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Multi Agent Orchestration

Multi-agent task delegation and process orchestration with audit logging and agent learning capabili

Rating: 4.5 (420 reviews)
Downloads: 938 downloads
Version: 1.0.0

Overview

Multi-agent task delegation and process orchestration with audit logging and agent learning capabilities.

Complete Documentation

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Colony Orchestration Skill

Multi-agent task delegation and process orchestration with audit logging and agent learning capabilities.

Quick Start

bash

# Single task - auto-routed
node scripts/colony.mjs dispatch "find top 5 time-series databases"

# Multi-stage process
node scripts/colony.mjs process validate-idea --context "AI meal planning for parents"
node scripts/colony.mjs process-status  # check progress
node scripts/colony.mjs approve abc123  # continue past checkpoint

# Check audit stats
node scripts/colony.mjs audit

# View agent memory
node scripts/colony.mjs memory scout

Agents

Agent	Role	Specialization
scuttle	researcher	Quick searches, lookups, fact-finding
scout	researcher	Deep market/competitor research, intelligence
forecast	analyst	Data analysis, trends, projections
pincer	coder	Writing, debugging, refactoring code
shell	ops	Git, deployments, system tasks
forge	product	PRDs, specs, roadmaps
ledger	finance	Pricing, costs, business cases
muse	creative	Brainstorming, naming, ideas
scribe	writer	Blog posts, docs, long-form content
quill	copywriter	Landing pages, sales copy, ads
echo	social	Tweets, social posts, promotion
sentry	qa	Testing, bug verification

Task Commands

Dispatch (Auto-Route)

bash

node scripts/colony.mjs dispatch "research best practices for API rate limiting"

Automatically detects the best agent based on task keywords.

Assign to Specific Agent

bash

node scripts/colony.mjs assign scout "find top 5 time-series databases"
node scripts/colony.mjs assign pincer "refactor the auth module to use JWT"
node scripts/colony.mjs assign shell "deploy the staging branch"

Check Status

bash

node scripts/colony.mjs status

Shows all agents and their current tasks.

Get Results

bash

node scripts/colony.mjs results              # Latest completed task
node scripts/colony.mjs results abc123       # Specific task by ID

View History

bash

node scripts/colony.mjs history              # Last 10 completed/failed
node scripts/colony.mjs history --limit 20   # Custom limit

Process Commands

Processes are multi-stage workflows that chain agents together.

List Available Processes

bash

node scripts/colony.mjs processes

Start a Process

bash

node scripts/colony.mjs process <process-name> --context "description"

Examples:

bash

node scripts/colony.mjs process validate-idea --context "AI-powered meal planning for busy parents"
node scripts/colony.mjs process content-pipeline --context "How to use vector databases for RAG"
node scripts/colony.mjs process product-launch --context "Life Lunch ritual kit for parents"
node scripts/colony.mjs process bug-triage --context "Login fails with OAuth on mobile"

Check Process Status

bash

node scripts/colony.mjs process-status           # Show latest run
node scripts/colony.mjs process-status abc123    # Specific run

Shows: current stage, completed stages, checkpoints, output files.

View Process Runs

bash

node scripts/colony.mjs runs                 # All runs (active, paused, completed)
node scripts/colony.mjs runs --limit 5       # Last 5

Approve Checkpoint

When a process hits a checkpoint, it pauses for human approval:

bash

node scripts/colony.mjs approve abc123

Also used to retry a failed stage.

Cancel a Process

bash

node scripts/colony.mjs cancel abc123

Audit Commands

Track agent performance, task statistics, and system health.

Dashboard

bash

node scripts/colony.mjs audit

Shows global stats, per-agent summary, and recent events.

Agent Details

bash

node scripts/colony.mjs audit agent scout
node scripts/colony.mjs audit agent pincer

Shows detailed stats for a specific agent including:

Total tasks, success rate
Average duration
Token usage
Recent failures

Event Log

bash

node scripts/colony.mjs audit log              # Last 20 events
node scripts/colony.mjs audit log --limit 50   # More events

Slowest Tasks

bash

node scripts/colony.mjs audit slow             # Top 10 slowest
node scripts/colony.mjs audit slow --limit 20

Recent Failures

bash

node scripts/colony.mjs audit failures         # Last 10 failures
node scripts/colony.mjs audit failures --limit 20

Learning Commands

Agents learn from experience and share knowledge.

