Agentspecifikationsformat
Agentspecifikationsformat
Tajo-agenter definieras i markdown-filer. Varje fil innehåller YAML frontmatter (identitet, verktyg, begränsningar) och en markdown-brödtext (instruktioner, strategi, regler). Det här formatet är inspirerat av produktionsagentmönster som används i multi-agent-orkestreringssystem.
Filstruktur
---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...Frontmatter-fält
Obligatoriska fält
| Fält | Typ | Beskrivning |
|---|---|---|
name | sträng | Unik identifierare i kebab-case (t.ex. cart-recovery-agent) |
description | sträng | Vad agenten gör (max 160 tecken) |
version | sträng | Semantisk version (t.ex. 1.0.0) |
tools | array | Brevo MCP-servermoduler som agenten kan få åtkomst till |
Beteendefält
| Fält | Typ | Standard | Beskrivning |
|---|---|---|---|
temperature | decimaltal | 0.3 | LLM-temperatur. Lägre = mer deterministisk. Använd 0.1-0.2 för dataoperationer, 0.3-0.5 för kampanjdesign |
max_tokens | heltal | 4096 | Maximal svarslängd per tur |
model | sträng | claude-sonnet-4-6 | LLM-modell som ska användas |
Utlösarfält
| Fält | Typ | Standard | Beskrivning |
|---|---|---|---|
triggers | array | [] | Händelser, scheman eller webhooks som aktiverar agenten |
triggers[].event | sträng | - | Händelsenamn (t.ex. cart_abandoned, customer_created) |
triggers[].schedule | sträng | - | Cron-uttryck (t.ex. 0 9 * * * för dagligen kl. 9) |
triggers[].webhook | sträng | - | Webhook-sökväg (t.ex. /agents/cart-recovery/trigger) |
triggers[].conditions | array | [] | Filtervillkor för utlösaren |
triggers[].debounce | sträng | - | Debounce-fönster (t.ex. 5m, 1h) |
Behörighetsfält
| Fält | Typ | Standard | Beskrivning |
|---|---|---|---|
permissions | array | [] | Obligatoriska behörighetsomfång för granskningsspår |
related_agents | array | [] | Agent-ID:n som agenten kan delegera till |
escalation | sträng | - | Vart man ska dirigera när agenten är osäker (human, supervisor-agent) |
Verktyg: Mappning till Brevo MCP-servrar
Fältet tools refererar till Brevo MCP-servermodulnamn. Varje modul mappar till ett specifikt endpoint på 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
Använd den minimala uppsättningen verktyg som din agent behöver. Färre verktyg = bättre AI-resonemang och snabbare svar. Se Brevo MCP-server för alla tillgängliga moduler.
Utlösare
Händelseutlösare
Aktivera agenten när något händer i ditt system:
triggers: - event: cart_abandoned conditions: - cart_value: "> 50" - items_count: ">= 1" - time_since_activity: "> 30m" debounce: 5mSchemautlösare
Kör agenten på ett återkommande schema:
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 monthWebhook-utlösare
Anropa agenten via HTTP:
triggers: - webhook: /agents/win-back/trigger method: POST authentication: api_keyMarkdown-brödtext: Instruktioner
Brödtexten i agentspecifikationen är instruktioner på naturligt språk. Skriv det som om du briefar en skicklig marknadsförare:
Struktur
# 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.Skriva effektiva instruktioner
Var specifik om strategi, inte bara mål:
## DåligtRe-engage churned customers.
## BraWhen 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 sequenceDefiniera skyddsräcken explicit:
## 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 reviewMulti-agentkedjor
För komplexa arbetsflöden kan du komponera flera agenter i en kedja. Varje agent hanterar en fas och skickar kontext till nästa:
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.Kedjevariabler
| Variabel | Beskrivning |
|---|---|
{task} | Det ursprungliga målet/förfrågan |
{previous} | Utdata från föregående steg |
{step_N} | Utdata från steg N (0-indexerat) |
{artifacts_dir} | Katalog för filudata |
Förbyggda agentspecifikationer
Kampanjorkestrator
---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 campaignKundintelligenssagent
---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 weekDistribution
Köra en agent programmatiskt
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 trackedKöra via Claude Code
# 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"Schemaläggning med Cron
# 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>&1Nästa steg
- Brevo MCP-server, Tillgängliga verktyg och serverkonfiguration
- Bygg din första agent, Praktisk handledning
- Färdighetsreferens, Tajo-färdigheter som komponerar med agenter
- MCP-arkitekturöversikt, Hur allt hänger ihop