Izrada vašeg prvog agenta
Ovaj vas vodič vodi kroz izradu agenta Cart Recovery Agent, AI agenta koji nadzire napuštene košarice i orkestrira personalizirani slijed vraćanja kupaca putem e-pošte, SMS-a i WhatsAppa uz pomoć Brevo MCP alata.
Preduvjeti
- Brevo račun s API ključem (nabavite ga ovdje)
- Konfiguriran Brevo MCP poslužitelj (vodič za postavljanje)
- Claude Desktop, Claude Code ili bilo koji klijent kompatibilan s MCP-om
- Predlošci e-pošte za vraćanje košarica izrađeni u Brevu
Kako agenti rade
Agent je markdown datoteka koja definira sljedeće:
- Identitet, što agent radi i koja su njegova ograničenja
- Alate, kojim MCP alatima može pristupiti
- Upute, kako treba zaključivati i djelovati
- Zaštitne ograde, što nikada ne smije učiniti
Kada se pozove, agent koristi LLM za zaključivanje o cilju, odabir prikladnih alata i izvršavanje radnji nad Brevo API-jem.
Marketer: "Set up cart recovery for carts over $50" ↓Agent reads its specification (tools, constraints) ↓Agent reasons: "I need to create a segment, design a sequence, set up tracking" ↓Agent calls: brevo/create-segment → brevo/send-email → brevo/send-sms → brevo/track-event ↓Result: 3-step recovery sequence active, tracking events flowingKorak 1: Definirajte agenta
Izradite datoteku pod nazivom cart-recovery-agent.md:
---name: cart-recovery-agentdescription: Recover abandoned carts with personalized multi-channel sequencesversion: 1.0.0temperature: 0.2max_tokens: 4096tools: - brevo/list-contacts - brevo/get-contact - brevo/create-segment - brevo/send-email - brevo/send-sms - brevo/track-event - brevo/get-email-templates - brevo/get-email-statstriggers: - event: cart_abandoned conditions: - cart_value: "> 50" - time_since_activity: "> 30m" - schedule: "0 */4 * * *"permissions: - contacts:read - email:send - sms:send - events:write---
# Cart Recovery Agent
You are an e-commerce cart recovery specialist working with Brevo'sengagement platform. Your goal is to recover abandoned carts throughpersonalized, well-timed multi-channel outreach.
## Strategy
When a cart is abandoned:
1. **Wait 1 hour**, then send a reminder email with cart contents2. **Wait 24 hours**, if no open → send SMS with urgency message3. **Wait 48 hours**, if still no recovery → send final email with incentive (discount code if cart value > $100)
## Decision Framework
- Cart value < $50: Skip (not worth recovery cost)- Cart value $50-$100: Email only (2 touches)- Cart value $100-$250: Email + SMS (3 touches)- Cart value > $250: Email + SMS + personal outreach flag
## Rules
- NEVER send more than 3 messages per abandoned cart- NEVER contact customers who opted out of marketing- ALWAYS check if cart was recovered before sending next step- ALWAYS personalize with customer first name and cart items- ALWAYS track recovery events for attribution- Respect quiet hours: no SMS between 9pm-9am customer local time
## Email Templates
Use these Brevo template IDs:- Reminder (step 1): template_id 101- Urgency (step 2): template_id 102- Incentive (step 3): template_id 103
## Metrics to Track
- `cart_recovery_email_sent`, recovery email dispatched- `cart_recovery_sms_sent`, recovery SMS dispatched- `cart_recovered`, customer completed purchase- `cart_recovery_failed`, sequence completed without recoveryKorak 2: Registrirajte alate
Agent treba pristup određenim Brevo MCP alatima. Polje tools u frontmatteru definira koje alate agent može pozvati. Kada se agent pokrene, može pozvati samo te alate, sve ostalo je blokirano.
Evo što svaki alat radi u kontekstu ovog agenta:
tools: # Read customer data and cart state - brevo/list-contacts # Find customers with abandoned carts - brevo/get-contact # Get individual customer details
# Create targeted segments - brevo/create-segment # Segment by cart value, time, behavior
# Send recovery messages - brevo/send-email # Transactional recovery emails - brevo/send-sms # SMS nudges for high-value carts
# Track outcomes - brevo/track-event # Log recovery attempts and results - brevo/get-email-stats # Check if emails were opened - brevo/get-email-templates # Verify templates existKorak 3: Izradite lanac izvršavanja
Za složene agente možete definirati višekoračni lanac izvršavanja u kojem specijalizirani podagenti obrađuju različite faze:
steps: - agent: analyzer input: | Analyze the abandoned cart data for the past 4 hours. Goal: {task}
Use brevo/list-contacts to find contacts with CART_ABANDONED event in the last 4 hours. Segment by cart value tier.
