# Run Hosted AI Apps from Your Agent

Managing hosted AI models often requires different APIs and workflows. This skill uses the inference.sh belt CLI to discover, run, and track cloud AI apps.

## Install

```bash
npx skillstore add infsh-skills/agent-tools
```

## Metadata

- Status: approved
- Slug: infsh-skills-agent-tools
- Skillstore revision: r2
- Version status: missing
- Tree hash: 450bc31ec3451188ce03801ef820f0db86e2d70b911e8ecbd9f92c8801748703
- Author: infsh-skills
- GitHub username: infsh-skills
- License: MIT
- Repository: https://github.com/infsh-skills/skills/tree/main/tools/agent-tools/
- Ref: 4121de961d1b6f2ffca856260e239505c302452c
- Supported tools: Claude, Codex, Claude Code
- Audit status: complete
- Agent install advisory: blocked
- Manual install advisory: allowed\_with\_warning
- Artifact signature: available
- Audit attestation: unavailable
- Human verification: not\_verified
- Risk factors: network, env\_access, filesystem, external\_commands
- Quality score: 38
- Quality tier: warning
- Public page: https://skillstore.pages.dev/skills/infsh-skills-agent-tools
- Manifest: https://skillstore.pages.dev/api/skills/infsh-skills-agent-tools/manifest

## Capabilities

- Lists and searches inference.sh apps by query, category, featured status, or publication date.
- Retrieves app details and generates sample inputs before execution.
- Runs hosted image, video, audio, language, search, 3D, and social apps.
- Submits long-running tasks without waiting and retrieves their status or results later.
- Uploads local files when an app input accepts a URL and receives hosted output links.

## Use Cases

- Create Media Prototypes: Generate images, videos, speech, or 3D assets from prompts and inspect the returned hosted results.
- Compare Hosted Models: Search available apps, inspect input schemas, and run selected language or media models with controlled inputs.
- Automate Long Tasks: Submit time-consuming generation jobs, record task identifiers, and retrieve outputs after processing completes.

## Prompt Templates

### Find an App

```
Search inference.sh for apps that handle [task]. Show the best matches, categories, and required inputs. Do not run anything.
```

### Run One App

```
Inspect [app name], generate a sample input, replace it with my requirements, and show the final input before running the app.
```

### Manage an Async Task

```
Run [app name] without waiting using [input]. Record the task identifier, check status, and save the completed result to [destination].
```

### Build a Reviewed Workflow

```
Design a workflow using inference.sh apps for [goal]. Inspect every schema, pin versions, confirm uploads and external actions, then execute approved steps.
```

## Limitations

- Requires the belt CLI, an inference.sh account, network access, and available service credits.
- App availability, model behavior, pricing, and output quality are controlled by external providers.
- Local file inputs are uploaded to the hosted service and require sensitivity review.
- The skill does not validate third-party app safety, generated facts, or social content.

## Best Practices

- Inspect each app schema and generate sample input before submitting custom values.
- Pin app and installer versions when reproducible behavior matters.
- Confirm local uploads, social actions, costs, and other external side effects before execution.

## Anti Patterns

- Do not pipe remote installer output directly into a shell.
- Do not pass secrets or unrelated local files as app inputs.
- Do not publish posts, messages, or account changes without final user approval.

## Security Audit

- Audited at: 2026-08-06T11:37:57.028\+00:00
- Summary: The skill repeatedly recommends downloading and piping an external installer into sh, creating a critical supply-chain execution risk. Its manual installation builds a download URL from a remote manifest, while local files and social actions can leave the user's environment. Most remaining detections are Markdown formatting, placeholder credential documentation, standard user directories, or expected first-party links.

## Stats

- Views: 112
- Downloads: 8
- Favorites: 0
- Popularity score: 0