Use Cases

Run Reproducible Agent Evaluations As Experiment Cells And Attempts

1 project

Run Reproducible Genomic Analyses

1 project

Run Research Workloads On Local Or Remote Compute

1 project

Run Resumable Crawls With Budgets And Checkpoints

1 project

Run Review-first Multi-step Mcp Workflows With Guarded Execution

1 project

Run Rna-seq And Other Scientific Analyses With An AI Agent

1 project

Run Robot Brains On Local Models Via Ollama, Vllm Or Llama.cpp With No Api Key

1 project

Run Routing In Shadow Mode To Log Decisions Before Switching

1 project

Run Rust Port Parity Harness And Mock Scenarios

1 project

Run Sandboxed Agent Sessions In Containers

1 project

Run Sandboxed Agent Skills With Per-tenant Network Policy

1 project

Run Sandboxed Code And Shell Execution Via Docker/kubernetes/e2b Providers

1 project

Run Sandboxed Code Execution Instead Of Dumping Raw Tool Data

1 project

Run Sandboxed Code Execution With Resource Limits

1 project

Run Sandboxed Code Interpreter In Chat

1 project

Run Sandboxed Coding Agents That Inspect Files And Apply Patches

1 project

Run Sandboxed Python/js/c++ Code In Chat

1 project

Run Scheduled Agent Maintenance To Lint, Dedupe And Link Notes

1 project

Run Scheduled Agent Tasks

1 project

Run Scheduled Agents And Webhook-triggered Tasks

1 project

Run Scheduled And Autonomous Agent Improvement Jobs

1 project

Run Scheduled Catalog Health Checks To Flag Duplicates And Dead Links

1 project

Run Scheduled Data And Agent Workflows

1 project

Run Scheduled Incremental Daily Ingestion And Coverage/staleness Audits

1 project

Run Scheduled Job Searches And Save Matching Postings

1 project

Run Scheduled Or Webhook-triggered Agent Tasks

1 project

Run Scheduled Repository Maintenance

1 project

Run Scheduled, Email, And Webhook-triggered Agents

1 project

Run Schema-free Or Schema-enforced Task Tracking With Any Mcp Client

1 project

Run Scoped AI Agents With Tool And Budget Limits

1 project

Run Scoped Change-safety And Verify Gates After Edits

1 project

Run Scrapers Through Local Ollama Models With Tool Calling

1 project

Run Scriptable Json Output For Automation Pipelines

1 project

Run Scripted Coding Tasks Headlessly In CI Or Batch Jobs

1 project

Run Scripted Multi-step UI Sequences (e.g., Textedit Overlays)

1 project

Run Scripted One-shot Agent Turns

1 project

Run Scripts From Chat

1 project

Run Scrum Sprints Where AI Agents Are Board Teammates

1 project

Run Security Audits With Codeql/semgrep Skills

1 project

Run Security Research Workflows

1 project

Run Security Scans From Inside An Agent Session Via The Pi Or Opencode Extension

1 project

Run Security Scans On Agent Prompts, Hooks, And Configuration

1 project

Run Self-contained Example Agents Locally

1 project

Run Self-hosted Business Assistants

1 project

Run Self-hosted Via Docker Or Langflow Desktop

1 project

Run Seo Keyword Research From An AI Agent Via Mcp

1 project

Run Separate Side-chat Threads With The Main Session's Context

1 project

Run Serverless And Container Workflows (lambda, Ecs, Eks) Through Agents

1 project

Run Serverless Edge Functions For App Logic

1 project

Run Several Cli Coding Agents On One Shared Task

1 project

Run Sfm Without Installing Colmap

1 project

Run Shadow Mode To Compare Local And Hosted Policy Verdicts Without Changing Beh

1 project

Run Shadow Mode To Measure Pruning Quality Without Changing Output

1 project

Run Shell And Filesystem Tasks In Isolated Sandboxes

1 project

Run Shell And Python Code From An Agent

1 project

Run Shell Commands And Tests Locally From A Chatgpt Conversation

1 project

Run Shell Commands In A Workspace

1 project

Run Shell Commands Through An AI Coding Agent

1 project

Run Shell Commands, Edit Files And Manage Git In Real Environments

1 project

Run Shell/python/web-search Capable Agents

1 project

Run Single-turn Or Interactive Tui Agent Tasks With A Configured Model

1 project

Run Skill Evals And Test Harnesses In CI

1 project

Run Small Llms (135m-4b) Locally In The Browser On Webgpu/cpu

1 project

Run Snyk/semgrep/trivy Scanners Against Quarantined Servers With Sarif Output

1 project

Run Source-code Security Scans

1 project

Run Sovereign AI With Local Deepseek-r1

1 project

Run Sparql And Cypher Knowledge-graph Queries From An Agent

1 project

Run Spatial Analysis Through Llm Tool Calls

1 project

Run Spec-driven Development With Reviewable Proposal/spec/design/task Artifacts

1 project

Run Spending-by-category And By-payee Reports Over A Date Range

1 project

Run Sql Analytics Over A Local Apple Health Csv Export

1 project

Run Sql Over Ssh Tunnels And Proxies With Audit Logging

1 project

Run Sql Over Telemetry Topics (peaks, Moving Averages, Correlations)

1 project

Run Sql Queries Without Psql

1 project

Run Stackql As An Mcp Server For Claude, Cursor, VS Code And Other Mcp Clients

1 project

Run Stata Analyses From AI Agents

1 project

Run Stata Command Lines Through A Python Api

1 project

Run Stata/r-style Econometric Regressions In Python

1 project

Run Static Security Analysis And Snapshot Comparison Of Agent Assets

1 project

Run Structural Summaries And Health/lint Findings

1 project

Run Structured Bull/bear Researcher Debates Over Market Data

1 project

Run Structured Endpoint And Vulnerability-class Sweeps

1 project

Run Structured Ideation With Sit, Triz, Scamper And Bisociation

1 project

Run Subagent-driven Development With Two-stage Spec And Code-quality Review

1 project

Run Supervised Fine-tuning And Preference Optimization

1 project

Run Support Agents In Collaboration Platforms

1 project

Run System Health And Troubleshooting Diagnostics

1 project

Run Systematic Llm Evaluations With Built-in Judges And Metrics

1 project

Run Systestrunner Tests Via AI Assistants

1 project

Run Tests And Iterate On Fixes

1 project

Run Tests And Terminal Commands

1 project

Run The 131-prompt Owasp Asi Top 10 Suite In CI

1 project

Run The Agent Execution Environment In A Local Docker Sandbox

1 project

Run The Agent Inside Docker Against Local Repositories Via A0 Cli Host Bridge

1 project

Run The Agent Inside Docker, Micro-vm Or Policy Sandbox For Isolation

1 project

Run The Agent Through Slack, Discord, Line Or Whatsapp Bots

1 project

Run The Gateway Headless In Docker Or Connect It To Open Webui

1 project

Run The Launcher On Macos, Windows Or Linux With Bundled Browser Runtime

1 project

Run The Mcp Server Headless In Docker

1 project

Run The Mcp Server In Docker With Auto-login And Session Handling

1 project