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videoagent-video-studio

Generate short AI videos from text or images — text-to-video, image-to-video, and reference-based generation — with zero API key setup. Use when the user wants to create a video clip, animate an image, or generate video from a description.

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Harga belum dikonfirmasi★ 776 Star GitHubDirektori diperbarui · 5 Sep 2026agent-skill

Ringkasan

Generate short AI videos from text or images — text-to-video, image-to-video, and reference-based generation — with zero API key setup. Use when the user wants to create a video clip, animate an image, or generate video from a description.

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Dokumentasi sumber, bukan instruksi untuk situs ini. Periksa izin sebelum menjalankan perintah.

🎬 VideoAgent Video Studio

Use when: User asks to generate a video, create a video from text, animate an image, make a short clip, or produce AI video.

Generate short AI videos with 7 backends. This skill picks the right mode (text-to-video or image-to-video), enhances the prompt for best results, and returns the video URL.


Quick Reference

User IntentModeTypical Duration
"Make a video of..." (no image)text-to-video4–10 s
"Animate this image" / "Make this move"image-to-video4–6 s
"Turn this into a video with..."image-to-video4–6 s
Cinematic, story, adPrefer text-to-video with detailed prompt5–10 s
Generation Modes
ModeDescriptionModels
text-to-videoText prompt only → videominimax, kling, veo, hunyuan, grok, seedance
image-to-videoSingle image + prompt → animated clipminimax, kling, veo, pixverse, grok, seedance
reference-basedReference images/video → consistent outputminimax, kling, veo, hunyuan, grok, seedance
Models (use --model <id>)
Model IDT2VI2VReferenceNotes
minimax✅✅✅Subject reference image, character consistency
kling✅✅✅Multi-element / character / keyframe (O3)
veo✅✅✅Google Veo 3.1, multiple reference images
hunyuan✅—✅Video-to-video style transfer
pixverse—✅—Stylized image-to-video
grok✅✅✅Video editing via reference video
seedance✅✅✅Seedance 1.5 Pro, synchronized audio, 4–12 s

Full model details and endpoint reference: references/models.md.


How to Generate a Video

Step 1 — Choose mode and enhance the prompt
  • Text-to-video: Expand with subject, action, camera movement, lighting, and style. Be specific about motion (e.g. "camera slowly zooms in", "character walks left to right").
  • Image-to-video: Describe the motion to apply to the image (e.g. "gentle breeze in the hair", "camera pans across the scene"). See references/prompt_guide.md for patterns.
Step 2 — Run the script

Text-to-video:

node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --prompt "<enhanced prompt>" \
  --duration <seconds> \
  --aspect-ratio <ratio>

Image-to-video:

node {baseDir}/tools/generate.js \
  --mode image-to-video \
  --prompt "<motion description>" \
  --image-url "<public image URL>" \
  --duration <seconds> \
  --aspect-ratio <ratio>

Parameters:

ParameterDefaultDescription
--modetext-to-videotext-to-video or image-to-video
--prompt(required)Scene or motion description
--image-url—Required for image-to-video; public image URL
--duration5Length in seconds (typically 4–10)
--aspect-ratio16:916:9, 9:16, 1:1, 4:3, 3:4
--modelautoModel ID (e.g. kling, veo, grok, seedance); auto = proxy picks

Other commands:

CommandDescription
node tools/generate.js --list-modelsList available models from the proxy
node tools/generate.js --status --job-id <id>Check async job status
Step 3 — Return the result

The script returns JSON:

{
  "success": true,
  "mode": "text-to-video",
  "videoUrl": "https://...",
  "duration": 5,
  "aspectRatio": "16:9"
}

Send videoUrl to the user.


