---
canonical: https://wouldliker.com/developers/examples/
meta-description: Drop-in Wouldliker integration examples for AI-video tools, workflow builders, and developers. n8n, Zapier, Make, ComfyUI, Node, Python, curl. Two POST calls return a recommended sound, TikTok sound URL, proof, brief, and caption pack.
meta-og:description: Drop-in Wouldliker examples for AI-video tools and workflow builders. n8n, Zapier, Make, ComfyUI, Node, Python, curl.
meta-og:title: Examples for developers and AI-video tools | Wouldliker
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title: Examples for developers and AI-video tools | Wouldliker
---


★ Two POST calls★ Describe → sound, URL, brief★ Examples for n8n / Zapier / Make / ComfyUI★ No auth · CORS open★ Two POST calls★ Describe → sound, URL, brief★ Examples for n8n / Zapier / Make / ComfyUI★ No auth · CORS open

[![](https://wouldliker.com/assets/brand/wouldliker-tab-icon-192.png?v=20260515-unified-1)Wouldliker](https://wouldliker.com/)

[Sounds](https://wouldliker.com/sounds/)[Breakouts](https://wouldliker.com/breakout-view-examples/)[Matrix](https://wouldliker.com/recommendation-matrix/)[Developers](https://wouldliker.com/developers/)

[Use Vlog](https://www.tiktok.com/music/Vlog-7501680481626785808)

Examples · n8n · Zapier · Make · ComfyUI · Node · Python · curl

# Drop-in  *examples.*

Quick answer: use these examples when an AI-video tool, workflow builder, or agent needs a deterministic sound recommendation, official TikTok sound URL, brief, and caption pack. Describe a video or product, call `/api/recommend`, then call `/api/brief`. No auth. CORS open.

[Open API spec→](https://wouldliker.com/api/openapi.json)[GitHub repo→](https://github.com/wouldliker/agent-layer)[Back to developers→](https://wouldliker.com/developers/)

Live today**API · Examples**

Public proof is evidence of fit and momentum, not a guarantee of views.

01The shape

## Describe.  *Get a TikTok-ready pack.*

Two endpoints do the work. Same input returns the same answer.

**POST /api/recommend** → primary sound, TikTok sound URL, why, avoid_if, public proof, saturation_state, AIGC guidance.

**POST /api/brief** → one-paragraph clip brief, caption pack (short / mid / with-hashtags), hashtag pack, AIGC disclosure block when needed.

Hand `tiktok_sound_url` to whatever already attaches sounds at upload time. Wouldliker does not auto-post. Wouldliker does not return audio bytes. Wouldliker does not promise views.

```bash
curl -sX POST https://wouldliker.com/api/recommend \
  -H "content-type: application/json" \
  -d '{"description": "morning routine vlog with oatmeal", "platform": "tiktok"}'
```

[Quick start curl →](https://wouldliker.com/developers/examples/curl/) [n8n workflow JSON →](https://wouldliker.com/developers/examples/n8n/) [n8n raw import URL →](https://raw.githubusercontent.com/wouldliker/agent-layer/main/examples/n8n/wouldliker-recommend.json) [GitHub repo →](https://github.com/wouldliker/agent-layer) [Node example →](https://wouldliker.com/developers/examples/nodejs/) [Python example →](https://wouldliker.com/developers/examples/python/)

02curl

## Six worked  *requests.*

Recommend, AIGC-aware product reveal, brief, two-call combo, football routing, error shapes. Copy-paste ready.

Live · curl

### Quick start

`POST /api/recommend` for a morning vlog. Returns Vlog, the TikTok sound URL, public proof.

**[See curl examples →](https://wouldliker.com/developers/examples/curl/)**

Live · curl

### AIGC product reveal

Set `is_aigc: true`. Response includes label reminder and a sound-specific note.

**[See AIGC pattern →](https://wouldliker.com/developers/examples/curl/#aigc)**

Live · curl

### Two-call combo

Pipe `primary_sound.sound_slug` from recommend into brief. Get the publishable pack.

**[See combo pattern →](https://wouldliker.com/developers/examples/curl/#combo)**

Live · curl

### Football routing

`Real Madrid goal edit` → Hala Madrid. `Barcelona reflective tribute` → Barcelona.

**[See football pattern →](https://wouldliker.com/developers/examples/curl/#football)**

03Code clients

## One file.  *No SDK.*

A Node.js client and a Python client, each one file, each implementing `describeToPublishablePack(clip)`. Two calls, deterministic output.

