smart-spawnPick the best AI model for any task using the Smart Spawn API. No plugin needed — just HTTP requests to ss.deeflect.com/api.
Install via ClawdBot CLI:
clawdbot install deeflect/smart-spawnPick 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.
1. GET ss.deeflect.com/api/pick?task=<description>&budget=<tier>
2. Use the returned model ID in sessions_spawnGET https://ss.deeflect.com/api/pick?task=build+a+react+dashboard&budget=mediumResponse:
{
"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")| Param | Required | Description |
|-------|----------|-------------|
| task | Yes | Task description or category: coding, reasoning, creative, vision, research, fast-cheap, general |
| budget | No | low ($0-1/M), medium ($0-5/M, default), high ($2-20/M), any |
| exclude | No | Comma-separated model IDs to skip |
| context | No | Tags like vision,long-context for routing boost |
GET https://ss.deeflect.com/api/recommend?task=coding&budget=low&count=3Returns diverse models from different providers. Use for collective/parallel spawning.
GET https://ss.deeflect.com/api/compare?models=anthropic/claude-opus-4.6,openai/gpt-5.2Side-by-side scores, pricing, capabilities.
GET https://ss.deeflect.com/api/models?category=coding&sort=score&limit=10Sort by score, cost, efficiency, or any category name.
POST https://ss.deeflect.com/api/decompose
{"task": "Build and deploy a SaaS app", "budget": "medium"}Returns sequential steps with optimal model per step.
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.
For any task that needs a sub-agent:
low for cheap/fast, medium for quality, high for best availableid as the model parameter in sessions_spawn/api/decompose or /api/swarm to break it into subtasks, spawn each with its recommended modelsessions_spawn without a model (falls back to default)any and retryGET https://ss.deeflect.com/api/statusShows model count, data freshness, source health. Data refreshes every 6 hours from 5 benchmark sources.
Generated Mar 1, 2026
An agency building custom applications for clients can use Smart Spawn to select the most cost-effective AI model for each development phase, such as coding, testing, or documentation. This ensures high-quality output while controlling costs across multiple projects, optimizing resource allocation based on task complexity and budget constraints.
A marketing team generating ad copy, blog posts, and social media content can leverage the API to pick models tailored for creative tasks within a low or medium budget. This streamlines content production by matching models to specific needs like brainstorming ideas or refining drafts, improving efficiency and consistency in campaigns.
Researchers analyzing data, writing papers, or conducting literature reviews can use Smart Spawn to decompose complex tasks into steps, assigning specialized models for reasoning and research. This enhances productivity by automating model selection for tasks like data interpretation or report generation, saving time and ensuring accurate results.
A startup developing a new SaaS product can employ the swarm feature to parallelize tasks like competitor research, UI design, and coding, with models assigned based on budget and expertise. This accelerates time-to-market by efficiently distributing work across optimal AI agents, reducing manual overhead in project management.
Offer Smart Spawn as a paid API service to developers and businesses, charging based on request volume or subscription tiers. This generates recurring revenue by providing value through optimized model selection, with potential upsells for advanced features like swarm or decompose endpoints.
Provide consulting services to enterprises for integrating Smart Spawn into their AI workflows, offering custom solutions and training. Revenue comes from project-based fees and ongoing support contracts, helping clients maximize efficiency and cost savings in their AI operations.
License the Smart Spawn technology to other platforms or tools as a white-label solution, allowing them to embed model selection capabilities. This creates revenue through licensing fees and partnerships, expanding reach without direct customer acquisition costs.
💬 Integration Tip
Start by using the /api/pick endpoint for simple tasks to test the API, then gradually incorporate advanced features like decompose for complex workflows, ensuring error handling is in place for fallbacks.
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