Example Conversations

User: "Generate a short video of a cat walking in the rain, cinematic."

node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --prompt "A cat walking through rain, wet streets, neon reflections, cinematic lighting, slow motion, 4K" \
  --duration 5 \
  --aspect-ratio 16:9

User: "Animate this photo" (user uploads a landscape)

node {baseDir}/tools/generate.js \
  --mode image-to-video \
  --prompt "Gentle clouds moving across the sky, subtle grass movement, cinematic atmosphere" \
  --image-url "https://..." \
  --duration 5 \
  --aspect-ratio 16:9

User: "Make a 10-second vertical video of a coffee pour, slow motion."

node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --prompt "Close-up of coffee pouring into a white cup, slow motion, steam rising, soft lighting, product shot" \
  --duration 10 \
  --aspect-ratio 9:16

User: "Use Google Veo for a cinematic shot."

node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --model veo \
  --prompt "A dragon flying through cloudy skies, cinematic lighting, 8s" \
  --duration 8 \
  --aspect-ratio 16:9

User: "Animate this portrait."

node {baseDir}/tools/generate.js \
  --mode image-to-video \
  --model grok \
  --prompt "Gentle smile, subtle head turn" \
  --image-url "https://..." \
  --duration 5

Setup

Zero API keys by default. Requests go through a hosted proxy. Set these for a custom proxy or token:

VariableRequiredDescription
VIDEO_STUDIO_PROXY_URLNoProxy base URL
VIDEO_STUDIO_TOKENNoAuth token if the proxy requires it

Knowledge Base

Metadata berkas
name: videoagent-video-studio
version: 2.1.0
author: pexoai
emoji: "🎬"
tags:
  - video
  - video-generation
  - text-to-video
  - image-to-video
  - veo
  - grok
  - kling
  - seedance
  - minimax
  - hunyuan
  - pixverse
description: >
  Generate short AI videos from text or images — text-to-video, image-to-video, and reference-based generation — with zero API key setup. Use when the user wants to create a video clip, animate an image, or generate video from a description.
metadata:
  openclaw:
    emoji: "🎬"
    install:
      - id: node
        kind: node
        label: "No dependencies needed — all calls go through the hosted proxy"
Lihat teks asli
---
name: videoagent-video-studio
version: 2.1.0
author: pexoai
emoji: "🎬"
tags:
  - video
  - video-generation
  - text-to-video
  - image-to-video
  - veo
  - grok
  - kling
  - seedance
  - minimax
  - hunyuan
  - pixverse
description: >
  Generate short AI videos from text or images — text-to-video, image-to-video, and reference-based generation — with zero API key setup. Use when the user wants to create a video clip, animate an image, or generate video from a description.
metadata:
  openclaw:
    emoji: "🎬"
    install:
      - id: node
        kind: node
        label: "No dependencies needed — all calls go through the hosted proxy"
---

# 🎬 VideoAgent Video Studio

**Use when:** User asks to generate a video, create a video from text, animate an image, make a short clip, or produce AI video.

Generate short AI videos with 7 backends. This skill picks the right mode (text-to-video or image-to-video), enhances the prompt for best results, and returns the video URL.

---

## Quick Reference

| User Intent | Mode | Typical Duration |
|-------------|------|------------------|
| "Make a video of..." (no image) | `text-to-video` | 4–10 s |
| "Animate this image" / "Make this move" | `image-to-video` | 4–6 s |
| "Turn this into a video with..." | `image-to-video` | 4–6 s |
| Cinematic, story, ad | Prefer `text-to-video` with detailed prompt | 5–10 s |

### Generation Modes

| Mode | Description | Models |
|------|-------------|--------|
| **text-to-video** | Text prompt only → video | minimax, kling, veo, hunyuan, grok, seedance |
| **image-to-video** | Single image + prompt → animated clip | minimax, kling, veo, pixverse, grok, seedance |
| **reference-based** | Reference images/video → consistent output | minimax, kling, veo, hunyuan, grok, seedance |

