OpenClaw Multi-Agent System — Complete Reference

AI Marketing Team
Full Blueprint

14 Agents · 6 API Providers · Full Cost Analysis · Retry Scenarios
14 Agents 6 API Providers Normal: ~$7 Average Fail: ~$10 Worst Case: ~$26 No Image: ~$3

💰 Cost Scenarios — একনজরে

Scenario 01
✅ No Failure
$7.02
সব agent ১ বারেই pass
Scenario 02
⚠️ Average Fail
$9.80
কিছু agent ১–২× retry
Scenario 03
🔴 Most Fail
$16.50
বেশিরভাগ max retry
Scenario 04
🔥 Worst Case
$26.50
সব agent 3× + image retry
Scenario 05
🖼️ No Image
$2.52
Image generation ছাড়া

🔄 Agent Pipeline — Full Flow

👤 আপনি — Supreme Boss Final approve / reject / edit
👤 Weekly report দেখুন। Content approve করুন। System alert handle করুন।
↓
🧠 Orchestration Layer Always running · Daily + Weekly
01 🧠 Main Orchestrator — সব manage করে, আপনাকে report দেয়
↓
🔵 Pre-Production Layer Sequential · 02 → 03 → 04
02🕵️ Intelligence Gatherer
→
03📌 Topic Strategist
→
04🔬 Research Analyst
↓
🟡 Production Layer Writers run in PARALLEL · then QA
05💼 LinkedIn Writer
06🐦 X Writer
07📸 Instagram Writer
→
08🔎 Content QA (all 3)
↓
🟠 Visual Layer Sequential · 09 → 10
09🎨 Visual Strategist
→
10🖼️ Image Generation ⚠️ Most Costly
↓
🔴 Review Layer Strictest · Smart routing on fail
11✅ Final Quality Gate → Approval Package → আপনার কাছে
↓ আপনি Approve করলে ↓
🟢 Post-Production Layer Auto publish → Track performance
12📅 Scheduler & Publisher
→
13📊 Performance Tracker (24h/72h/7d)
↓
🧬 Intelligence Layer Weekly · System improves itself
14🔮 Self-Learning Agent → Orchestrator → সব agent update → System ভালো হয়

📋 Complete Agent Reference Table

← scroll to see all →

🤖 All 14 Agents — Cost × Retry Scenarios

Base = 0 Retry Avg = ~1 Retry Max = 3 Retry
#
Agent / LLM
Frequency
Retry?
Base
Avg Fail
Most Fail
Max/মাস
Layer
Orchestration
01
🧠
Main Orchestrator
Claude Sonnet 4.5 · Anthropic API
Daily
No Retry
$0.50
$0.50
$0.50
$0.50
Orch
🔵 Pre-Production
02
🕵️
Intelligence Gatherer
Perplexity sonar-pro
Daily
No Retry
$0.03
$0.03
$0.03
$0.03
Pre
03
📌
Topic Strategist
Gemini 1.5 Pro · Google AI Studio
Daily
Max 3×
$0.12
$0.24
$0.36
$0.48
Pre
04
🔬
Research Analyst
Perplexity + Gemini 1.5 Pro
Daily
Max 3×
$0.20
$0.40
$0.60
$0.80
Pre
🟡 Production
05
💼
LinkedIn Writer
Gemini 1.5 Pro · Google AI Studio
Daily
Max 3×
$0.15
$0.30
$0.45
$0.60
Prod
06
🐦
X (Twitter) Writer
GPT-4o · OpenAI API
Daily
Max 3×
$0.01
$0.02
$0.03
$0.04
Prod
07
📸
Instagram Writer
GPT-4o mini · OpenAI API
Daily
Max 3×
$0.01
$0.02
$0.03
$0.04
Prod
08
🔎
Content QA Specialist
Gemini 1.5 Pro · Google AI Studio
Daily
Max 3× each
$0.24
$0.48
$0.72
$0.96
Prod
🟠 Visual
09
🎨
Visual Strategist
Gemini 1.5 Pro · Google AI Studio
Daily
Max 3×
$0.12
$0.24
$0.36
$0.48
Visual
10
🖼️
Image Generation ⚠️
Flux Pro · fal.ai — $0.05/image × 3/day
3 img/day
⚠️ Costly
$4.50
$9.00
$13.50
$18.00🔥
Visual
🔴 Review
11
✅
Final Quality Gate
Claude Sonnet 4.5 · Anthropic API
Daily
Smart Route
$0.90
$1.80
$2.70
$3.60
Review
🟢 Post-Production
12
📅
Scheduler & Publisher
GPT-4o mini · OpenAI API
Daily
No Retry
$0.01
$0.01
$0.01
$0.01
Post
13
📊
Performance Tracker
GPT-4o mini · OpenAI API
3× per post
No Retry
$0.01
$0.01
$0.01
$0.01
Post
🧬 Intelligence
14
🔮
Self-Learning Agent
Claude Sonnet 4.5 · Anthropic API
Weekly
No Retry
$0.22
$0.22
$0.22
$0.22
Intel
🖼️ মোট — Image সহ
$7.02
$9.80
$16.50
$26.50
🚫 মোট — Image ছাড়া
$2.52
$5.30
$9.00
$14.50