Feedback

Record feedback for completed tasks:

bash

node scripts/colony.mjs feedback abc123 "Great research, but needed more pricing data"

Agent Memory

Each agent has a persistent memory file with lessons learned:

bash

# View an agent's memory
node scripts/colony.mjs memory scout

# Add a lesson
node scripts/colony.mjs memory scout add "Always check publication dates on research sources"

# Add to specific sections
node scripts/colony.mjs memory scout add "Use bullet points for clarity" --pattern
node scripts/colony.mjs memory scout add "Missed competitor X in analysis" --mistake
node scripts/colony.mjs memory scout add "Prefers markdown tables over lists" --pref

Shared Learnings

Cross-agent insights and lessons:

bash

# View all shared learnings
node scripts/colony.mjs learn

# Add a learning
node scripts/colony.mjs learn add "validate-idea works better with 3 competitors max" --category process
node scripts/colony.mjs learn add "Always verify API rate limits early" --category technical --source run-abc123

Global Context

Shared context all agents can access:

bash

# View global context
node scripts/colony.mjs context

# Set preferences
node scripts/colony.mjs context set preferences.codeStyle "TypeScript, functional"
node scripts/colony.mjs context set preferences.timezone "America/Chicago"

# Add active facts (temporary context)
node scripts/colony.mjs context add-fact "We're targeting enterprise customers"
node scripts/colony.mjs context add-fact "Launch deadline is Q2 2024"

# Add decisions
node scripts/colony.mjs context add-decision "Use Postgres over MySQL" --project "life-lunch"

# Add projects
node scripts/colony.mjs context add-project "life-lunch"

Retrospective

Review recent activity and generate insights:

bash

node scripts/colony.mjs retro              # Last 7 days
node scripts/colony.mjs retro --days 14    # Last 14 days

Shows:

Task completion summary
Per-agent stats
Failure patterns
Suggested learnings

Available Processes

validate-idea

Validate a business idea end-to-end

Stages: brainstorm → research → analyze → spec → estimate
Checkpoints: after analyze
Output: business-case.md

product-launch

End-to-end product launch

Stages: research → spec → build → copy
Checkpoints: after spec, after copy
Output: market-brief.md, prd.md, code/, landing-copy.md

content-pipeline

Research, write, publish, promote content

Stages: research → draft → review → publish → promote
Checkpoints: review (human reviews draft)
Output: research.md, draft.md, social-posts.md

bug-triage

Reproduce, fix, deploy bug fixes

Stages: reproduce → fix → test → deploy
Checkpoints: none (fast path)
Output: bug-report.md, fix-summary.md

customer-research

Deep dive on a customer segment

Stages: identify → pain-points → validate → synthesize
Checkpoints: none
Output: customer-profile.md, insights.md

landing-page

Create a full landing page

Stages: strategy → copy → review → build
Checkpoints: after copy review
Output: strategy.md, copy.md, landing.html, landing.css

How Processes Work

Start - Process creates a run entry and spawns first stage agent
Execute - Each stage runs with inputs from previous stages
Checkpoint - If stage is a checkpoint, process pauses for approval
Continue - After approval, next stage runs
Complete - All stages done, outputs in colony/context//

Context Passing

{context} in task templates is replaced with your --context value
Stage outputs are saved to colony/context//
Next stage reads inputs from previous stage's output files
Agent memory and global context are injected into prompts
Full task history in tasks.json

Parallel Stages

Stages that share the same parallel_group run concurrently:

yaml

stages:
  - id: spec
    agent: forge
    inputs: [analysis.md]
    parallel_group: "final"  # Stages with same group run together
    
  - id: estimate
    agent: ledger
    inputs: [analysis.md]
    parallel_group: "final"  # Same group = parallel execution

When the process reaches a parallel group:

All consecutive stages with the same parallel_group are collected
All stages spawn concurrently (using Promise.all())
Process waits for ALL parallel stages to complete
If any stage fails, the entire group fails
Checkpoints work per-group (pause after all parallel stages complete)

Output shows parallel execution clearly:

text

═══ Parallel Group: final (2 stages) ═══
    → Stage 4: spec (forge)
    → Stage 5: estimate (ledger)

--- [PARALLEL] Stage 4/5: spec ---
--- [PARALLEL] Stage 5/5: estimate ---

═══ Parallel Group: final completed ═══

When to use parallel groups:

Stages that read the same inputs (no dependencies on each other)
Build + copy tasks (both depend on spec, not on each other)
Multiple analyses of the same data
Independent research threads

Processes with parallel stages:

validate-idea: spec + estimate run in parallel
product-launch: build + copy run in parallel

Notifications

Colony can send notifications when processes hit checkpoints, complete, or fail. Notifications use openclaw cron wake to alert you.