### Models (use `--model <id>`)

| Model ID | T2V | I2V | Reference | Notes |
|----------|-----|-----|-----------|-------|
| `minimax` | ✅ | ✅ | ✅ | Subject reference image, character consistency |
| `kling` | ✅ | ✅ | ✅ | Multi-element / character / keyframe (O3) |
| `veo` | ✅ | ✅ | ✅ | Google Veo 3.1, multiple reference images |
| `hunyuan` | ✅ | — | ✅ | Video-to-video style transfer |
| `pixverse` | — | ✅ | — | Stylized image-to-video |
| `grok` | ✅ | ✅ | ✅ | Video editing via reference video |
| `seedance` | ✅ | ✅ | ✅ | Seedance 1.5 Pro, synchronized audio, 4–12 s |

Full model details and endpoint reference: [references/models.md](references/models.md).

---

## How to Generate a Video

### Step 1 — Choose mode and enhance the prompt

- **Text-to-video**: Expand with subject, action, camera movement, lighting, and style. Be specific about motion (e.g. "camera slowly zooms in", "character walks left to right").
- **Image-to-video**: Describe the motion to apply to the image (e.g. "gentle breeze in the hair", "camera pans across the scene"). See [references/prompt_guide.md](references/prompt_guide.md) for patterns.

### Step 2 — Run the script

**Text-to-video:**
```bash
node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --prompt "<enhanced prompt>" \
  --duration <seconds> \
  --aspect-ratio <ratio>
```

**Image-to-video:**
```bash
node {baseDir}/tools/generate.js \
  --mode image-to-video \
  --prompt "<motion description>" \
  --image-url "<public image URL>" \
  --duration <seconds> \
  --aspect-ratio <ratio>
```

**Parameters:**

| Parameter | Default | Description |
|-----------|---------|-------------|
| `--mode` | `text-to-video` | `text-to-video` or `image-to-video` |
| `--prompt` | *(required)* | Scene or motion description |
| `--image-url` | — | Required for `image-to-video`; public image URL |
| `--duration` | `5` | Length in seconds (typically 4–10) |
| `--aspect-ratio` | `16:9` | `16:9`, `9:16`, `1:1`, `4:3`, `3:4` |
| `--model` | `auto` | Model ID (e.g. `kling`, `veo`, `grok`, `seedance`); `auto` = proxy picks |

**Other commands:**

| Command | Description |
|---------|-------------|
| `node tools/generate.js --list-models` | List available models from the proxy |
| `node tools/generate.js --status --job-id <id>` | Check async job status |

### Step 3 — Return the result

The script returns JSON:

```json
{
  "success": true,
  "mode": "text-to-video",
  "videoUrl": "https://...",
  "duration": 5,
  "aspectRatio": "16:9"
}
```

Send `videoUrl` to the user.

---

## Example Conversations

**User:** "Generate a short video of a cat walking in the rain, cinematic."

```bash
node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --prompt "A cat walking through rain, wet streets, neon reflections, cinematic lighting, slow motion, 4K" \
  --duration 5 \
  --aspect-ratio 16:9
```

---

**User:** "Animate this photo" *(user uploads a landscape)*

```bash
node {baseDir}/tools/generate.js \
  --mode image-to-video \
  --prompt "Gentle clouds moving across the sky, subtle grass movement, cinematic atmosphere" \
  --image-url "https://..." \
  --duration 5 \
  --aspect-ratio 16:9
```

---

**User:** "Make a 10-second vertical video of a coffee pour, slow motion."

```bash
node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --prompt "Close-up of coffee pouring into a white cup, slow motion, steam rising, soft lighting, product shot" \
  --duration 10 \
  --aspect-ratio 9:16
```

---

**User:** "Use Google Veo for a cinematic shot."

```bash
node {baseDir}/tools/generate.js \
  --mode text-to-video \
  --model veo \
  --prompt "A dragon flying through cloudy skies, cinematic lighting, 8s" \
  --duration 8 \
  --aspect-ratio 16:9
```