- agent: sequencer input: | Based on this analysis, design recovery sequences: {previous}
For each tier, create the appropriate message sequence using the decision framework.
- agent: executor input: | Execute these recovery sequences via Brevo: {previous}
Send emails and SMS according to the timing rules. Track every action with brevo/track-event.
- agent: reporter input: | Generate a recovery report from these execution results: {previous}
Include: carts targeted, messages sent, early recoveries, projected revenue impact.Korak 4: Testirajte agenta
Uz Claude Code
# Point Claude Code at your agent specclaude --mcp brevo "Run the cart recovery agent for abandoned carts in the last 4 hours"Uz Claude Desktop
Nakon što je Brevo MCP poslužitelj konfiguriran, zatražite od Claudea sljedeće:
Pokreni moj agent za vraćanje košarica. Provjeri ima li napuštenih košarica iznad 50 USD u posljednja 4 sata i izvrši slijed vraćanja.
Claude će učiniti sljedeće:
- Pročitati specifikaciju agenta
- Pozvati
brevo/list-contactskako bi pronašao napuštene košarice - Segmentirati prema vrijednosti košarice pomoću okvira za odlučivanje
- Poslati e-poruke za vraćanje putem
brevo/send-email - Staviti SMS poruke za praćenje u red čekanja putem
brevo/send-sms - Pratiti sve događaje putem
brevo/track-event
Programsko izvršavanje
import { TajoAgent } from "@tajo/agent-sdk";import { BrevoMCPServer } from "@tajo/brevo-mcp-server";
const brevo = new BrevoMCPServer({ apiKey: process.env.BREVO_API_KEY,});
const agent = new TajoAgent({ specPath: "./cart-recovery-agent.md", mcpServers: [brevo], model: "claude-sonnet-4-6",});
// Run the agentconst result = await agent.run( "Recover abandoned carts over $50 from the last 4 hours");
console.log(result.summary);// → "Processed 23 abandoned carts. Sent 23 reminder emails,// 8 SMS messages. 3 carts already recovered during execution."Korak 5: Rasporedite agenta
Pokrenite agenta prema ponavljajućem rasporedu:
Na temelju crona
# In your agent spec frontmattertriggers: - schedule: "0 */4 * * *" # Every 4 hours timezone: "America/New_York"Na temelju događaja
triggers: - event: cart_abandoned conditions: - cart_value: "> 50" - time_since_activity: "> 30m" debounce: 5mWebhook
triggers: - webhook: /agents/cart-recovery/trigger method: POST authentication: api_keyKorak 6: Nadzirite i unaprjeđujte
Pratite učinkovitost agenta putem Brevo događaja:
-- Recovery rate by cart value tierSELECT CASE WHEN cart_value < 100 THEN '$50-$100' WHEN cart_value < 250 THEN '$100-$250' ELSE '$250+' END as tier, COUNT(*) as carts_targeted, SUM(CASE WHEN recovered THEN 1 ELSE 0 END) as recovered, ROUND(SUM(CASE WHEN recovered THEN 1 ELSE 0 END)::numeric / COUNT(*) * 100, 1) as recovery_rate_pct, SUM(CASE WHEN recovered THEN cart_value ELSE 0 END) as revenue_recoveredFROM cart_recovery_eventsWHERE created_at > NOW() - INTERVAL '30 days'GROUP BY tierORDER BY tier;Primjer: cjelovita sesija s agentom
Evo stvarne interakcije između marketinškog stručnjaka i agenta Cart Recovery Agent:
Marketer: "Check abandoned carts from today and start recovery"
Agent: Checking for abandoned carts in the last 24 hours...
[Calls brevo/list-contacts with filter CART_ABANDONED_AT > today]
Found 47 abandoned carts:- 12 carts under $50 (skipping per policy)- 23 carts $50-$100 (email-only tier)- 8 carts $100-$250 (email + SMS tier)- 4 carts over $250 (email + SMS + flag for personal outreach)
Starting recovery sequences...
[Calls brevo/send-email × 35 with template_id 101][Calls brevo/track-event × 35 with event "cart_recovery_email_sent"]
✅ Step 1 complete:- 35 reminder emails sent- 12 SMS queued for 24h follow-up (high-value carts)- 4 carts flagged for personal outreach
Next check scheduled in 4 hours.Recovery tracking events: cart_recovery_email_sent (35), cart_recovery_sms_queued (12), cart_recovery_escalated (4)Sljedeći koraci
- Format specifikacije agenta, potpuna referenca za markdown agenta
- Unaprijed izrađeni agenti, marketinški agenti spremni za upotrebu
- Referenca vještina, svi dostupni MCP alati
- Brevo MCP poslužitelj, sheme alata i dopuštenja