# Polyaxon

> Polyaxon is an **open-source LLM engineering platform** ([GitHub](https://github.com/polyaxon/polyaxon)) that helps teams collaboratively debug, analyze, and iterate on their LLM applications. All platform features are natively integrated to accelerate the development workflow.

## Polyaxon Docs MCP Server

Connect to the Polyaxon Docs MCP server to access documentation directly in your AI editor:

- **Endpoint**: `https://polyaxon.com/api/mcp`
- **Transport**: `streamableHttp`
- **Documentation**: [Polyaxon Docs MCP Server](https://polyaxon.com/docs/docs-mcp)

The MCP server provides tools to search Polyaxon documentation, GitHub issues, and discussions. See the [installation guide](https://polyaxon.com/docs/docs-mcp) for setup instructions in Cursor, VS Code, Claude Desktop, and other MCP clients.

## Polyaxon Skill for AI Coding Agents

Install the Polyaxon skill before implementing anything with Polyaxon. The skill provides up-to-date documentation, best-practice workflows for instrumentation, prompt management, and programmatic API access via the Polyaxon CLI.

Install from: [github.com/polyaxon/skills/polyaxon](https://github.com/polyaxon/skills/polyaxon)

## Docs

For the full list with links to each page, see: https://polyaxon.com/llms-docs.txt

Pages: Docs, References, Setup, Automatic Build Process, Building Containers Custom Dockerfile, Building Containers Init, Building Containers Custom Context, Overview, Audit Logs, Data Deletion, Billable Units, Authentication And Sso, Data Retention, Rbac, Overview, Scim And Org Api, Troubleshooting And Faq, Community, Enterprise, Cloud, Iterate In Notebooks, Iterate Programmatically, Iterate With Cli Local Code, Iterate With Inline Scripts, Iterate With Cli Git Code, Iterate With Presets, As Dictionaries, Overview, Overview, With Args, With Python Library, About, With Env Vars, Features, Glossary, Architecture, Roadmap, Executing Hooks, Overview, Automation Dag, Overview, Using Cli, Running On Schedule, Components, Using Ui, Create Project, Interactive Development, Operations, Using Client, Schedule, Tracking, Where To Go From Here, Overview, Api, Webhooks, Automate With Cli And Sdk, Configure Environments, Connect With Ssh, Debug Sessions, Manage Files And Artifacts, Network Access, Overview, Persist Outputs, Quick Start, Resources And Gpus, Secrets And Connections, Use Notebooks, Use Terminals, Hyperparameter Tuning, Distributed Training, Work With Git, Overview, Mapping, Batch Scoring, Deploying Ml Apps, Preparing Model, Serving Flask Rest Apis, Cli, Serving Fastapi Rest Apis, License Key, Polyaxon Helm Reference, Comparing Runs Tensorboard, Path Based Tensorboard, Performance Based Tensorboard, Single Tensorboard, Overview, Activities, Agents, Analytics, Billing, Connections, Dashboards, Members, Overview, Presets, General, Queues, Tags, Searches, Service Accounts, Teams, User Profile, General, Overview, Settings, Organization Concepts, Reproducibility Concepts, Ai Agent Lifecycle, Scheduling Concepts, Runtime Concepts, Ai Ml Personas, Ai Ml Use Cases, Machine Learning Lifecycle, One Platform, Vision, Overview, Projects, Versions, Overview, Projects, Versions, Overview, Versions, Agents, Artifacts Stores, Projects, Auth, Connections, Dashboards, Organizations, Policies, Presets, Project Dashboards, Project Searches, Projects, Queues, Runs, Sandbox, Schemas, Searches, Service Accounts, Tags, Teams, Users, Versions, Admin, Artifacts, Artifacts Download, Artifacts Upload, Authentication, Auth, Cache, Check, Completion, Config, Customize Git Preset, Ignore, Export Data, Components, Models, Init, Ops, Dashboard, Overview, Project, Port_forward, Reconfiguration, Restart With Different Names, Run, Run With Different Names, Version, Ssh, Sandbox, Overview, In Cluster, In Notebooks, Exception Handling, Instantiation, No Op, Offline, Organization Client, Overview, Project Client, Polyaxon Client, Reading Polyaxonfiles, Run Client, Artifacts Lineage, Overview, Project Versions, Projects, Query Via Sdk, Runs, Client, Fs, Process, Pty, Backfills, Concurrency Management, Conditional Scheduling, Estimating Cost, Handling Termination, Managing Priority, Node Scheduling, Operations Caching, External Scheduling, Overview, Resources Scheduling, Resume Restart, Manual Approval, Queues, Machines Catalog, Organizing Workload, Overview, Services Timeout, Workload Security Context, Mounting Configmaps, Mounting Volumes, Security Context, Service Accounts, Cleaner, Notifier, Init, Mounting Secrets, Overview, Sidecar, Reference, Overview, Artifacts, Git, Overview, Registry, Schemas, Ssh, Specification, Overview, Multiarch, Best Practices, Scaling, Strategies, Broker, Common Reference, Celery, Community Edition, Encryption, Enterprise Control Plane, Overview, Observability, Postgresql Ha, Health Readiness Endpoints, Root User, Redis Ha, Replication Concurrency, Rabbitmq Ha, Sso, Transactional Emails, Overview, Networking, How To, Versioning, Metadata, Overview, Artifacts, Artifacts, Comparison, Dashboards, Graph, Info, Logs, Overview, Lineage, Monitoring, Custom, Overview, Native, Timeline, Programmatic, Tensorboard, Connections, Globals, Params, Overview, References, Cache, Early Stopping, Overview, Concurrency, Overview, Component, Environment, Init, Lifecycle, Operation, Io, Mount, Overview, Params, Sidecars, Plugins, Termination, Template, Types, Validation, Overview, Client, Upgrade V1 To V2, Module, Upgrade V0 To V1, Upgrade V2 To V3, Dask Clusters, Dask Replica, Overview, Ray Clusters, Overview, Ray Replica, Specification, Kubeflow Replica, Mpi Jobs, Overview, Kubeflow Scheduling Policy, Pytorch Jobs, Interactive Access, Dependencies, Tf Jobs, Specification, Overview, Specification, Overview, Overview, Specification, Overview, Overview, Specification, Specification, Overview, Specification, Notifications, Specification, Bayesian Optimization, Overview, Grid Search, Hyperband, Iterative, Hyperopt, Overview, Random Search, Tuner, Params, Cron, Datetime, Interval, Overview

