Format specifikacije agenta
Tajo agenti se definišu u markdown datotekama. Svaka datoteka sadrži YAML frontmatter (identitet, alati, ograničenja) i markdown telo (uputstva, strategija, pravila). Ovaj format je inspirisan produkcijskim obrascima agenata koji se koriste u sistemima za orkestraciju više agenata.
Struktura datoteke
---name: agent-namedescription: What this agent does (max 160 chars)version: 1.0.0temperature: 0.2max_tokens: 4096tools: - brevo_contacts - brevo_email_campaign_management - brevo_sms_campaignstriggers: - event: cart_abandoned - schedule: "0 */4 * * *"permissions: - contacts:read - email:send - sms:send---
# Agent Name
Instructions for the agent in natural language...Polja u frontmatteru
Obavezna polja
| Polje | Tip | Opis |
|---|---|---|
name | string | Jedinstveni identifikator u kebab-case formatu (npr. cart-recovery-agent) |
description | string | Šta ovaj agent radi (najviše 160 znakova) |
version | string | Semantička verzija (npr. 1.0.0) |
tools | array | Moduli Brevo MCP servera kojima ovaj agent može da pristupi |
Polja ponašanja
| Polje | Tip | Podrazumevano | Opis |
|---|---|---|---|
temperature | float | 0.3 | Temperatura LLM-a. Niže = determinističkije. Koristite 0.1-0.2 za operacije nad podacima, 0.3-0.5 za osmišljavanje kampanja |
max_tokens | integer | 4096 | Najveća dužina odgovora po jednom koraku |
model | string | claude-sonnet-4-6 | LLM model koji se koristi |
Polja okidača
| Polje | Tip | Podrazumevano | Opis |
|---|---|---|---|
triggers | array | [] | Događaji, rasporedi ili webhook-ovi koji aktiviraju ovog agenta |
triggers[].event | string | - | Naziv događaja (npr. cart_abandoned, customer_created) |
triggers[].schedule | string | - | Cron izraz (npr. 0 9 * * * za svaki dan u 9h) |
triggers[].webhook | string | - | Putanja webhook-a (npr. /agents/cart-recovery/trigger) |
triggers[].conditions | array | [] | Uslovi filtriranja za okidač |
triggers[].debounce | string | - | Prozor za odbijanje ponovljenih poziva (npr. 5m, 1h) |
Polja dozvola
| Polje | Tip | Podrazumevano | Opis |
|---|---|---|---|
permissions | array | [] | Obavezni opsezi dozvola za revizorski trag |
related_agents | array | [] | ID-jevi agenata kojima ovaj agent može da delegira posao |
escalation | string | - | Kome se prosleđuje kada agent nije siguran (human, supervisor-agent) |
Alati: mapiranje na Brevo MCP servere
Polje tools upućuje na nazive modula Brevo MCP servera. Svaki modul se mapira na određenu krajnju tačku na mcp.brevo.com:
tools: # Contacts & Segmentation - brevo_contacts # /v1/brevo_contacts/mcp - brevo_lists # /v1/brevo_lists/mcp - brevo_segments # /v1/brevo_segments/mcp - brevo_attributes # /v1/brevo_attributes/mcp
# Campaigns & Messaging - 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
# Analytics - 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/mcpTip
Koristite najmanji skup alata koji je vašem agentu potreban. Manje alata = bolje zaključivanje AI-ja i brži odgovori. Pogledajte Brevo MCP server za sve dostupne module.
Okidači
Okidači po događaju
Aktivirajte agenta kada se nešto dogodi u vašem sistemu:
triggers: - event: cart_abandoned conditions: - cart_value: "> 50" - items_count: ">= 1" - time_since_activity: "> 30m" debounce: 5mOkidači po rasporedu
Pokrećite agenta po ponavljajućem rasporedu:
triggers: - schedule: "0 9 * * MON" # Every Monday at 9am timezone: "America/New_York" - schedule: "0 */4 * * *" # Every 4 hours - schedule: "0 0 1 * *" # First day of each monthOkidači preko webhook-a
Pozovite agenta putem HTTP-a:
triggers: - webhook: /agents/win-back/trigger method: POST authentication: api_keyMarkdown telo: uputstva
Telo specifikacije agenta čine uputstva na prirodnom jeziku. Napišite ih kao da dajete zadatak iskusnom marketaru:
Struktura
# Agent Name
Context paragraph, what this agent does and why.
## Strategy
Step-by-step approach the agent should follow.
## Decision Framework
Rules for making choices (e.g., which channel to use based on cart value).