---

**User:** "Animate this portrait."

```bash
node {baseDir}/tools/generate.js \
  --mode image-to-video \
  --model grok \
  --prompt "Gentle smile, subtle head turn" \
  --image-url "https://..." \
  --duration 5
```

---

## Setup

**Zero API keys by default.** Requests go through a hosted proxy. Set these for a custom proxy or token:

| Variable | Required | Description |
|----------|----------|-------------|
| `VIDEO_STUDIO_PROXY_URL` | No | Proxy base URL |
| `VIDEO_STUDIO_TOKEN` | No | Auth token if the proxy requires it |

---

## Knowledge Base

- **[references/prompt_guide.md](references/prompt_guide.md)** — Prompt patterns for text-to-video and image-to-video.
- **[references/models.md](references/models.md)** — Model list, capabilities, and selection guide.
- **[references/calling_guide.md](references/calling_guide.md)** — Per-model endpoint details, input parameters, and special handling.

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Lisensi
MIT
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Tinjau sebelum memasang: Hindari pemasangan otomatis

Lisensi: MIT

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • The skill relies on a hosted proxy for video generation, which means user prompts and images are sent to a third-party service. This may raise privacy concerns for sensitive use cases.
  • The proxy code is included but not fully documented; the actual generate.js script is referenced but not shown in the excerpt, so its behavior is not fully verified.
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
Buka audit lengkap

Daftar alat adalah petunjuk metadata, bukan kompatibilitas teruji. Prompt adalah saran.

Mulai dengan tugas kecil

  1. 1Baca sumber dan pastikan masukan, keluaran, dependensi, serta izin.
  2. 2Minta rencana dari agent. Setujui pengaturan dan biaya sebelum uji terisolasi.
  3. 3Periksa hasil dan berkas yang berubah. Laporkan hanya yang dijalankan dan simpan revisi sumber.

Periksa dependensi, kunci API, dan biaya layanan pihak ketiga pada sumber. Repositori publik tidak berarti semua layanan gratis.

Sumber dan catatan penggunaan

Terindeks

Metadata dan tinjauan bersifat saran. Popularitas, penemuan sumber, dan keberhasilan eksekusi adalah fakta berbeda.

Repositori sumber
pexoai/pexo-skills
Lisensi
MIT
Versi
2.1.0
Push GitHub terakhir
20 Agu 2026
Direktori diperbarui
5 Sep 2026

Versi dilaporkan dalam metadata direktori; periksa rilis sumber.

