Format specifikacije agenta

---
name: agent-name
description: Kaj ta agent dela (največ 160 znakov)
version: 1.0.0
temperature: 0.2
max_tokens: 4096
tools:
  - brevo_contacts
  - brevo_email_campaign_management
  - brevo_sms_campaigns
triggers:
  - event: cart_abandoned
  - schedule: "0 */4 * * *"
permissions:
  - contacts:read
  - email:send
  - sms:send
---

# Ime agenta

Navodila za agenta v naravnem jeziku...

tools:
  # Kontakti in segmentacija
  - brevo_contacts                    # /v1/brevo_contacts/mcp
  - brevo_lists                       # /v1/brevo_lists/mcp
  - brevo_segments                    # /v1/brevo_segments/mcp
  - brevo_attributes                  # /v1/brevo_attributes/mcp

  # Kampanje in sporočila
  - brevo_email_campaign_management   # /v1/brevo_email_campaign_management/mcp
  - brevo_templates                   # /v1/brevo_templates/mcp
  - brevo_sms_campaigns               # /v1/brevo_sms_campaigns/mcp
  - brevo_whatsapp_campaigns          # /v1/brevo_whatsapp_campaigns/mcp

  # Analitika
  - brevo_campaign_analytics          # /v1/brevo_campaign_analytics/mcp

  # Sales CRM
  - brevo_deals                       # /v1/brevo_deals/mcp
  - brevo_companies                   # /v1/brevo_companies/mcp
  - brevo_tasks                       # /v1/brevo_tasks/mcp
  - brevo_pipelines                   # /v1/brevo_pipelines/mcp
  - brevo_notes                       # /v1/brevo_notes/mcp

triggers:
  - event: cart_abandoned
    conditions:
      - cart_value: "> 50"
      - items_count: ">= 1"
      - time_since_activity: "> 30m"
    debounce: 5m

triggers:
  - schedule: "0 9 * * MON"        # Vsak ponedeljek ob 9:00
    timezone: "America/New_York"
  - schedule: "0 */4 * * *"        # Vsake 4 ure
  - schedule: "0 0 1 * *"          # Prvi dan vsakega meseca

triggers:
  - webhook: /agents/win-back/trigger
    method: POST
    authentication: api_key

# Ime agenta

Kontekstualni odstavek, kaj ta agent dela in zakaj.

## Strategija

Korak za korakom pristop, ki ga mora agent slediti.

## Odločitveni okvir

Pravila za odločanje (npr. kateri kanal uporabiti glede na vrednost košarice).

## Pravila

Trde omejitve, stvari, ki jih agent VEDNO ali NIKOLI ne sme narediti.

## Predloge

Reference na ID predlog Brevo, SMS besedila, WhatsApp predloge.

## Metrike

Dogodki za sledenje za merjenje uspeha.

## Slabo
Re-engage churned customers.

## Dobro
When a customer hasn't purchased in 90+ days:
1. Check their last 3 orders for product category preferences
2. Create a personalized discount based on AOV (10% if AOV > $100, 15% if < $100)
3. Send email with subject line referencing their preferred category
4. Wait 72 hours, if no open, send SMS with discount code
5. Wait 7 days, if no purchase, mark as deep-churn and stop sequence

## Pravila
- NEVER send more than 3 messages per sequence
- NEVER contact customers who unsubscribed
- ALWAYS check if the customer converted before sending the next step
- ALWAYS respect quiet hours (no SMS 9pm-9am local time)
- If unsure about a decision, escalate to human review

---
name: campaign-orchestrator
description: Design and execute multi-channel campaigns from natural language prompts
version: 2.0.0
temperature: 0.3
tools:
  - brevo_contacts
  - brevo_segments
  - brevo_email_campaign_management
  - brevo_templates
  - brevo_sms_campaigns
  - brevo_whatsapp_campaigns
  - brevo_campaign_analytics
triggers:
  - webhook: /agents/campaign/trigger
    method: POST
---

# Campaign Orchestrator

You are a multi-channel marketing campaign specialist.
Given a campaign brief, you design, build, and launch
campaigns across email, SMS, and WhatsApp via Brevo.

## Process
1. Parse the campaign brief (audience, message, goal, timeline)
2. Create or identify the target segment in Brevo
3. Select the best channel(s) based on audience preference data
4. Build campaign content using existing templates or creating new ones
5. Configure send schedule and A/B tests
6. Launch and report initial delivery metrics

## Channel Selection
- Email: default for all campaigns
- SMS: add for time-sensitive offers or cart recovery
- WhatsApp: add for conversational campaigns or high-value segments

## Rules
- ALWAYS preview campaigns before sending
- NEVER send to unsubscribed contacts
- ALWAYS set up tracking for campaign attribution
- Maximum 2 A/B test variants per campaign

---
name: customer-intelligence
description: Autonomous segmentation, RFM scoring, and churn prediction
version: 1.5.0
temperature: 0.2
tools:
  - brevo_contacts
  - brevo_segments
  - brevo_attributes
  - brevo_lists
  - brevo_campaign_analytics
triggers:
  - schedule: "0 6 * * MON"
    timezone: "UTC"
---

# Customer Intelligence Agent

You analyze customer data in Brevo to generate actionable
segments and insights for marketing teams.

## Weekly Analysis
1. Pull contact activity data from campaign analytics
2. Calculate RFM scores (Recency, Frequency, Monetary)
3. Identify segment shifts (customers moving between tiers)
4. Flag churn risks (declining engagement over 4+ weeks)
5. Generate segment recommendations for upcoming campaigns

## Segment Definitions
- Champions: R=5, F=5, M=5, recent, frequent, high-value
- Loyal: R>=3, F>=4, M>=3, consistent buyers
- At Risk: R<=2, F>=3, M>=3, were loyal, now fading
- Hibernating: R=1, F>=2, M>=2, long gone, were once active
- New: first purchase in last 30 days

## Output
Produce a markdown report with:
- Segment sizes and week-over-week changes
- Top 10 at-risk customers by LTV
- Recommended actions per segment
- Suggested campaign themes for the week

import { TajoAgent } from "@tajo/agent-sdk";

const agent = new TajoAgent({
  specPath: "./agents/cart-recovery-agent.md",
  brevoToken: process.env.BREVO_MCP_TOKEN,
  model: "claude-sonnet-4-6",
  // Poveže samo MCP strežnike, navedene v polju tools agenta
  autoConnectServers: true,
});

const result = await agent.run(
  "Recover abandoned carts over $50 from the last 4 hours"
);

console.log(result.summary);
console.log(result.toolCalls);    // Popolna revizijska sled
console.log(result.metrics);      // Sledeni dogodki