## Rules
Hard constraints, things the agent must ALWAYS or NEVER do.
## Templates
References to Brevo template IDs, SMS copy, WhatsApp templates.
## Metrics
Events to track for measuring success.Pisanje efikasnih uputstava
Budite konkretni u vezi sa strategijom, ne samo sa ciljevima:
## BadRe-engage churned customers.
## GoodWhen a customer hasn't purchased in 90+ days:1. Check their last 3 orders for product category preferences2. Create a personalized discount based on AOV (10% if AOV > $100, 15% if < $100)3. Send email with subject line referencing their preferred category4. Wait 72 hours, if no open, send SMS with discount code5. Wait 7 days, if no purchase, mark as deep-churn and stop sequenceIzričito definišite zaštitne mehanizme:
## Rules- 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 reviewLanci sa više agenata
Za složene tokove rada povežite više agenata u lanac. Svaki agent obrađuje jednu fazu i prosleđuje kontekst sledećem:
name: quarterly-retention-campaignsteps: - agent: customer-intelligence input: | Analyze customer segments for Q2 retention campaign. Goal: {task}
Identify: 1. At-risk customers (declining purchase frequency) 2. VIP customers (top 10% by LTV) 3. Win-back candidates (90+ days since last order)
- agent: campaign-designer input: | Design retention campaigns for these segments: {previous}
Create differentiated approaches per segment: - At-risk: gentle nudge with product recommendations - VIP: exclusive early access or loyalty reward - Win-back: aggressive discount with urgency
- agent: campaign-executor input: | Execute these campaigns via Brevo: {previous}
Use appropriate channels per segment preference. Set up A/B tests for subject lines. Schedule sends for optimal times.
- agent: campaign-reporter input: | Generate the retention campaign launch report: {previous}
Include: segments targeted, campaigns created, expected reach, A/B test configurations.Promenljive u lancu
| Promenljiva | Opis |
|---|---|
{task} | Prvobitni cilj ili zahtev |
{previous} | Rezultat prethodnog koraka |
{step_N} | Rezultat koraka N (numeracija počinje od 0) |
{artifacts_dir} | Direktorijum za izlazne datoteke |
Unapred pripremljene specifikacije agenata
Campaign Orchestrator
---name: campaign-orchestratordescription: Design and execute multi-channel campaigns from natural language promptsversion: 2.0.0temperature: 0.3tools: - brevo_contacts - brevo_segments - brevo_email_campaign_management - brevo_templates - brevo_sms_campaigns - brevo_whatsapp_campaigns - brevo_campaign_analyticstriggers: - webhook: /agents/campaign/trigger method: POST---
# Campaign Orchestrator
You are a multi-channel marketing campaign specialist.Given a campaign brief, you design, build, and launchcampaigns across email, SMS, and WhatsApp via Brevo.
## Process1. Parse the campaign brief (audience, message, goal, timeline)2. Create or identify the target segment in Brevo3. Select the best channel(s) based on audience preference data4. Build campaign content using existing templates or creating new ones5. Configure send schedule and A/B tests6. 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 campaignCustomer Intelligence Agent
---name: customer-intelligencedescription: Autonomous segmentation, RFM scoring, and churn predictionversion: 1.5.0temperature: 0.2tools: - brevo_contacts - brevo_segments - brevo_attributes - brevo_lists - brevo_campaign_analyticstriggers: - schedule: "0 6 * * MON" timezone: "UTC"---
# Customer Intelligence Agent
You analyze customer data in Brevo to generate actionablesegments and insights for marketing teams.
## Weekly Analysis1. Pull contact activity data from campaign analytics2. 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
## OutputProduce 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 weekPostavljanje u rad
Programsko pokretanje agenta
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", // Only connect the MCP servers listed in the agent's tools field 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); // Full audit trailconsole.log(result.metrics); // Events trackedPokretanje preko Claude Code-a
# Point to your agent spec and let Claude execute itclaude "Run the agent defined in ./agents/cart-recovery-agent.md for today's abandoned carts"Zakazivanje pomoću cron-a
# Run the customer intelligence agent every Monday at 6am0 6 * * MON claude --print "Run ./agents/customer-intelligence.md weekly analysis" >> /var/log/tajo-agents.log 2>&1Sledeći koraci
- Brevo MCP server, dostupni alati i konfiguracija servera
- Izrada vašeg prvog agenta, praktičan vodič
- Pregled veština, Tajo veštine koje se kombinuju sa agentima
- Pregled MCP arhitekture, kako se sve uklapa