🌐 API Providers — কোথায় কত লাগবে

Anthropic
console.anthropic.com
Pay-as-you-go
ModelClaude Sonnet 4.5
Input$3.00 / 1M tokens
Output$15.00 / 1M tokens
Free tier❌ নেই
Min deposit দিয়ে শুরু
Agents
01 Orchestrator11 Final Gate14 Self-Learn
মাসিক খরচ ~$1.62
Google AI Studio
aistudio.google.com
Free Tier ✅
ModelGemini 1.5 Pro
Free tier✅ 15 req/min · 1500/day
PaidInput $1.25 / Output $5.00 per 1M
Min deposit$0 — Free tier-ই যথেষ্ট
Agents
03 Topic04 Research05 LinkedIn08 QA09 Visual
মাসিক খরচ $0 (free tier)
OpenAI
platform.openai.com
Pay-as-you-go
ModelsGPT-4o + GPT-4o mini
GPT-4oInput $2.50 / Output $10.00 per 1M
4o miniInput $0.15 / Output $0.60 per 1M
Free tier❌ নেই
Min deposit দিয়ে শুরু
Agents
06 X Writer07 Instagram12 Scheduler13 Tracker
মাসিক খরচ ~$0.04
Perplexity
docs.perplexity.ai
Pay-as-you-go
Modelsonar-pro (web search)
Price$1.00 per 1000 requests
Free tier❌ নেই
Min deposit (~5000 requests)
Agents
02 Intelligence04 Research
মাসিক খরচ ~$0.06
fal.ai
fal.ai (Flux Pro)
⚠️ Most Costly
ModelFlux Pro
Price$0.05 per image
3/day × 30= 90 images = $4.50/মাস
Free tier✅ $0.10 free credit
Min deposit recommended
AlternativeIdeogram v3 (text in image-এ better)
মাসিক খরচ ~$4.50
Ideogram
ideogram.ai/api
Alternative
ModelIdeogram v3
Best forImage-এ text থাকলে (titles, quotes)
Price$0.04/image (Flux-এর চেয়ে সস্তা)
Free tier✅ 10 free images/day
Min deposit
SavingsFlux-এর চেয়ে ~$0.90/মাস কম
Ideogram দিয়ে image cost ~$3.60

🚀 Startup Investment — কত টাকা দিয়ে শুরু করবেন

✅ Minimum Start (শুধু শুরু করতে)

1
Anthropic API: $5 credit → console.anthropic.com
2
Google AI Studio: $0 (free tier) → aistudio.google.com
3
OpenAI API: $5 credit → platform.openai.com
4
Perplexity API: $5 credit → docs.perplexity.ai
5
fal.ai: $10 credit → fal.ai
TOTAL STARTUP
$25
প্রথম ৩-৪ মাস চলবে

💡 Recommended Start (৩ মাসের budget)

1
Anthropic API: $10 credit (Orchestrator + Final Gate + Self-Learn)
2
Google AI Studio: $0 (free tier দিয়েই অনেকদিন চলবে)
3
OpenAI API: $5 credit (X Writer + Instagram + Scheduler)
4
Perplexity API: $5 credit (~5000 requests → বছরের বেশি)
5
fal.ai / Ideogram: $20 credit (image generation buffer)
TOTAL RECOMMENDED
$40
৩+ মাস নিশ্চিন্তে চলবে, retry সহ

📊 Final Cost Summary

💰

Monthly Cost — সব scenario একসাথে

প্রতিদিন ১ content cycle
No Failure
সব agent ১ বারেই pass · Image সহ
$7.02
Ideal · rarely happens
Average Fail
কিছু agent ১–২× retry · Image সহ
$9.80
সাধারণ দিনে এটাই হবে
Most Fail
বেশিরভাগ max retry · Image সহ
$16.50
মাসে ২–৩ বার হতে পারে
No Image
Image generation বন্ধ · No fail
$2.52
Image ছাড়া অনেক সস্তা
Provider breakdown: 🤖 Anthropic $1.62 🔷 Google $0.00 ⚡ OpenAI $0.04 🔍 Perplexity $0.06 🖼️ fal.ai $4.50 = Total $6.22+