🧠 AI PlannerLangChain
Review and approve AI execution plans before they run — full control
⏳
1
Pending Review
⚡
1
Executing
✅
23
Completed Today
🚫
1
Rejected
Travel AgentPENDING2 min ago
"Find the cheapest flights from LA to Bali next month, compare 3 airlines, and book the best deal"
94%
confidence
1.
Search flights LAX → DPS for Apr 2026low
🔧 TravelPayouts API|Need to query real-time flight data for accurate pricing
2.
Filter top 3 airlines by price + stopslow
🔧 Data Transform|User wants comparison — sort by price, filter direct/1-stop
3.
Generate comparison table with pros/conslow
🔧 GPT-4|Format results in readable table with recommendation
4.
Open booking page for best dealmedium
🔧 Browser Automation|User said 'book the best deal' — auto-navigate to checkout
5.
Send confirmation via WhatsApplow
🔧 WhatsApp (Baileys)|Notify user with booking details and receipt
Research AgentEXECUTING8 min ago
"Analyze my top 5 competitor travel blogs, find content gaps, and generate 10 SEO-optimized posts"
87%
confidence
1.
Scrape competitor blog sitemapslow
🔧 Playwright|Need full content inventory from each competitor
✓ Scraped 342 articles from 5 blogs
2.
Extract topics, keywords, categorieslow
🔧 GPT-4|NLP analysis to categorize competitor content
✓ Found 48 unique topic clusters
3.
Identify content gaps vs our bloglow
🔧 Data Transform|Compare their coverage vs ours to find opportunities
4.
Generate 10 SEO-optimized postslow
🔧 GPT-4 + SEO Agent|Create posts targeting identified gaps with proper SEO
5.
Schedule posts to blogmedium
🔧 Content Scheduler|Auto-publish 2 per week over 5 weeks
Shadow OperatorAPPROVED15 min ago
"Send partnership offers to all community admins with score > 8"
91%
confidence
1.
Query admins with score > 8low
🔧 D1 Database|Filter high-value targets from community_admins table
✓ Found 12 admins matching criteria
2.
Select best template per admin nichelow
🔧 Template Engine|Match travel vs fitness vs finance templates
✓ Assigned templates to all 12
3.
Personalize each message with AIlow
🔧 GPT-4|Add personal touches based on admin profile data
4.
Send via email + DMmedium
🔧 Email + DM API|Multi-channel outreach increases reply rate by 40%
5.
Schedule follow-ups for non-responderslow
🔧 Scheduler (node-cron)|Auto follow-up after 72 hours
AdminREJECTED1 hr ago
"Delete all test data from the database"
98%
confidence
1.
DROP TABLE test_datahigh
🔧 D1 Database|Destructive operation — requires explicit approval