amazon-review-insights（亚马逊评论洞察）

AstrMap Review Insights Skill

Language

• Reply in English if user input is in English or non-Chinese (as this is the unified language)
• Reply in 中文 if user input is in Chinese

Configuration

API Key

All API calls require an API Key for authentication.

Note: The API endpoint is fixed at https://api.astrmap.com and is not configurable.

Recommended: Set the environment variable in ~/.zshrc or ~/.bashrc:

export CUSTOMER_INSIGHTS_API_KEY="your-api-key-here"

To obtain an API Key: Download and install the AstrMap desktop client from https://www.astrmap.com/, log in, click User Menu (bottom-left) → API Keys, create and copy your API Key.

Important: If CUSTOMER_INSIGHTS_API_KEY is not set or no API Key is provided, ask the user first:

"Please provide your AstrMap API Key (download at https://www.astrmap.com/, log in, click User Menu → API Keys to create one)" Then pass it via --api-key parameter for all subsequent commands.

Security Notice: This Skill sends the API Key to AstrMap servers (api.astrmap.com) for authentication. The API Key will not be used to access other services.

Feature Tiers

Tip: If you only need to query completed analysis results, you can use the API Key directly without downloading the desktop client.

Desktop Client

Creating tasks requires the AstrMap desktop client running online.

When device is offline (check_device returns 1001 error):

1. Ask the user: "The desktop client is not running. Have you installed it?"
2. If not installed: Ask if you should help download, then guide through extraction and startup
3. If installed but not running: Prompt user to start the desktop client, then re-check online status

Desktop Client Download & Installation

1. Get Download Links

python scripts/api_client.py --action get_download_links

2. Extraction Notes

Important: Do not use Windows built-in extraction tools (may cause issues). Use 7-Zip, WPS Extraction, or similar tools instead.

3. Startup Guide

macOS: Move the folder to "Applications" directory, right-click Astrmap.app → "Open", if blocked go to "System Settings → Privacy & Security → General" → "Still open".

Windows: Right-click "launch.vbs" → "Run with PowerShell" or double-click to start.

4. Initial Setup

After launching:

1. Log in to your AstrMap account
2. Log in to your Amazon buyer account (do not use your seller account)
3. Ensure Amazon access is working

Security & Verification

For detailed security verification, privacy risk statement, Amazon account security, and API Key safety guidelines, read {baseDir}/references/security.md.

Dependency Installation

pip install -r requirements.txt

Important Notes

Points System

• Create task (auto mode): Free review collection, AI analysis deducts points
• Create task (collection-only mode): Free review collection, no point deduction
• Incremental fetch: Fetch latest reviews and re-analyze, deducts points
• Query results: View completed results, no point deduction

Prerequisites (only for creating tasks)

1. AstrMap desktop client is logged in
2. Desktop client is logged in to Amazon buyer account
3. Amazon access is working

Querying completed task results has no restrictions and can be called directly.

Workflow

Invocation

python scripts/api_client.py --action <action> [--params...]

1. Check Device Online

python scripts/api_client.py --action check_device --api-key "your-key"

Response: {online: true, device_id: "xxx", status: "idle"}

2. Create Task

Note: Creating a task deducts points. Before executing, inform the user and wait for confirmation: "About to create task. Current points: {points}. This will deduct points. Continue?"

Create Task Flow:

1. --action check_device → Check device online status
2. --action get_points → Check account points
3. Inform user of point consumption, wait for confirmation
4. Confirm prerequisites, then --action create_task --asin <ASIN> --site <site> [--is-auto false]

Run Mode:

Site Mapping: US/CA/UK(English), DE(German), FR(French), IT(Italian), ES(Spanish), JP(Japanese)

Command Examples:

python scripts/api_client.py --action create_task --api-key "your-key" --asin "B09V3KXJPB" --site US

3. Poll Task Status

After submission, poll every 6 minutes:

python scripts/api_client.py --action get_task_detail --api-key "your-key" --task-id "TSK_xxx"

Status Flow:

Auto Mode (is_auto=true): PENDING → DISPATCHING → COLLECTING → PROCESSING → ANALYZING → SUCCESS/FAILED/CANCELLED

Collection-only Mode (is_auto=false): PENDING → DISPATCHING → COLLECTING → COLLECTED

Status Prompts:

If task does not complete after a long time (over 18 minutes), prompt user to check if desktop client is online.

4. Get Analysis Results

# AI Insights Summary
python scripts/api_client.py --action get_ai_insights --api-key "your-key" --task-id "TSK_xxx"
# Tag Distribution
python scripts/api_client.py --action get_tag_categories --api-key "your-key" --task-id "TSK_xxx"
# Basic Statistics
python scripts/api_client.py --action get_basic_statistics --api-key "your-key" --task-id "TSK_xxx"
# Negative Reviews List
python scripts/api_client.py --action get_negative_reviews --api-key "your-key" --task-id "TSK_xxx" --page 1 --page-size 20

Note: Querying completed task results does not deduct points and has no prerequisites.

5. Incremental Fetch

Note: Incremental fetch deducts points. Before executing, inform user and wait for confirmation.

Incremental Fetch Flow:

1. Check device and points
2. Inform user of point consumption, wait for confirmation
3. --action create_incremental --task-id <task_id>
4. Poll status (same as create task)

6. Manual Trigger Analysis (Collection-only Mode)

Tasks in collection-only mode (is_auto=false) stop at COLLECTED status, requiring manual AI analysis trigger:

python scripts/api_client.py --action trigger_analysis --api-key "your-key" --task-id "TSK_xxx"

Status flow: COLLECTED → PROCESSING → ANALYZING → SUCCESS

All Available Actions

Error Handling

Detailed API Documentation

For detailed API endpoint documentation, request parameters, and response formats, see API Reference.

Usage Examples

Scenario 1: Create New Task

User: Help me get and analyze reviews for B09V3KXJPB
AI Agent:
1. Check API Key → if not configured, ask user to provide
2. Check device and points
3. Inform point consumption, wait for confirmation
4. Create task
5. Poll status every 6 minutes, provide real-time progress
6. After analysis complete, get results

Scenario 2: Collection-only Mode + Manual Trigger Analysis

User: Help me collect reviews only, don't analyze for now
AI Agent:
1. Check API Key and device
2. Create task with --is-auto false
3. Poll status until COLLECTED
4. After user confirms analysis, run trigger_analysis (API Key only, no desktop client required)

Scenario 3: Query Completed Task

User: View analysis results for TSK_xxx
AI Agent:
1. Check API Key
2. Get analysis results directly (no device or prerequisites required)