Use Cases

Run Deepseek Harness Agents In A Desktop App

1 project

Run Desktop Focus Timers, Reminders, Hydration And Mood Check-ins

1 project

Run Detached Background Tasks And Collect Results

1 project

Run Deterministic Trajectory/contract Checks On Traces

1 project

Run Development Commands With Agent Assistance

1 project

Run Diffusion Models Locally

1 project

Run Diffusion Models Locally On Cpu Or Gpu

1 project

Run Disposable Prototypes To Validate A Design Question

1 project

Run Distributed Training

1 project

Run Docling In Docker Via Testcontainers For Integration Tests

1 project

Run Documented Growth Workflows Through An Agent

1 project

Run Draft-audit-final Humanizer Pass On Long-form Essays

1 project

Run Durable Multi-turn Agent Goals With Scheduled Continuation And Checkpoints

1 project

Run Durable, Resumable Agent Workflows On Temporal

1 project

Run Durable, Resumable Multi-step Agent Workflows Declared In Typescript

1 project

Run Dynamic Multi-step Plans With Parallel Execution

1 project

Run Each Session In Its Own Git Worktree

1 project

Run End-to-end And Visual Regression Tests In CI

1 project

Run End-to-end ML Experiment Delivery With Audit, Report And Slides

1 project

Run End-to-end UI Testing Across Desktop And Mobile

1 project

Run Evals Fully Locally To Keep Prompts Private

1 project

Run Evals That Score Agent Response Formatting

1 project

Run Evaluation Suites And Calibration Metrics For Scoring Pipelines

1 project

Run Executor + Planner Model Pairs In Separate Sessions

1 project

Run Expert Panels For Architecture And Engineering Decisions

1 project

Run Explicitly Configured Multi-agent Workflows

1 project

Run Flat Peer Teams, Supervisor Trees, Pipelines Or Swarm Topologies Of Agents I

1 project

Run Fli-mcp Over Stdio Or Http For Claude Desktop/other Clients

1 project

Run Focused Tests And Revert Changes

1 project

Run Founder-led Sales Conversations

1 project

Run Fully Local With Ollama Or Any Openai-compatible Server

1 project

Run Generation Locally Via Docker Or Npm

1 project

Run Geo Optimization From A Cli Or Claude Code

1 project

Run Gguf Llms/vlms As Native Ros 2 Nodes

1 project

Run Ghidra, Frida, X64dbg, And Rizin Workflows Through An AI Agent

1 project

Run Git-diff Pipelines Through Agent Workflows In CI

1 project

Run Goal-driven Tasks Via Cli With Action Traces

1 project

Run Governed AI Agents With Bounded Autonomy

1 project

Run Governed Deploy-steward Workflows Over Github Pull Requests

1 project

Run Graphrag Fully Offline With Ollama And Local Embeddings

1 project

Run Guarded Commands In Containers

1 project

Run Hands-on Notebooks From A Prompt Engineering Lecture

1 project

Run Head-to-head Strategy Battles And Multi-account A/b Comparisons

1 project

Run Headed Browsers On Headless Remote Servers Via Http Mode

1 project

Run Headless Agent Loops In CI Or Sandboxes

1 project

Run Headless Agent Server

1 project

Run Headless Backend-only Mcp Gateway With Disable_web

1 project

Run Headless Browser Checks Inside CI Pipelines

1 project

Run Headless Cli Tool Calls And Screenshot Views

1 project

Run Headless Crawling As A Dockerized Fastapi Service

1 project

Run Headless Dfm Risk Checks For Machining, Sheet Metal, Laser Cutting, And 3D P

1 project

Run Headless/ci Batch Jobs Through The Non-interactive Prompt Flag

1 project

Run Health-check Diagnostics On A Claude Code Installation

1 project

Run Hybrid Search And Reranking

1 project

Run Image-to-3d Reconstruction From Claude Code, Codex Or Opencode Agents

1 project

Run In CI Pipelines Feeding Cli Output To An Llm

1 project

Run In Read-only Toolset Mode For Autonomous Agents

1 project

Run Independent Reviews Of Ai-generated Code

1 project

Run Inference Through Cli Tools Like Claude Or Gemini

1 project

Run Inference/training Through A Local Gradio Webui

1 project

Run Infrastructure Automation Agents Against Cloud Environments

1 project

Run Ingestion And Queries From The Terminal Via Cli Without An Mcp Client

1 project

Run Isolated Browser Sessions In The Cloud

1 project

Run Iterative Tool-using Agents From A Terminal

1 project

Run Javascript In A Page And Extract Results

1 project

Run Json Readiness Diagnostics To Check Portals, At-spi, Input, And Windowing

1 project

Run Jsonl Job Queues From Automation Platforms Like N8n

1 project

Run Jupyterlab Commands As Mcp Tools Through Jupyter-mcp-tools

1 project

Run Keyless Search And Extract For Quick Prototyping

1 project

Run Keyword And Citation Fidelity Tests On Persona Output

1 project

Run Keyword And Meaning-based Search Without Cloud Accounts

1 project

Run Large Moe Models Locally On Consumer Hardware

1 project

Run Large Moe Models With Ssd-streamed N-gram Tables

1 project

Run Large-scale Concurrent Agent Evaluations

1 project

Run Lightweight Dast Fuzzing On Query Params Or Json Bodies

1 project

Run Llm Regression Tests In Ci/cd Pipelines

1 project

Run Llm-as-a-judge And Code-based Evaluations

1 project

Run Llm-as-judge Response And Retrieval Evaluations

1 project

Run Llm-as-judge Scoring For Memory QA And Summarization

1 project

Run Llm-generated Analysis Code In A Sandbox

1 project

Run Llm-generated Code In Isolated Sandboxes

1 project

Run Llm-generated Javascript In A Sandboxed V8 Isolate

1 project

Run Llms And Vlms Locally On Cpu, Gpu, Or Npu

1 project

Run Llms Locally On Apple Silicon

1 project

Run Llms Locally With No Gpu

1 project

Run Local 127.0.0.1 Market-data Gateway For Agents

1 project

Run Local AI Agents With Foundry Local

1 project

Run Local Embedding Models With No Data Leaving The Machine Unless Permitted

1 project

Run Local Eval Cases And Suites With Sqlite Telemetry

1 project

Run Local Gguf/mlx Models From A Desktop UI

1 project

Run Local Gradio Demo For I2v Generation

1 project

Run Local Image Inference On Mac Via Sd.cpp

1 project

Run Local Llm Chat Completions From Typescript

1 project

Run Local Llm Inference For Music-production Workflows

1 project

Run Local Llm Inference On Amd Strix Halo Hardware

1 project

Run Local Llms On Apple Silicon

1 project

Run Local Llms Through Ollama Or LM Studio

1 project

Run Local Llms Via Ollama Or LM Studio

1 project

Run Local Macos/linux Vms On Apple Silicon

1 project

Run Local Memory With Zero Llm Calls (fts5 Only, No Api Key)

1 project