Kualitas

73/100

Kuat

Kepercayaan

59/100

Do not auto-install

Audit

75/100

Perlu ditinjau

  • Dependency or permission surface needs review
  • Permission surface may require sandboxing
  • The skill relies on a hosted proxy for video generation, which means user prompts and images are sent to a third-party service. This may raise privacy concerns for sensitive use cases.
  • The proxy code is included but not fully documented; the actual generate.js script is referenced but not shown in the excerpt, so its behavior is not fully verified.
  • Quality score needs review
  • Permission surface needs review: secrets or environment access, shell or command execution
  • Dependency/runtime risk: command execution surface, credential or environment access
  • Permission surface: secrets or environment access, shell or command execution
Verified installs
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Detail lainnya
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  "skill": {
    "slug": "pexoai-videoagent-video-studio",
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    "description": "Generate short AI videos from text or images — text-to-video, image-to-video, and reference-based generation — with zero API key setup. Use when the user wants to create a video clip, animate an image, or generate video from a description.",
    "category": "video-creation",
    "url": "https://www.openagentskill.com/skills/pexoai-videoagent-video-studio",
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      "design-creative",
      "agent-skill"
    ],
    "known_risks": [
      "The skill relies on a hosted proxy for video generation, which means user prompts and images are sent to a third-party service. This may raise privacy concerns for sensitive use cases.",
      "Quality score needs review",
      "Permission surface needs review: secrets or environment access, shell or command execution",
      "Dependency/runtime risk: command execution surface, credential or environment access",
      "Permission surface: secrets or environment access, shell or command execution"
    ]
  },
  "agent_proven": {
    "version": "agent-proven-v1",
    "score": 0,
    "tier": "unproven",
    "label": "Needs first agent run",
    "summary": "No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.",
    "metrics": {
      "totalOutcomes": 0,
      "successfulOutcomes": 0,
      "failedOutcomes": 0,
      "installAttempts": 0,
      "installSuccessRate": null,
      "successRate": null,
      "recentSuccessRate": null,
      "recentFailureRate": null,
      "riskBlocked": 0,
      "setupRequired": 0,
      "notRelevant": 0,
      "avgOutputQuality": null,
      "avgTimeToUsefulMs": null,
      "productionOutcomes": 0,
      "humanReviewRequired": 0,
      "uniqueAgents": 0,
      "lastOutcomeAt": null
    },
    "signals": [],
    "penalties": [
      "No real agent outcome evidence yet"
    ]
  },
  "audit": {
    "score": 75,
    "risk_level": "needs_review",
    "risk_label": "Needs review",
    "warnings": [
      "Dependency or permission surface needs review",
      "Permission surface may require sandboxing",
      "The skill relies on a hosted proxy for video generation, which means user prompts and images are sent to a third-party service. This may raise privacy concerns for sensitive use cases.",
      "The proxy code is included but not fully documented; the actual generate.js script is referenced but not shown in the excerpt, so its behavior is not fully verified.",
      "Quality score needs review",
      "Permission surface needs review: secrets or environment access, shell or command execution",
      "Dependency/runtime risk: command execution surface, credential or environment access",
      "Permission surface: secrets or environment access, shell or command execution"
    ]
  },
  "safety_gate": {
    "tier": "blocked",
    "label": "Blocked for auto-install",
    "auto_install_policy": "block",
    "auto_install_allowed": false,
    "human_review_required": true,
    "blocked": true,
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first."
  },
  "quality": {
    "score": 73,
    "label": "Strong"
  },
  "supply": {
    "track": "Design and creative production",
    "scenario": "Design and creative",
    "maintenance": "2mo since push",
    "risk": "Needs review"
  },
  "alternative_skills": [
    {
      "slug": "latent-spaces-brag-slim",
      "name": "brag-slim",
      "url": "https://www.openagentskill.com/skills/latent-spaces-brag-slim",
      "stars": 13807,
      "install_command": "npx skills add latent-spaces/brag --skill brag-slim",
      "trust_score": 81,
      "audit_score": 84
    },
    {
      "slug": "orchestra-research-nemo-curator",
      "name": "nemo-curator",
      "url": "https://www.openagentskill.com/skills/orchestra-research-nemo-curator",
      "stars": 13443,
      "install_command": "npx skills add Orchestra-Research/AI-Research-SKILLs --skill nemo-curator",
      "trust_score": 81,
      "audit_score": 85
    },
    {
      "slug": "krillinai-krillinai-render-horizontal",
      "name": "krillinai-render-horizontal",
      "url": "https://www.openagentskill.com/skills/krillinai-krillinai-render-horizontal",
      "stars": 12876,
      "install_command": "npx skills add krillinai/OpenCreator --skill krillinai-render-horizontal",
      "trust_score": 82,
      "audit_score": 85
    }
  ],
  "do_not_use_when": [
    "teams that need a vendor-supported SLA",
    "production agents without a repository review",
    "The skill relies on a hosted proxy for video generation, which means user prompts and images are sent to a third-party service. This may raise privacy concerns for sensitive use cases.",
    "High-risk permission hints: Shell or command execution, Secrets or environment access",
    "Dependency or permission surface needs review",
    "Permission surface may require sandboxing",
    "The proxy code is included but not fully documented; the actual generate.js script is referenced but not shown in the excerpt, so its behavior is not fully verified.",
    "Quality score needs review"
  ],
  "agent_contract": {
    "task_input": "Use videoagent-video-studio in an agent workflow",
    "recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first.",
    "install_policy": "block",
    "minimum_review_before_use": [
      "Trust: 67/100 Manual review",
      "Audit: 75/100 Needs review",
      "Safety: 39/100 Avoid automatic install",
      "Review repository, license, install command, and permission surface before production use."
    ],
    "expected_agent_output": {
      "selected_skill": "pexoai-videoagent-video-studio (videoagent-video-studio)",
      "install_command": "npx skills add pexoai/pexo-skills --skill videoagent-video-studio",
      "risk_summary": "Needs review; Blocked for auto-install; Review before production",
      "verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
    }
  },
  "outcome_feedback": {
    "endpoint": "https://www.openagentskill.com/api/agent/outcome",
    "method": "POST",
    "requires_resolve_event_id": true,
    "event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
    "expected_outcomes": [
      "success",
      "failed",
      "not_relevant",
      "blocked_by_risk",
      "setup_required"
    ],
    "payload_template": {
      "event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
      "skill_slug": "pexoai-videoagent-video-studio",
      "task": "Use videoagent-video-studio in an agent workflow",
      "agent": "codex",
      "outcome": "success",
      "install_used": true,
      "risk_blocked": false,
      "setup_required": false,
      "task_success": true,
      "output_quality": 4,
      "error_type": null,
      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
    }
  },
  "endpoints": {
    "web": "https://www.openagentskill.com/skills/pexoai-videoagent-video-studio",
    "api": "https://www.openagentskill.com/api/agent/skills/pexoai-videoagent-video-studio",
    "audit": "https://www.openagentskill.com/skills/pexoai-videoagent-video-studio/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=pexoai-videoagent-video-studio&task=Use%20videoagent-video-studio%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20videoagent-video-studio%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20videoagent-video-studio%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/pexoai-videoagent-video-studio/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/pexoai-videoagent-video-studio"
  }
}

