worker-integration
Worker-Agent integration for intelligent task dispatch and performance tracking
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/ruvnet/ruflo --skill worker-integration- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads worker-integration automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
Worker-Agent Integration Skill
Intelligent coordination between background workers and specialized agents.
Quick Start
# View agent recommendations for a trigger
npx agentic-flow workers agents ultralearn
npx agentic-flow workers agents optimize
# View performance metrics
npx agentic-flow workers metrics
# View integration stats
npx agentic-flow workers stats --integration
Agent Mappings
Workers automatically dispatch to optimal agents based on trigger type:
| Trigger | Primary Agents | Fallback | Pipeline Phases |
|---|---|---|---|
ultralearn | researcher, coder | planner | discovery → patterns → vectorization → summary |
optimize | performance-analyzer, coder | researcher | static-analysis → performance → patterns |
audit | security-analyst, tester | reviewer | security → secrets → vulnerability-scan |
benchmark | performance-analyzer | coder, tester | performance → metrics → report |
testgaps | tester | coder | discovery → coverage → gaps |
document | documenter, researcher | coder | api-discovery → patterns → indexing |
deepdive | researcher, security-analyst | coder | call-graph → deps → trace |
refactor | coder, reviewer | researcher | complexity → smells → patterns |
Performance-Based Selection
The system learns from execution history to improve agent selection:
// Agent selection considers:
// 1. Quality score (0-1)
// 2. Success rate
// 3. Average latency
// 4. Execution count
const { agent, confidence, reasoning } = selectBestAgent('optimize');
// agent: "performance-analyzer"
// confidence: 0.87
// reasoning: "Selected based on 45 executions with 94.2% success"
Memory Key Patterns
Workers store results using consistent patterns:
{trigger}/{topic}/{phase}
Examples:
- ultralearn$auth-module$analysis
- optimize$database$performance
- audit$payment$vulnerabilities
- benchmark$api$metrics
Benchmark Thresholds
Agents are monitored against performance thresholds:
{
"researcher": {
"p95_latency": "<500ms",
"memory_mb": "<256MB"
},
"coder": {
"p95_latency": "<300ms",
"quality_score": ">0.85"
},
"security-analyst": {
"scan_coverage": ">95%",
"p95_latency": "<1000ms"
}
}
Feedback Loop
Workers provide feedback for continuous improvement:
import { workerAgentIntegration } from 'agentic-flow$workers$worker-agent-integration';
// Record execution feedback
workerAgentIntegration.recordFeedback(
'optimize', // trigger
'coder', // agent
true, // success
245, // latency ms
0.92 // quality score
);
// Check compliance
const { compliant, violations } = workerAgentIntegration.checkBenchmarkCompliance('coder');
Integration Statistics
$ npx agentic-flow workers stats --integration
Worker-Agent Integration Stats
══════════════════════════════
Total Agents: 6
Tracked Agents: 4
Total Feedback: 156
Avg Quality Score: 0.89
Model Cache Stats
─────────────────
Hits: 1,234
Misses: 45
Hit Rate: 96.5%
Configuration
Enable integration features in .claude$settings.json:
{
"workers": {
"enabled": true,
"parallel": true,
"memoryDepositEnabled": true,
"agentMappings": {
"ultralearn": ["researcher", "coder"],
"optimize": ["performance-analyzer", "coder"]
}
}
}
FAQ
What does the worker-integration skill do?
Worker-Agent integration for intelligent task dispatch and performance tracking
How do I install worker-integration?
Run npx skills add https://github.com/ruvnet/ruflo --skill worker-integration in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/worker-integration/ (personal) or .claude/skills/worker-integration/ (project).
Which AI agents can use worker-integration?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is worker-integration safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains worker-integration?
It is published by ruvnet in ruvnet/ruflo. It has 1,126 recorded installs.
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