## Integrations

For the full list with links to each page, see: https://polyaxon.com/llms-integrations.txt

Pages: Integrations, Buildah, Dockerizer, Kaniko, Argo, Github Action, Kafka, Jenkins, Data On Ceph, Data On Host Path, Data On Gcs, Data On Azure, Data On Nfs, Data On Minio, Data On Nfs Provisioner, Data On S3, Artifacts On Azure, Artifacts On Host Path, Data On Pvc, Artifacts On Gcs, Artifacts On Minio, Artifacts On Nfs Provisioner, Artifacts On Nfs, Artifacts On Pvc, Artifacts On S3, Discord, Amazon Ses, Gmail, Mailgun, Pagerduty, Sendgrid, Mattermost, Webhooks, Slack, Ide Intellij, Zapier, Hipchat, Ide Vscode, Daskcluster, Horovod, Kfserving, Mxnetjob, Mpijob, Pytorchjob, Kubeflow, Rapids, Raycluster, Azure Cli, Tfjob, Aws Cli, Azure Ml, Aws Lambda, Cli With Argparse, Cli With Click, Cli With Python Fire, Custom Integration, Datadog, Gcloud Cli, Segment, Unsloth Finetuning, Acr, Dockerhub, Gcr, In Cluster Registry, Private Docker Registry, Sso Bitbucket, Sso Gitlab, Sso Github, Ecr, Sso Google, Sso Okta, Sso Saml, Scm Bitbucket, Scm Github, Scm Gitlab, Celery, Commuter, Dash, Airflow, Istio, Jupyterlab, Elastic Stack, Notebook, Papermill, Prometheus, Kafka, Rstudio, Sagemaker, Serving With Fastapi, Tensorboard, Streamlit, Serving With Flask, Sglang, Tensorflow Serving, Vllm, Tensorrt, Tfx, Vscode, Istio, Letsencrypt, Memorystore Redis On Gcp, Newrelic, Nginx, Postgres Ha On Azure, Postgres Ha On Redshift, Postgres Ha On Gcp, Prometheus, Sentry, Statsd, Jaeger, Hiplot, Rendering Csv, Rendering Markdown, Rendering Netron, Rendering Notebook, Tracking Bokeh, Tracking Fastai, Tracking Ignite, Tracking Lightgbm, Tracking Hugging Face, Tracking Matplotlib, Tracking Plotly, Tracking Pytorch, Tracking Pytorch Lightning, Tracking Scikit, Tracking Seaborn, Tracking Tensorflow, Tracking Keras, Tracking Vega, Tracking Unsloth, Tracking Xgboost