Install
openclaw skills install amazon-review-insightsamazon-review-insights
Amazon product review intelligence analysis tool for global e-commerce sellers. Core capabilities:fetch Amazon reviews, AI-powered negative review analysis, quantify high-frequency issues, discover hidden negative feedback in 5-star reviews, generate improvement suggestions, track review trends, incremental updates.
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-keyparameter 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
| Feature | Requires Desktop Client | Requires API Key |
|---|---|---|
| Query completed analysis results | No | Yes |
| Create collection-only task | Yes (online) | Yes |
| Create auto-analysis task | Yes (online) | Yes |
| Incremental fetch | Yes (online) | Yes |
| Manual trigger analysis | No | Yes |
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):
- Ask the user: "The desktop client is not running. Have you installed it?"
- If not installed: Ask if you should help download, then guide through extraction and startup
- 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:
- Log in to your AstrMap account
- Log in to your Amazon buyer account (do not use your seller account)
- 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)
- AstrMap desktop client is logged in
- Desktop client is logged in to Amazon buyer account
- 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:
--action check_device→ Check device online status--action get_points→ Check account points- Inform user of point consumption, wait for confirmation
- Confirm prerequisites, then
--action create_task --asin <ASIN> --site <site> [--is-auto false]
Run Mode:
| Parameter | Description |
|---|---|
--is-auto true (default) | Auto mode: automatically trigger AI analysis after collection |
--is-auto false | Collection-only mode: stops at "pending analysis" status |
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:
| Status | User Message |
|---|---|
| PENDING | "Task submitted, waiting for scheduling..." |
| DISPATCHING | "Allocating device..." |
| COLLECTING | "Fetching Amazon review data, please wait (usually 20~120 seconds)" |
| PROCESSING | "Review data fetched, processing..." |
| ANALYZING | "Data processing complete, AI analyzing..." |
| SUCCESS | "Analysis complete! Fetching results..." |
| FAILED | "Task failed. Please check device status and network connection." |
| CANCELLED | "Task cancelled" |
| COLLECTED | "Collection complete! In pending analysis state." |
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"
# Category-Tag Distribution
python scripts/api_client.py --action get_category_tag_distribution --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:
- Check device and points
- Inform user of point consumption, wait for confirmation
--action create_incremental --task-id <task_id>- 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
| action | Description | Required Parameters |
|---|---|---|
| get_download_links | Get desktop client download links | - |
| check_device | Check if device is online | - |
| create_task | Create task | --asin, --site |
| create_incremental | Incremental fetch | --task-id |
| trigger_analysis | Manual trigger analysis | --task-id |
| get_task_detail | Query task details | --task-id |
| get_task_list | Get task list | - |
| get_ai_insights | Get AI insights | --task-id |
| get_basic_statistics | Get basic statistics | --task-id |
| get_representative_reviews | Get representative reviews | --task-id |
| get_category_tag_distribution | Get category-tag distribution | --task-id |
| get_negative_reviews | Get negative reviews list | --task-id |
| get_trend | Get review trends | --task-id |
| get_related_comments | Get comments associated with tag/category | --task-id, --association-type |
| get_comments | Get raw comments | --task-id |
| get_comments_overview | Get comments overview | --task-id |
| get_points | Query points balance | - |
Error Handling
| Error Code | Description | Handling |
|---|---|---|
| 1001 | Device offline | Desktop client not running. Ask if installed; if not, provide download guide |
| 1002 | Insufficient points | Prompt user to recharge at https://www.astrmap.com/ |
| 2001 | Invalid API Key | Check if API Key is correct |
| 2002 | API Key disabled | Prompt user to create new API Key |
| 2003 | API Key expired | Prompt user to create new API Key |
| 2004 | Insufficient permissions | Check API Key permission configuration |
| 2005 | Request rate exceeded | Prompt user to retry later |
| InvalidTaskStatus | Task status is not COLLECTED | Only collection-only tasks with COLLECTED status can trigger analysis |
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)