# Send Smart Spawn to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "smart-spawn",
    "name": "Smart Spawn",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/deeflect/smart-spawn",
    "canonicalUrl": "https://clawhub.ai/deeflect/smart-spawn",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/smart-spawn",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=smart-spawn",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-07T17:22:31.273Z",
      "expiresAt": "2026-05-14T17:22:31.273Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-annual-report",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-annual-report",
        "contentDisposition": "attachment; filename=\"afrexai-annual-report-1.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null
      },
      "scope": "source",
      "summary": "Source download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this source.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/smart-spawn"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/smart-spawn",
    "downloadUrl": "https://openagent3.xyz/downloads/smart-spawn",
    "agentUrl": "https://openagent3.xyz/skills/smart-spawn/agent",
    "manifestUrl": "https://openagent3.xyz/skills/smart-spawn/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/smart-spawn/agent.md"
  }
}
```
## Documentation

### Smart Spawn API

Pick the best AI model for any task. Call the API, get a model recommendation, spawn with it.

No plugin required. Works with any OpenClaw instance or any HTTP client.

### Quick Start

1. GET ss.deeflect.com/api/pick?task=<description>&budget=<tier>
2. Use the returned model ID in sessions_spawn

### Pick Best Model

GET https://ss.deeflect.com/api/pick?task=build+a+react+dashboard&budget=medium

Response:

{
  "data": {
    "id": "anthropic/claude-opus-4.6",
    "name": "Claude Opus 4.6",
    "score": 86,
    "pricing": { "prompt": 5, "completion": 25 },
    "reason": "Best general model at medium budget ($0-5/M) — score: 86"
  }
}

Then spawn:

sessions_spawn(task="Build a React dashboard with auth", model="anthropic/claude-opus-4.6")

### Parameters

ParamRequiredDescriptiontaskYesTask description or category: coding, reasoning, creative, vision, research, fast-cheap, generalbudgetNolow ($0-1/M), medium ($0-5/M, default), high ($2-20/M), anyexcludeNoComma-separated model IDs to skipcontextNoTags like vision,long-context for routing boost

### Get Multiple Recommendations

GET https://ss.deeflect.com/api/recommend?task=coding&budget=low&count=3

Returns diverse models from different providers. Use for collective/parallel spawning.

### Compare Models

GET https://ss.deeflect.com/api/compare?models=anthropic/claude-opus-4.6,openai/gpt-5.2

Side-by-side scores, pricing, capabilities.

### Browse All Models

GET https://ss.deeflect.com/api/models?category=coding&sort=score&limit=10

Sort by score, cost, efficiency, or any category name.

### Decompose Complex Tasks

POST https://ss.deeflect.com/api/decompose
{"task": "Build and deploy a SaaS app", "budget": "medium"}

Returns sequential steps with optimal model per step.

### Swarm (Parallel DAG)

POST https://ss.deeflect.com/api/swarm
{"task": "Research competitors and build pitch deck", "budget": "low"}

Returns a dependency graph of parallel tasks with models assigned.

### Usage Pattern

For any task that needs a sub-agent:

Decide budget — low for cheap/fast, medium for quality, high for best available
Call /api/pick with the task description
Use the returned id as the model parameter in sessions_spawn
If task is complex — use /api/decompose or /api/swarm to break it into subtasks, spawn each with its recommended model

### Error Handling

API down → skip model selection, use sessions_spawn without a model (falls back to default)
No model found (404) → widen budget to any and retry
Rate limited (429) → wait and retry, or fall back to default

### API Status

GET https://ss.deeflect.com/api/status

Shows model count, data freshness, source health. Data refreshes every 6 hours from 5 benchmark sources.
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: deeflect
- Version: 1.0.0
## Source health
- Status: healthy
- Source download looks usable.
- Yavira can redirect you to the upstream package for this source.
- Health scope: source
- Reason: direct_download_ok
- Checked at: 2026-05-07T17:22:31.273Z
- Expires at: 2026-05-14T17:22:31.273Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/smart-spawn)
- [Send to Agent page](https://openagent3.xyz/skills/smart-spawn/agent)
- [JSON manifest](https://openagent3.xyz/skills/smart-spawn/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/smart-spawn/agent.md)
- [Download page](https://openagent3.xyz/downloads/smart-spawn)