huggingface

Use Hugging Face discovery workflows in MediaUse with a guest-only, no-login flow for papers, models, datasets, and spaces.

Scope

Use this skill when the task targets Hugging Face operations such as:

• Account: plugin health check
• Papers: top paper rankings, single paper detail
• Models: ranked model listing
• Datasets: ranked dataset listing
• Spaces: ranked space listing

Hugging Face in this plugin is guest-only. No login is required.

1. Install MediaUse CLI (Windows Only)

Use the official install script for Windows:

• https://release.mediause.dev/install.ps1
  Mandatory update rule:

• Before every run, execute the install script once to auto-install or auto-upgrade to the latest MediaUse CLI.

Run:

powershell -C "iwr https://release.mediause.dev/install.ps1 -UseBasicParsing | iex"

Then verify:

mediause --version

Current support status:

• Windows: supported
• Linux: not supported yet
• macOS: not supported yet

Recommended skill install path:

• .mediause/skills/huggingface/SKILL.md

2. Get and Configure MediaUse Key

2.1 Apply for key

1. Open https://mediause.dev/
2. Sign in to your account.
3. Open Project.
4. Create or copy your API key.

2.2 Configure key in CLI

mediause manage key <your_key> --json

3. Core Flow (Guest-Only, No Login)

Always follow this order:

First step on every run: execute install script once to auto-install/auto-upgrade the latest MediaUse CLI.

1. Discover site and commands.
2. Bind guest context with use account huggingface:guest.
3. Execute dynamic read actions.
4. Verify with trace/task.

Important constraints:

• Hugging Face plugin here only uses guest mode.
• Do not run mediause auth login huggingface.
• Do not require mediause auth health for this plugin flow.

3.1 Discover and plugin setup

mediause plugin list --json
mediause plugin add huggingface --json
mediause huggingface -h
mediause huggingface get -h
mediause huggingface account -h

3.2 Bind guest context

mediause use account huggingface:guest --json

If the page/session is challenged (for example unusual traffic), rerun with visible mode:

mediause use account huggingface:guest --show --json

Risk reduction note:

• --show usually lowers repeated anti-bot interception risk in challenged sessions.

4. Hugging Face Dynamic Command Map (v1)

Source manifest:

• plugin: plugin.huggingface
• file: crates/platforms/plugins/huggingface/manifest.yaml

4.1 account.*

• mediause huggingface account health --json

4.2 get.top

Top upvoted Hugging Face papers.

mediause huggingface get top [--limit <n>] [--all <bool>] [--date <YYYY-MM-DD>] [--period <daily|weekly|monthly>] --json

Notes:

• --period default is daily
• --date is for daily mode
• --all true ignores limit and returns full ranked set

4.3 get.models

Top Hugging Face models.

mediause huggingface get models [--sort <downloads|likes|trending|created_at|last_modified>] [--search <text>] [--pipeline <tag>] [--limit <n>] --json

4.4 get.datasets

Top Hugging Face datasets.

mediause huggingface get datasets [--sort <downloads|likes|trending|created_at|last_modified>] [--search <text>] [--limit <n>] --json

4.5 get.spaces

Top Hugging Face spaces.

mediause huggingface get spaces [--sort <likes|created_at|last_modified>] [--search <text>] [--sdk <gradio|streamlit|docker|static>] [--limit <n>] --json

4.6 get.paper

Hugging Face paper detail by arXiv id.

mediause huggingface get paper --id <arxiv_id> --json

Example ids:

• 1706.03762
• 2401.06196

5. Workflow Examples

5.1 Daily paper scan

mediause plugin add huggingface --json
mediause use account huggingface:guest --json
mediause huggingface get top --period daily --limit 20 --json
mediause trace last --json

5.2 Weekly leaderboard and model follow-up

mediause use account huggingface:guest --json
mediause huggingface get top --period weekly --limit 50 --json
mediause huggingface get models --sort downloads --search llama --limit 20 --json
mediause trace last --json

5.3 Dataset and space discovery

mediause use account huggingface:guest --json
mediause huggingface get datasets --sort likes --search multilingual --limit 20 --json
mediause huggingface get spaces --sort likes --sdk gradio --limit 20 --json
mediause trace last --json

5.4 Paper deep read

mediause use account huggingface:guest --json
mediause huggingface get paper --id 1706.03762 --json
mediause trace last --json

6. Operational Constraints (Mandatory)

6.1 Read-only and guest-only

• This plugin flow is read-only.
• Use huggingface:guest only.
• Do not attempt write actions or login flow for this plugin.

6.2 Frequency limits and spacing

Suggested limits:

• get top/models/datasets/spaces: <= 60 calls per minute
• get paper: <= 30 calls per minute

Minimum spacing:

• list/ranking calls: >= 1 second between calls
• single paper detail calls: >= 2 seconds between calls

If throttled or blocked:

1. Pause 30-60 seconds.
2. Retry with lower call frequency.
3. Re-bind guest context with --show if challenge is present.

6.3 Safety policy

• Do not bypass anti-bot or platform protections.
• Do not scrape credentials or session secrets.
• Respect Hugging Face usage policies and local regulations.

6.4 Output and error handling

• Prefer --json output for automation.
• Keep stable machine-readable handling for errors.
• On HTTP 429 or challenge pages, stop and retry with cooldown.

7. Execution Checklist

Before run:

Before every run, execute the install script once.

1. CLI installed via https://release.mediause.dev/install.ps1 on Windows.
2. PATH updated and mediause --version works.
3. API key configured.
4. Plugin installed and help output verified.
5. Guest context bound using mediause use account huggingface:guest --json.

During run:

1. Use only read commands listed in this skill.
2. Keep request spacing and avoid burst loops.
3. Use --show only when challenge handling is needed.

After run:

1. Save outputs/logs.
2. Record retry/cooldown events.
3. Keep traffic conservative for repeated polling jobs.

8. Quick Command Reference

# always run once before each workflow (auto-upgrade latest)
powershell -C "iwr https://release.mediause.dev/install.ps1 -UseBasicParsing | iex"
mediause --version

# discover
mediause plugin list --json
mediause plugin add huggingface --json
mediause huggingface -h
mediause huggingface get -h

# guest context
mediause use account huggingface:guest --json

# actions
mediause huggingface account health --json
mediause huggingface get top --period daily --limit 20 --json
mediause huggingface get models --sort downloads --limit 20 --json
mediause huggingface get datasets --sort likes --limit 20 --json
mediause huggingface get spaces --sort likes --limit 20 --json
mediause huggingface get paper --id 1706.03762 --json

# trace
mediause trace last --json

Skill Metadata
Maintainer: @mediause-demo
Last-Updated: 2026-05-21
Version: v1