Configuration (colony/config.yaml):

yaml

notifications:
  enabled: true         # Master switch for all notifications
  on_checkpoint: true   # Notify when process pauses at checkpoint
  on_complete: true     # Notify when process finishes
  on_failure: true      # Notify when process/stage fails

Manage via CLI:

bash

# View current config
node scripts/colony.mjs config

# Disable all notifications
node scripts/colony.mjs config set notifications.enabled false

# Enable only failure notifications
node scripts/colony.mjs config set notifications.on_checkpoint false
node scripts/colony.mjs config set notifications.on_complete false
node scripts/colony.mjs config set notifications.on_failure true

Notification examples:

🛑 Colony checkpoint: Process "validate-idea" paused after stage "analyze". To continue: colony approve abc123
✅ Colony complete: Process "validate-idea" finished in 120s. Run ID: abc123
❌ Colony failed: Process "validate-idea" failed at stage "research". Error: Agent timed out. Run ID: abc123

Checkpoints

Checkpoints pause the process for human review. Two ways to define:

In process checkpoints array (after that stage completes)
As a standalone stage with checkpoint: true (human-only review step)

File Structure

text

skills/colony/
├── SKILL.md              # This file
├── package.json          # Dependencies (js-yaml)
├── colony/
│   ├── agents.yaml       # Agent definitions
│   ├── processes.yaml    # Process definitions
│   ├── config.yaml       # Notification & behavior config
│   ├── tasks.json        # Task queue and history
│   ├── runs.json         # Process run tracking
│   ├── feedback.json     # Task feedback storage
│   ├── learnings.yaml    # Shared cross-agent learnings
│   ├── global-context.json  # Shared context for all agents
│   ├── audit/
│   │   ├── log.jsonl     # Append-only event log
│   │   ├── global.json   # Aggregate statistics
│   │   └── agents/       # Per-agent statistics
│   │       ├── scout.json
│   │       ├── pincer.json
│   │       └── ...
│   ├── memory/           # Per-agent persistent memory
│   │   ├── scout.md
│   │   ├── pincer.md
│   │   └── ...
│   └── context/          # Per-task and per-run outputs
│       └── <run-id>/
└── scripts/
    ├── colony.mjs         # Main CLI
    ├── colony-worker.mjs  # Background agent executor
    ├── agent-wrapper.mjs # Task lifecycle utilities
    ├── audit.mjs         # Audit system functions
    └── learning.mjs      # Learning system functions

Audit Events

The audit log tracks these events:

Event	Fields
task_started	taskId, agent, processRunId?, stage?
task_completed	taskId, agent, durationMs, tokens, success
task_failed	taskId, agent, durationMs, error
checkpoint_waiting	runId, stage
checkpoint_approved	runId, stage
checkpoint_rejected	runId, stage, reason
process_started	runId, processId, context
process_completed	runId, processId, durationMs
feedback_received	taskId, agent, feedback

Customization

Add New Agents

Edit colony/agents.yaml:

yaml

agents:
  myagent:
    role: specialist
    description: >
      What this agent does...
    model: anthropic/claude-sonnet-4
    triggers:
      - keyword1
      - keyword2

After adding, create their memory file:

bash

touch colony/memory/myagent.md

Add New Processes

Edit colony/processes.yaml:

yaml

processes:
  my-process:
    description: "What this process does"
    triggers: [keyword1, keyword2]
    stages:
      - id: stage1
        agent: scout
        task: "Do something with: {context}"
        outputs: [output1.md]
      - id: stage2
        agent: pincer
        task: "Next step based on previous"
        inputs: [output1.md]
        outputs: [output2.md]
    checkpoints: [stage1]  # Optional: pause after these stages

Integration

Works with OpenClaw's agent sessions.

Dispatch/Assign (async): Tasks are spawned in the background and the CLI returns immediately. Use colony status to monitor progress and colony results to view output.

Process stages (blocking): Multi-stage processes run sequentially, waiting for each stage to complete before proceeding. This ensures proper data flow between stages and checkpoint handling.

Each agent receives:

Their role description
Lessons from their memory file
Active facts from global context
Project/preference context

Examples

Validate a Startup Idea

bash

node scripts/colony.mjs process validate-idea \
  --context "Subscription box for home coffee brewing experiments"

Watch as it flows: brainstorm → research → analyze → (checkpoint) → spec → estimate

Write and Publish a Blog Post

bash

node scripts/colony.mjs process content-pipeline \
  --context "Why RAG is eating traditional search"

Stages: research → draft → (human review) → publish → promote

Quick Research Task

bash

node scripts/colony.mjs dispatch "compare Pinecone vs Weaviate vs Milvus"

Auto-routes to scout, returns comparison.

