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Agent Overview

The SendAfrica Agent — an in-app AI assistant and FastMCP tool server that answers questions and executes SMS/email actions with confirm-before-send guardrails.


The SendAfrica Agent (SendAfrica-Agent) is an in-app multi-channel AI assistant and FastMCP server for SendAfrica (SMS) and MailAfrica (transactional email). It ships in two modes:

  • In-app dashboard assistant (POST /v1/agent/chat) — embedded in the SendAfrica web dashboard chat widget. Acts as a knowledgeable support bot (pricing, API keys, top-ups, contacts, delivery rules) *and* as an action-taking agent executing tools on behalf of authenticated business users.
  • FastMCP tool server (sendafrica-agent mcp) — exposes MCP tools to any AI assistant: Claude, Cursor, Gemini, or your own agents.

#Architecture

system diagram
text
┌────────────────────────────────────────────────────────┐
│               SendAfrica Web Dashboard                 │
│           (In-app Chat Widget in the Dashboard)        │
└──────────────────────────┬─────────────────────────────┘
                           │ POST /v1/agent/chat
                           ▼
┌────────────────────────────────────────────────────────┐
│               SendAfrica Go Core API                   │
│             (https://api.sendafrica.online)            │
└──────────────────────────┬─────────────────────────────┘
                           │ Proxy to AGENT_SERVICE_URL
                           ▼
┌────────────────────────────────────────────────────────┐
│             SendAfrica Agent Service                   │
│  - Session History (agent_sessions / agent_messages)   │
│  - Knowledge Base System Prompt Resource               │
│  - Tool-Calling Loop with Ngamia LLM Gateway           │
│  - Safety Guardrail (Confirm-Before-Send)              │
└──────────────┬───────────────────┬─────────────────────┘
               │                   │
    FastMCP Tool Execution   Ngamia Chat Completions
               ▼                   ▼
┌─────────────────────────────┐  ┌─────────────────────┐
│     FastMCP Server Tools    │  │  Ngamia AI Gateway  │
│   (SendAfrica & MailAfrica) │  │ api.ngamia.cc/v1    │
└──────────┬──────────────────┘  └─────────────────────┘
     ┌─────┴──────┐
     ▼            ▼
┌──────────┐  ┌──────────┐
│SendAfrica│  │MailAfrica│
│ Go Core  │  │   API    │
└──────────┘  └──────────┘

#Safety guardrails

Confirm-before-send

The agent requires explicit user confirmation before executing bulk SMS campaigns or mass email dispatches. A draft action returns a confirmation request instead of executing; only after the user confirms (user_confirmation) does the tool run. This prevents unintended blasts from misinterpreted chat instructions.

#Embedded knowledge base

The agent's system prompt resource is pre-loaded with platform knowledge, so it answers accurately without retrieval:

  1. SendAfrica core — app (app.sendafrica.online), REST API (api.sendafrica.online/v1), API key format (SA-...).
  2. MailAfrica core — app (app.mailafrica.online), REST API (api.mailafrica.online), key format (MA-...).
  3. Voucher rates (TZS) — Tier 1: 35 TZS/credit · Tier 2: 32 · Tier 3: 30.
  4. Mobile money top-ups — USSD-prompt payments.
  5. Phonebook & sync — contact grouping, CSV imports, Google Contacts one-way sync.

Docs tools power this site

The agent also exposes search_documentation and get_documentation_topic — the same content that powers this documentation site — so any MCP client can ask "how do I import contacts?" and get grounded answers.