Use Cases

Run Arbitrary Unreal.* Python In-editor For Automation

1 project

Run Artifacts Locally With Arctl Run Before Cluster Deployment

1 project

Run As A Github Action In CI Security Pipeline

1 project

Run As A Multi-user Web App In Docker With Oidc Sign-in

1 project

Run As A Standalone Mcp Server For Nim Codebases

1 project

Run As An In-cluster Pod With Service-account Auth

1 project

Run As An Mcp Server For Agent Tool Calls

1 project

Run As An Mcp Server Inside Claude Code Or Other Ides

1 project

Run As An Mcp Server So AI Agents Can Read Local Codebases

1 project

Run As Claude Skill For In-chat Research

1 project

Run As Pre/post Hooks Around Agent Tool Calls

1 project

Run Assistant Code Through Mcp Code Mode

1 project

Run Async Mcp Tasks, Prompts And Resource Subscriptions From Cli

1 project

Run Automated Pull Request Reviews

1 project

Run Automated Read-change-test Loops To Improve Prompts And Skills

1 project

Run Autonomous AI Agents Entirely Offline On A Mac

1 project

Run Autonomous Academic Literature Reviews

1 project

Run Autonomous Agent Loops With Structured Memory

1 project

Run Autonomous Agents In Isolated Sandboxes

1 project

Run Autonomous Agents Unattended On A Cron Schedule Via Github Actions

1 project

Run Autonomous Coding Agents Inside A Sandboxed Container Without Ambient Author

1 project

Run Autonomous Deep Research On A Topic With Citations

1 project

Run Autonomous ML Research Overnight Via Agent Skills

1 project

Run Autonomous Propose-experiment-analyze Research Loops

1 project

Run Azure Devops Tasks From A Code Editor

1 project

Run Background Agent Tasks During Voice Conversations

1 project

Run Background Tasks And Sub-agents

1 project

Run Bazi Calculations Locally Inside Claude Desktop, Cursor, Cline Or Continue V

1 project

Run Bedrock Agents And Agentcore Tools From Langgraph Agents

1 project

Run Bedrock Batch Inference Jobs Via Step Functions

1 project

Run Biaxial Compression Tests And Plot Stress-strain Curves Via Chat

1 project

Run Bioinformatics And Single-cell Rna-seq Analyses

1 project

Run Biomedical Analyses (genomics, Pharmacology, Bioimaging) Through 224 Tools

1 project

Run Browser And Coding-agent Tasks In Workflows

1 project

Run Browser Automation Through A Reviewed Policy Gateway

1 project

Run Browser Automation Through Chrome-devtools-mcp

1 project

Run Browser Automation Without Playwright Or Puppeteer

1 project

Run Browser-based Agents

1 project

Run Browser-native 3D Agent Experiences Without Server Uploads Or Plugins

1 project

Run Browsers, Ffmpeg Or Python Scripts Inside Agent Tasks

1 project

Run Builds And Tests In Sandboxes

1 project

Run Built-in Evals With Pass@k Metrics

1 project

Run Bulk Extraction Jobs With Cursors And Csv/xlsx/pdf Exports

1 project

Run CI Integration Tests Against Real Response Shapes With No Secrets Or Network

1 project

Run CI Without Api Keys Or Surprise Bills

1 project

Run Cad Builds Headlessly In CI With Isolated Build Directories

1 project

Run Causal Patch Sweeps, Ablation And Steering Interventions

1 project

Run Chaos Engineering Experiments

1 project

Run Chat And Autonomous Agents On Desktop

1 project

Run Chat And Coding Models Offline On Gpu Or Npu

1 project

Run Chat And Text Completion Against Locally Hosted Llms

1 project

Run Chat And Text Completion Apis

1 project

Run Checks After Agent Edits With Claude Code Hooks

1 project

Run Claude Code / Codex / Opencode Clis As Persistent Headless Sessions

1 project

Run Claude Code And Codex Agents As A Coordinated Team

1 project

Run Claude Code From A Usb Drive Without Installation

1 project

Run Claude Code In CI And Scripted Workflows

1 project

Run Claude Code Sessions In A Desktop Gui

1 project

Run Claude Code With Free Or Subscription Models Via A Local Proxy

1 project

Run Claude Code, Codex And Other Acp Agents Side By Side On One Codebase

1 project

Run Claude Code, Codex Cli, Gemini Cli Or Aider On Free Models

1 project

Run Claude Code, Codex Or Opencode Inside A Least-privilege Sandbox

1 project

Run Claude Code, Codex, Gemini Cli And Kimi Code From Declarative Yaml Workflows

1 project

Run Claude Code, Codex, Gemini Or Opencode Inside One Governed Console

1 project

Run Claude Code, Codex, Or Opencode Isolated Inside Workspaces

1 project

Run Cli Coding Agents For Daily Dev Work

1 project

Run Cli Commands For Create-db, Retrieve, Answer, And Explore Workflows

1 project

Run Clinical Nlp On Ios And Android

1 project

Run Code And Security Reviews

1 project

Run Code In Remote Or Cloud Sandboxes (datalayer, Colab, Kaggle, Modal, E2b, Day

1 project

Run Code-executing Agents

1 project

Run Codegen With Local Or Alternative Open Models

1 project

Run Codex Cli And Claude Code Sessions In A Desktop Workspace

1 project

Run Codex Coding Sessions Natively In The Browser With Live And Background Execu

1 project

Run Codex Tasks Without Spending Work Or Codex Quota

1 project

Run Codex, Claude Code, Hermes, Pi, Dsh Behind One Api

1 project

Run Coding Agents From A Desktop Workbench With File, Diff, Terminal And Trace P

1 project

Run Coding Agents In Isolated Project Environments

1 project

Run Coding Agents In Isolated Sandboxes

1 project

Run Coding Agents In Isolated Workspaces

1 project

Run Coding Agents In Parallel On Isolated Desktops

1 project

Run Coding Agents In Sandboxed Workspaces

1 project

Run Coding Agents Locally Through Cli Tools

1 project

Run Coding Agents Locally, In Docker, On Vms, Or In The Cloud

1 project

Run Coding Agents On Local Hardware Or Remote Vms

1 project

Run Coding Agents On Multiple Tasks In Parallel

1 project

Run Coding Agents On Remote Machines Or Vps Instances

1 project

Run Coding Agents On Self-hosted Infrastructure

1 project

Run Coding Agents Unattended Without Unconditional Authority

1 project

Run Coding Agents With Open-model Providers

1 project

Run Coding And Repo Tasks In An Agent Workspace

1 project

Run Coding Tasks Against A Project Workspace

1 project

Run Coding Tasks In CI With Structured Output

1 project

Run Coding Tasks On A Local Machine

1 project

Run Coding Tasks On A Self-hosted Server

1 project

Run Coding Tasks Through An Evidence-backed Agent Loop

1 project

Run Coding Tasks With A Patched Codex Cli That Mid-conversation Changes Effort

1 project

Run Coding-agent Sessions On Isolated Git Branches

1 project

Run Coding-agent Workflows In An Isolated Environment

1 project

Run Collaborative AI Agents For Company Teams

1 project