runtimes/mlflow
MLServer Alibi Detecthttps://github.com/SeldonIO/MLServer/blob/master/runtimes/alibi-detect
MLServer Alibi Explainhttps://github.com/SeldonIO/MLServer/blob/master/runtimes/alibi-explain
MLServer HuggingFacehttps://github.com/SeldonIO/MLServer/blob/master/runtimes/huggingface
https://github.com/SeldonIO/MLServer#supported-python-versions
https://github.com/SeldonIO/MLServer#examples
our full list of exampleshttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/index.md
Serving a scikit-learn modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/sklearn/README.md
Serving a xgboost modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/xgboost/README.md
Serving a lightgbm modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/lightgbm/README.md
Serving a catboost modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/catboost/README.md
Serving a tempo pipelinehttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/tempo/README.md
Serving a custom modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/custom/README.md
Serving an alibi-detect modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/alibi-detect/README.md
Serving a HuggingFace modelhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/huggingface/README.md
Multi-Model Serving with multiple frameworkshttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/mms/README.md
Loading / unloading models from a model repositoryhttps://github.com/SeldonIO/MLServer/blob/master/docs/examples/model-repository/README.md
https://github.com/SeldonIO/MLServer#developer-guide
https://github.com/SeldonIO/MLServer#versioning
inference runtimes packageshttps://github.com/SeldonIO/MLServer/blob/master/docs/runtimes/index.md
./hack/update-version.shhttps://github.com/SeldonIO/MLServer/blob/master/hack/update-version.sh
https://github.com/SeldonIO/MLServer#testing
mlserver.readthedocs.io/en/latest/https://mlserver.readthedocs.io/en/latest/
machine-learning https://github.com/topics/machine-learning
scikit-learn https://github.com/topics/scikit-learn
xgboost https://github.com/topics/xgboost
lightgbm https://github.com/topics/lightgbm
seldon-core https://github.com/topics/seldon-core
mlflow https://github.com/topics/mlflow
kfserving https://github.com/topics/kfserving
Readme https://github.com/SeldonIO/MLServer#readme-ov-file
Apache-2.0 license https://github.com/SeldonIO/MLServer#Apache-2.0-1-ov-file
Contributing https://github.com/SeldonIO/MLServer#contributing-ov-file
Please reload this pagehttps://github.com/SeldonIO/MLServer
Activityhttps://github.com/SeldonIO/MLServer/activity
Custom propertieshttps://github.com/SeldonIO/MLServer/custom-properties
869 starshttps://github.com/SeldonIO/MLServer/stargazers
26 watchinghttps://github.com/SeldonIO/MLServer/watchers
220 forkshttps://github.com/SeldonIO/MLServer/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FSeldonIO%2FMLServer&report=SeldonIO+%28user%29
Releases 19https://github.com/SeldonIO/MLServer/releases
1.7.1 Latest Jun 6, 2025 https://github.com/SeldonIO/MLServer/releases/tag/1.7.1
+ 18 releaseshttps://github.com/SeldonIO/MLServer/releases
Packages 0https://github.com/orgs/SeldonIO/packages?repo_name=MLServer
Used by 446https://github.com/SeldonIO/MLServer/network/dependents
+ 438 https://github.com/SeldonIO/MLServer/network/dependents
Contributors 76https://github.com/SeldonIO/MLServer/graphs/contributors
https://github.com/apps/dependabot
https://github.com/pow-devops2020
https://github.com/seldondev
https://github.com/adriangonz
https://github.com/RobertSamoilescu
https://github.com/apps/github-actions
https://github.com/RafalSkolasinski
https://github.com/axsaucedo
https://github.com/jesse-c
https://github.com/saeid93
https://github.com/lc525
https://github.com/ukclivecox
https://github.com/edshee
https://github.com/sakoush
+ 62 contributorshttps://github.com/SeldonIO/MLServer/graphs/contributors
Python 97.6% https://github.com/SeldonIO/MLServer/search?l=python
Shell 0.7% https://github.com/SeldonIO/MLServer/search?l=shell
JavaScript 0.5% https://github.com/SeldonIO/MLServer/search?l=javascript
Dockerfile 0.5% https://github.com/SeldonIO/MLServer/search?l=dockerfile
Makefile 0.3% https://github.com/SeldonIO/MLServer/search?l=makefile
Jinja 0.2% https://github.com/SeldonIO/MLServer/search?l=jinja
TeX 0.2% https://github.com/SeldonIO/MLServer/search?l=tex
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.