Use Cases

Running Bash Commands And Reacting To Output

1 project

Running Benchmarks Like Gaia, Browsecomp, Xbench, Bfclv2

1 project

Running Bias, Toxicity And Fairness Evaluations

1 project

Running Browser Agents Locally With Open-source Models Via Ollama

1 project

Running Browser Errands Such As Building A Shopping Cart

1 project

Running Coding Tasks Headlessly In CI Via Codewhale Exec

1 project

Running Coding Tasks With Local Llms

1 project

Running Conformance Tests Against An Mcp Implementation

1 project

Running Distributed Training And Hyperparameter Tuning With Ray

1 project

Running Ephemeral Isolated Lisp Repls Instead Of Throwaway Python Scripts

1 project

Running Fault-tolerant Llm Training Jobs Across Cloud Nodes

1 project

Running Fully Local AI Briefs With Ollama And No Api Keys

1 project

Running Fully Local/private Inference Via Privacy Mode Or Byok Providers

1 project

Running Llm Inference Locally With Optimized Runtime Backends

1 project

Running Local Vllm Vs Remote Api Evaluation Pipelines

1 project

Running Long-lived Or Headless Agents That Need A Real Desktop

1 project

Running Many Concurrent Coding Sessions Cheaply

1 project

Running Millions Of High-density Agent Sandboxes

1 project

Running Multi-agent Collaboration Experiments

1 project

Running Optional Llm Agents With Your Own Api Key

1 project

Running Persistent Python/bun Code That Calls Agent Tools

1 project

Running Research Via Codex/claude/codebuddy Subscriptions Or Model Apis

1 project

Running Shell Commands And File Search From An Agent

1 project

Running Shell Commands And Tests

1 project

Running Shell Commands As User Or Root Via Privileged Helper

1 project

Running Shell Commands Inside A Sandbox

1 project

Running Shell Commands With Approval Gates

1 project

Running Shell Commands With Approval Policies

1 project

Running Tools In Isolated Oci Containers

1 project

Runtime Policy Enforcement Across Claude Code, Cursor, Codex, Gemini Cli, Opencl

1 project

Runtime Tool Search To Avoid Context Bloat

1 project

Runtime-compiled Applescript/jxa/swift Agent Scripts

1 project

Saas Mcp

1 project

Safari/playwright Web Automation

1 project

Safe Refactors Across Large Codebases

1 project

Salary Negotiation

1 project

Sales Prospect Research And Call Prep

1 project

Sample Cpu Stacks With Py-spy

1 project

Sample Realistic Person/demographic Records

1 project

Sample/generate Text From Trained Checkpoints

1 project

Sanctions And Compliance Screening

1 project

Sandbox Agent Execution

1 project

Sandbox Delegated Tools Like Git, Kubectl, Curl And Build Scripts In Child Sandb

1 project

Sandbox Execution On Macos Via Sandbox-exec

1 project

Sandboxed Agent Code Execution

1 project

Sandboxed Browser And Gui Task Execution

1 project

Sandboxed Browser Automation In A Throwaway Profile

1 project

Sandboxed Code Execution (docker/subprocess/jupyter)

1 project

Sandboxed Code Execution Via Docker Compute

1 project

Sandboxed Code Execution Via Docker/podman

1 project

Sandboxed Code Interpreter Via Docker Containers

1 project

Sandboxed Code/command Execution For Agents

1 project

Sandboxed Command Execution For Safety

1 project

Sandboxed Docker-isolated AI Shell Environment

1 project

Sandboxed Evaluation Of Untrusted Third-party Mcp Configurations

1 project

Sandboxed File/process/network Confinement

1 project

Sandboxed Plugin Runtime For Custom Capabilities

1 project

Sandboxed Python/shell Code Execution (local/docker/k8s/e2b/ssh)

1 project

Sandboxed Shell/build Command Execution

1 project

Sandboxed Shell/tool Execution (docker, Gvisor, Wasm)

1 project

Sandboxing Mcp Servers As Durable Tools

1 project

Satellite Imagery And Geospatial Analysis

1 project

Save AI Replies And Create Calendar Or To-do Entries

1 project

Save Agent Context Tokens With Reference Handles And Compact Snippets

1 project

Save And Classify Github Repository Readmes

1 project

Save And Restore Agent Team Sessions

1 project

Save And Switch Agent Configuration Profiles

1 project

Save And Version Prompts From The Ide Assistant

1 project

Save Approved Scenes As A Reusable Animation Template Library

1 project

Save Conversations As Json Or Markdown

1 project

Save Fetched Content To A Local Inbox Or Obsidian Vault

1 project

Save Project Decisions And Constraints Across Coding Sessions

1 project

Save Replies And Create Calendar Or To-do Entries From Chat

1 project

Save Research Notes To Zotero Or Markdown Folders

1 project

Save Reviews As Json For Later Browsing

1 project

Saving And Pushing Trained Model Checkpoints To Hugging Face Hub

1 project

Scaffold A New Mcp App With Create-xmcp-app

1 project

Scaffold A New Mcp Route With The Create-mcp-route Cli

1 project

Scaffold A New Mcp Server With One Command

1 project

Scaffold A New Mcp Server With The Arcade Cli

1 project

Scaffold A Project Harness With Templates And Skills

1 project

Scaffold A Runnable Three.js Architecture Project

1 project

Scaffold A Structured 5-role Agent Workflow (lead/explorer/consultant/builder/re

1 project

Scaffold Adk Agent Projects

1 project

Scaffold Agent Projects With A Claude Code Skill

1 project

Scaffold Agent Projects With Elizaos Cli

1 project

Scaffold And Validate Okf Knowledge Bundles

1 project

Scaffold And Validate Plugins Via The @open-pets/cli

1 project

Scaffold Mcp Projects Agent-first Via Create-mcp-use-app

1 project

Scaffold New Mcp Projects With The Frontmcp Cli

1 project

Scaffold New Projects Using The LM Studio Sdk

1 project

Scaffold Plugins Via The Openpets Cli

1 project

Scaffold TD Extensions

1 project

Scaffold Ui5 Applications And Integration Cards

1 project

Scaffolding And Routing Work Per Engagement Via /hunt And The Cbh Cli

1 project

Scale AI Services Horizontally Via Redis Queues

1 project

Scale Orchestration Tasks With Fan-out

1 project

Scale Skill Selection And Gating Across A Catalog

1 project

Scale Workloads, Restart Rollouts, Evict Pods, Cordon Or Drain Nodes

1 project

Scale, Rotate, Or Edit Stl Meshes

1 project