Budovanie prvého agenta
Táto príručka Vás prevedie budovaním Agenta obnovy košíka, AI agenta, ktorý monitoruje opustené košíky a orchestruje personalizovanú sekvenciu obnovy cez e-mail, SMS a WhatsApp pomocou MCP nástrojov Brevo.
Predpoklady
- Účet Brevo s API kľúčom (získajte ho tu)
- Nakonfigurovaný Brevo MCP Server (príručka nastavenia)
- Claude Desktop, Claude Code alebo akýkoľvek MCP-kompatibilný klient
- Šablóny e-mailov vytvorené v Brevo pre obnovu košíka
Ako fungujú agenti
Agent je markdown súbor, ktorý definuje:
- Identitu, čo agent robí a jeho obmedzenia
- Nástroje, ku ktorým MCP nástrojom má prístup
- Inštrukcie, ako by mal uvažovať a konať
- Zábrany, čo by nikdy nemal robiť
Po vyvolaní agent používa LLM na uvažovanie o cieli, výber vhodných nástrojov a vykonávanie akcií voči API Brevo.
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 flowingKrok 1: Definujte agenta
Vytvorte súbor s názvom 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 recoveryKrok 2: Zaregistrujte nástroje
Agent potrebuje prístup k špecifickým MCP nástrojom Brevo. Pole tools vo frontmatter definuje, ktoré nástroje môže agent vyvolať. Keď agent beží, môže volať len tieto nástroje, všetko ostatné je zablokované.
Tu je prehľad toho, čo každý nástroj robí v kontexte tohto 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 existKrok 3: Vytvorte reťazec vykonávania
Pre komplexných agentov môžete definovať viacstupňový reťazec vykonávania, kde špecializovaní sub-agenti spracovávajú rôzne fázy:
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.Krok 4: Otestujte agenta
S Claude Code
# Point Claude Code at your agent specclaude --mcp brevo "Run the cart recovery agent for abandoned carts in the last 4 hours"S Claude Desktop
Keď je nakonfigurovaný Brevo MCP server, opýtajte sa Claude:
Spusti môjho agenta obnovy košíka. Skontroluj opustené košíky nad $50 za posledné 4 hodiny a vykonaj sekvenciu obnovy.
Claude:
- Prečíta špecifikáciu agenta
- Zavolá
brevo/list-contactsna nájdenie opustených košíkov - Segmentuje podľa hodnoty košíka pomocou rozhodovacieho rámca
- Pošle obnovovacie e-maily cez
brevo/send-email - Zaradí do fronty následné SMS cez
brevo/send-sms - Sleduje všetky udalosti cez
brevo/track-event
Programové vykonanie
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."Krok 5: Naplánujte agenta
Spúšťajte agenta podľa opakujúceho sa plánu:
Na základe cronu
# In your agent spec frontmattertriggers: - schedule: "0 */4 * * *" # Every 4 hours timezone: "America/New_York"Na základe udalostí
triggers: - event: cart_abandoned conditions: - cart_value: "> 50" - time_since_activity: "> 30m" debounce: 5mWebhook
triggers: - webhook: /agents/cart-recovery/trigger method: POST authentication: api_keyKrok 6: Monitorujte a iterujte
Sledujte výkonnosť agenta cez udalosti Brevo:
-- 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;Príklad: Úplná relácia agenta
Tu je skutočná interakcia medzi marketérom a Agentom obnovy košíka:
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)Ďalšie kroky
- Formát špecifikácie agenta, Úplná referencia pre markdown agenta
- Predpripravení agenti, Marketingoví agenti pripravení na použitie
- Referencia Skills, Všetky dostupné MCP nástroje
- Brevo MCP Server, Schémy nástrojov a oprávnenia