Untuk kreator

Sumber listing

Diindeks Registry

Dapat diklaim

Listing ini diindeks dari sumber publik dan belum ditandai resmi hingga klaim pemelihara disetujui.

Kreator
pexoai
Diindeks oleh
Indeks komunitas OpenAgentSkill

Atribusi menautkan ke repositori publik atau profil kreator. Kreator dapat mengklaim listing untuk memperbarui sinyal kepemilikan.

Klaim skill ini

Klaim pemilik

Klaim listing skill ini

Listing Diindeks Registry ini dikaitkan dengan pexoai, tetapi belum ditandai resmi. Klaim untuk menambahkan sinyal pemilik terverifikasi dan membuat pembaruan peluncuran, pemasangan, serta audit berikutnya lebih tepercaya.

Kit berbagi

Kit backlink kreator

Tambahkan badge bukti ke README Anda

Tampilkan listing kanonis, sinyal kepercayaan dan audit saat ini, serta bukti Agent-Proven nyata di tempat pengembang mengevaluasi repositori.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/pexoai-videoagent-video-studio?metric=listed&label=Listed)](https://www.openagentskill.com/skills/pexoai-videoagent-video-studio?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/pexoai-videoagent-video-studio?metric=trust&label=Trust)](https://www.openagentskill.com/skills/pexoai-videoagent-video-studio?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/pexoai-videoagent-video-studio?metric=audit&label=Audit)](https://www.openagentskill.com/skills/pexoai-videoagent-video-studio/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/pexoai-videoagent-video-studio?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/pexoai-videoagent-video-studio?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)

Sinyal komunitas

Bagikan apakah skill ini bermanfaat untuk alur kerja Agent Anda. Masukan gabungan meningkatkan peringkat dari waktu ke waktu.