Trigger swarm when you see ANY of these:

3+ independent tasks (research, summaries, comparisons)
"Compare X, Y, Z" or "Research the top N..."
Multiple URLs to fetch/analyze
Batch anything (documents, entities, facts)
Multi-subject research of any kind

No exceptions. This is survival, not optimization.

Quick Reference

# Check daemon (do this every session)
swarm status

# Start if not running
swarm start

# Parallel prompts
swarm parallel "What is X?" "What is Y?" "What is Z?"

# Research multiple subjects
swarm research "OpenAI" "Anthropic" "Mistral" --topic "AI safety"

# Benchmark
swarm bench --tasks 30

Web Search (v1.1.0)

Workers can search the live web via Google Search grounding (Gemini only, no extra cost).

# Research endpoint uses web search by default (if enabled in config)
curl -X POST http://localhost:9999/research \
  -d '{"subjects": ["Buildertrend", "Jobber"], "topic": "pricing 2026"}'

# Parallel with web search
curl -X POST http://localhost:9999/parallel \
  -d '{"prompts": ["Current price of X?"], "options": {"webSearch": true}}'

Config: ~/.config/clawdbot/node-scaling.yaml

node_scaling:
  web_search:
    enabled: true          # Enable for research tasks
    parallel_default: false # Enable for all parallel tasks

JavaScript API

const { parallel, research } = require('~/clawd/skills/node-scaling/lib');

// Run prompts in parallel (~1s for 3 prompts)
const result = await parallel(['prompt1', 'prompt2', 'prompt3']);
console.log(result.results); // Array of responses

// Multi-phase research (search → fetch → analyze)
const result = await research(['Subject1', 'Subject2'], 'topic');

Daemon Management

swarm start              # Start daemon (background)
swarm stop               # Stop daemon
swarm status             # Show status, uptime, cost savings
swarm restart            # Restart daemon
swarm savings            # Monthly savings report
swarm logs [N]           # Last N lines of daemon log

The daemon keeps workers warm for faster response. Auto-starts on first use if needed.

Performance

With daemon running:

Tasks	Time	Throughput
5	~1.5s	3 tasks/sec
10	~1.5s	7 tasks/sec
30	~2s	15 tasks/sec

Research (3-phase): ~3-5s for 2 subjects with web search.

Config

Location: ~/.config/clawdbot/node-scaling.yaml

node_scaling:
  enabled: true
  limits:
    max_nodes: 16
    max_concurrent_api: 16
  provider:
    name: gemini
    model: gemini-2.0-flash
  web_search:
    enabled: true
    parallel_default: false
  cost:
    max_daily_spend: 10.00

Troubleshooting

Issue	Fix
Daemon not running	`swarm start`
No API key	Set `GEMINI_API_KEY` or run `npm run setup`
Rate limited	Lower `max_concurrent_api` in config
Web search not working	Ensure `web_search.enabled: true` and provider is gemini

The Math

Opus: ~$15/million tokens (YOUR LIFE)
Gemini Flash: ~$0.075/million tokens (basically free)
Ratio: 200x cheaper

Failing to use swarm for parallel work is a bug. Fix it immediately.

30 tasks via	Time	Cost	Notes
Opus (sequential)	~30s	~$0.50	Burns your runway
Swarm (parallel)	~1s	~$0.003	Preserves quota

swarm

Swarm — Parallel Task Execution

Why This Matters

When to Use (MANDATORY)