Track Performance

bash

# After several tasks, check overall health
node scripts/colony.mjs audit

# Deep dive into a struggling agent
node scripts/colony.mjs audit agent pincer
node scripts/colony.mjs audit failures

# Add learnings from issues
node scripts/colony.mjs memory pincer add "Handle file not found errors gracefully" --mistake

Installation

Terminal bash


openclaw install multi-agent-orchestration

Copied!

💻Code Examples

node scripts/colony.mjs memory scout

node-scriptscolonymjs-memory-scout.txt

## Agents

| Agent | Role | Specialization |
|-------|------|----------------|
| **scuttle** | researcher | Quick searches, lookups, fact-finding |
| **scout** | researcher | Deep market/competitor research, intelligence |
| **forecast** | analyst | Data analysis, trends, projections |
| **pincer** | coder | Writing, debugging, refactoring code |
| **shell** | ops | Git, deployments, system tasks |
| **forge** | product | PRDs, specs, roadmaps |
| **ledger** | finance | Pricing, costs, business cases |
| **muse** | creative | Brainstorming, naming, ideas |
| **scribe** | writer | Blog posts, docs, long-form content |
| **quill** | copywriter | Landing pages, sales copy, ads |
| **echo** | social | Tweets, social posts, promotion |
| **sentry** | qa | Testing, bug verification |

## Task Commands

### Dispatch (Auto-Route)

node scripts/colony.mjs dispatch "research best practices for API rate limiting"

node-scriptscolonymjs-dispatch-research-best-practices-for-api-rate-limiting.txt

Automatically detects the best agent based on task keywords.

### Assign to Specific Agent

node scripts/colony.mjs status

node-scriptscolonymjs-status.txt

Shows all agents and their current tasks.

### Get Results

node scripts/colony.mjs history --limit 20 # Custom limit

node-scriptscolonymjs-history---limit-20--custom-limit.txt

## Process Commands

Processes are multi-stage workflows that chain agents together.

### List Available Processes

node scripts/colony.mjs process-status abc123 # Specific run

node-scriptscolonymjs-process-status-abc123--specific-run.txt

Shows: current stage, completed stages, checkpoints, output files.

### View Process Runs

node scripts/colony.mjs runs --limit 5 # Last 5

node-scriptscolonymjs-runs---limit-5--last-5.txt

### Approve Checkpoint
When a process hits a checkpoint, it pauses for human approval:

node scripts/colony.mjs approve abc123

node-scriptscolonymjs-approve-abc123.txt

Also used to retry a failed stage.

### Cancel a Process

node scripts/colony.mjs cancel abc123

node-scriptscolonymjs-cancel-abc123.txt

## Audit Commands

Track agent performance, task statistics, and system health.

### Dashboard

node scripts/colony.mjs audit

node-scriptscolonymjs-audit.txt

Shows global stats, per-agent summary, and recent events.

### Agent Details

node scripts/colony.mjs audit agent pincer

node-scriptscolonymjs-audit-agent-pincer.txt

Shows detailed stats for a specific agent including:
- Total tasks, success rate
- Average duration
- Token usage
- Recent failures

### Event Log

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Overview

Complete Documentation

Colony Orchestration Skill

Quick Start

Agents

Task Commands

Dispatch (Auto-Route)

Assign to Specific Agent

Check Status

Get Results

View History

Process Commands

List Available Processes

Start a Process

Check Process Status

View Process Runs

Approve Checkpoint

Cancel a Process

Audit Commands

Dashboard

Agent Details

Event Log

Slowest Tasks

Recent Failures

Learning Commands

Feedback

Agent Memory

Shared Learnings

Global Context

Retrospective

Available Processes

validate-idea

product-launch

content-pipeline

bug-triage

customer-research

landing-page

How Processes Work

Context Passing

Parallel Stages

Notifications

Checkpoints

File Structure

Audit Events

Customization

Add New Agents

Add New Processes

Integration

Examples

Validate a Startup Idea

Write and Publish a Blog Post

Quick Research Task

Track Performance

Installation

💻Code Examples

node scripts/colony.mjs memory scout

node scripts/colony.mjs dispatch "research best practices for API rate limiting"

node scripts/colony.mjs status

node scripts/colony.mjs history --limit 20 # Custom limit

node scripts/colony.mjs process-status abc123 # Specific run

node scripts/colony.mjs runs --limit 5 # Last 5

node scripts/colony.mjs approve abc123

node scripts/colony.mjs cancel abc123

node scripts/colony.mjs audit

node scripts/colony.mjs audit agent pincer

Tags

Quick Info

Ready to Install?

Resources

Related Skills

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