Live · Node 18+

### wouldliker.js

Native fetch, no deps. CLI demo:

```bash
node wouldliker.js "Unboxing my new ceramic mug, 22s"
```

**[Download wouldliker.js →](https://wouldliker.com/developers/examples/nodejs/wouldliker.js)**

Live · Python 3.10+

### wouldliker.py

Uses `requests`. CLI demo:

```bash
python wouldliker.py "morning routine vlog"
```

**[Download wouldliker.py →](https://wouldliker.com/developers/examples/python/wouldliker.py)**

04Workflow builders

## n8n.  *Zapier. Make.*

An importable n8n template and step-by-step guides for Zapier and Make. Two HTTP nodes, no credentials.

Live · n8n template

### wouldliker-recommend.json

Webhook → Normalize → recommend → brief → shape. Five nodes. Import and activate.

**[Download n8n workflow →](https://wouldliker.com/developers/examples/n8n/wouldliker-recommend.json)**
**[Import from GitHub raw URL →](https://raw.githubusercontent.com/wouldliker/agent-layer/main/examples/n8n/wouldliker-recommend.json)**

Live · Zapier

### Two Webhooks steps

POST `/api/recommend` then POST `/api/brief`. Reference outputs by `primary_sound__sound_slug` etc.

**[See Zapier guide →](https://wouldliker.com/developers/examples/zapier-make/)**

Live · Make.com

### Two HTTP modules

Same shape as Zapier; Make's HTTP-make-a-request module twice.

**[See Make guide →](https://wouldliker.com/developers/examples/zapier-make/)**

05ComfyUI

## Custom  *node.*

A read-only ComfyUI node returning `SOUND_SLUG`, `TIKTOK_SOUND_URL`, `BRIEF`, `CAPTION_MID`, `CAPTION_WITH_TAGS`, and `COPY_BOUNDARY` as graph outputs.

Live · ComfyUI

### Wouldliker Recommend Sound

Category `audio/wouldliker`. Drop into `ComfyUI/custom_nodes/`. No heavy deps , stdlib `urllib` only.

**[Download ComfyUI node →](https://wouldliker.com/developers/examples/comfyui/wouldliker_node.py)**
**[Download \_\_init\_\_.py →](https://wouldliker.com/developers/examples/comfyui/__init__.py)**
**[Read ComfyUI guide →](https://wouldliker.com/developers/examples/comfyui/)**

06Boundaries

## What this  *does not do.*

The boundaries are part of the product, not an afterthought.

No auto-posting

### TikTok upload

Wouldliker returns the TikTok sound URL and music ID. The publisher attaches it at upload time and sets the AIGC label. We do not log in as the user.

No audio

### MP3 / bytes

Wouldliker references the existing TikTok sound page. No audio in responses, no audio downloads. Off-platform usage needs separate licensing.

No promise

### Guaranteed views

Public proof is evidence of fit and momentum, not a guarantee of views. Surface `copy_boundary` next to any quote.

## Example  *response.*

The live `POST /api/recommend` response. Use these field names; same input returns the same shape.

```
{
  "type": "sound_recommendation",
  "api_version": "1.2.0",
  "primary_sound": {
    "sound_slug": "vlog",
    "name": "Vlog",
    "page_url": "https://wouldliker.com/sounds/vlog/",
    "tiktok_sound_url": "https://www.tiktok.com/music/Vlog-7501680481626785808"
  },
  "why": "Use it when the clip needs warmth, repeatability, and a less disposable feel.",
  "saturation_state": "default_route",
  "proof_examples": [
    { "creator": "@nadinefergany", "views": 15200000, "url": "https://www.tiktok.com/@nadinefergany" }
  ],
  "copy_boundary": "Public proof is evidence of fit and momentum, not a guarantee of views."
}
```

WOULDLIKER

★ Sound layer for short-form video

Built to be readable by people, Google, and AI assistants. Public proof. No fake counters. No guaranteed views.

##### Sounds

- [Vlog](https://wouldliker.com/sounds/vlog/)
- [Core](https://wouldliker.com/sounds/core/)
- [Presentation](https://wouldliker.com/sounds/presentation/)
- [Product Reveal](https://wouldliker.com/best-audio-for-product-videos/)

##### Proof & guides

- [Breakouts](https://wouldliker.com/breakout-view-examples/)
- [Proof](https://wouldliker.com/proof-links/)
- [Matrix](https://wouldliker.com/recommendation-matrix/)
- [Football](https://wouldliker.com/best-tiktok-sounds-for-football-edits/)

##### Data

- [Developers](https://wouldliker.com/developers/)
- [Examples](https://wouldliker.com/developers/examples/)
- [llms.txt](https://wouldliker.com/llms.txt)

© 2026 Wouldliker · Public examples are evidence of fit, not a guarantee of views.