Zaprosite za zgodnji dostop

Vnesite ime ter e-poštni naslov ali telefonsko številko. Poslali vam bomo podrobnosti o dostopu do platforme Tajo.

Format specifikacije agenta

Tajo agenti so definirani v markdown datotekah. Vsaka datoteka vsebuje YAML frontmatter (identiteta, orodja, omejitve) in markdown telo (navodila, strategija, pravila). Ta format je navdihnjen s produkcijskimi vzorci agentov, ki se uporabljajo v sistemih multi-agent orkestracije.

Struktura datoteke

---
name: agent-name
description: What this agent does (max 160 chars)
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
---
# Agent Name
Instructions for the agent in natural language...

Polja Frontmatter

Obvezna polja

PoljeTipOpis
namestringEdinstveni identifikator v kebab-case (npr. cart-recovery-agent)
descriptionstringKaj ta agent dela (največ 160 znakov)
versionstringSemantična verzija (npr. 1.0.0)
toolsarrayModuli Brevo MCP strežnika, do katerih ima ta agent dostop

Vedenjska polja

PoljeTipPrivzeta vrednostOpis
temperaturefloat0.3Temperatura LLM. Nižja = bolj deterministična. Uporabite 0.1-0.2 za podatkovne operacije, 0.3-0.5 za oblikovanje kampanj
max_tokensinteger4096Največja dolžina odgovora na obrat
modelstringclaude-sonnet-4-6LLM model za uporabo

Polja sprožilcev

PoljeTipPrivzeta vrednostOpis
triggersarray[]Dogodki, urniki ali webhooks, ki aktivirajo tega agenta
triggers[].eventstring-Ime dogodka (npr. cart_abandoned, customer_created)
triggers[].schedulestring-Cron izraz (npr. 0 9 * * * za vsak dan ob 9:00)
triggers[].webhookstring-Pot webhooka (npr. /agents/cart-recovery/trigger)
triggers[].conditionsarray[]Pogoji filtriranja za sprožilec
triggers[].debouncestring-Okno debounce (npr. 5m, 1h)

Polja dovoljenj

PoljeTipPrivzeta vrednostOpis
permissionsarray[]Zahtevani obsegi dovoljenj za revizijsko sled
related_agentsarray[]ID agentov, na katere lahko ta agent delegira
escalationstring-Kam usmeriti, ko je agent negotov (human, supervisor-agent)

Orodja: Preslikava na Brevo MCP strežnike

Polje tools se sklicuje na imena modulov Brevo MCP strežnika. Vsak modul se preslika na določen endpoint 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/mcp

Tip

Uporabite minimalni nabor orodij, ki ga vaš agent potrebuje. Manj orodij = boljše AI sklepanje in hitrejši odzivi. Oglejte Brevo MCP Server za vse razpoložljive module.

Sprožilci

Sprožilci dogodkov

Aktivirajte agenta, ko se v vašem sistemu kaj zgodi:

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

Sprožilci urnikov

Zaganjajte agenta po ponavljajočem se urniku:

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 month

Sprožilci webhookov

Prikličite agenta prek HTTP:

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

Telo Markdown: Navodila

Telo specifikacije agenta so navodila v naravnem jeziku. Pišite ga kot navodila izkušenemu tržniku:

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 učinkovitih navodil

Bodite specifični glede strategije, ne samo ciljev:

## Bad
Re-engage churned customers.
## Good
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

Eksplicitno definirajte omejitve:

## 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 review

Multi-agent verige

Za kompleksne delovne tokove sestavite več agentov v verigo. Vsak agent obdeluje eno fazo in preda kontekst naslednjemu:

chain.yaml
name: quarterly-retention-campaign
steps:
- 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.

Spremenljivke verige

SpremenljivkaOpis
{task}Izvirni cilj/zahteva
{previous}Izhod iz prejšnjega koraka
{step_N}Izhod iz koraka N (0-indeksirano)
{artifacts_dir}Mapa za izhodne datoteke

Vgrajene specifikacije agentov

Campaign Orchestrator

---
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

Customer Intelligence Agent

---
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

Namestitev

Programsko zaganjanje 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 trail
console.log(result.metrics); // Events tracked

Zaganjanje prek Claude Code

Terminal window
# Point to your agent spec and let Claude execute it
claude "Run the agent defined in ./agents/cart-recovery-agent.md for today's abandoned carts"

Načrtovanje s Cron

Terminal window
# Run the customer intelligence agent every Monday at 6am
0 6 * * MON claude --print "Run ./agents/customer-intelligence.md weekly analysis" >> /var/log/tajo-agents.log 2>&1

Naslednji koraki

Zaprosite za zgodnji dostop

Vnesite ime ter e-poštni naslov ali telefonsko številko. Poslali vam bomo podrobnosti o dostopu do platforme Tajo.

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