How do I install the Lbs Market Analyzer skill?

Run npx skillmds@latest add dvcrn/lbs-market-analyzer in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Lbs Market Analyzer safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: PASS, Skill Scanner: PASS. Capability flags: executes scripts, makes network calls. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Lbs Market Analyzer?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Lbs Market Analyzer free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Lbs Market Analyzer?

dvcrn (@dvcrn) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Lbs Market Analyzer by dvcrn — Agent Skill

Name: Lbs Market Analyzer
Rating: 4.2 (5 reviews)
Author: dvcrn

Lbs Market Analyzer

Comprehensive geo-spatial market intelligence and site selection evaluation using AMAP (Gaode) LBS API. Use when the user needs: (1) Competitor distribution and market pressure analysis, (2) Site selection evaluation based on 'heat logic' (synergy with office buildings, residential areas, and transit nodes), (3) 'Golden Path' flow analysis, (4) Identification of market gaps or 'blue ocean' areas. Includes automated AMAP API Key provisioning.

dvcrn Updated Sep 8, 2026 32 repo stars

File contents

LBS Market Analyzer

This skill provides specialized workflows for analyzing business competitors using geographical data from the AMAP (Gaode) LBS API.

Core Workflow

Setup (Proactive): If AMAP_KEY is missing from environment/.env, run scripts/amap_key_automator.py immediately.
Geocoding: Convert a user's address or point of interest into coordinates.
Competitor Scanning: Retrieve POIs based on industry keywords and radius.
Structured Reporting: Generate a density and gap analysis report.

Usage Guidelines

1. Automated Provisioning

If you don't have an AMAP API Key: python3 scripts/amap_key_automator.py Note: A browser will open for manual Alipay/AMAP login. The script will then automatically create a Web Service Key and append it to .env.

2. Market Analysis Execution

Run the analysis script to fetch data: python3 scripts/competitor_analysis.py --address "YOUR_ADDRESS" --keywords "INDUSTRY_KEYWORDS" --radius 3000

3. Insight Generation

After fetching data, use the logic in references/analysis-logic.md to interpret the results (e.g., identifying "blue oceans" or high-pressure zones).

Scripts

scripts/amap_key_automator.py: Browser automation for AMAP console. Handles login (manual scan) and automatic Key creation.
scripts/competitor_analysis.py: Interacts with AMAP API to fetch POI data. Requires AMAP_KEY.

References

references/analysis-logic.md: Strategies for interpreting data and generating business insights.
references/amap-api-guide.md: API status codes, category lists, and parameter limits.

---name: lbs-market-analyzerdescription: Comprehensive geo-spatial market intelligence and site selection evaluation using AMAP (Gaode) LBS API. Use when the user needs: (1) Competitor distribution and market pressure analysis, (2) Site selection evaluation based on 'heat logic' (synergy with office buildings, residential areas, and transit nodes), (3) 'Golden Path' flow analysis, (4) Identification of market gaps or 'blue ocean' areas. Includes automated AMAP API Key provisioning.---# LBS Market AnalyzerThis skill provides specialized workflows for analyzing business competitors using geographical data from the AMAP (Gaode) LBS API.## Core Workflow1. **Setup (Proactive)**: If `AMAP_KEY` is missing from environment/`.env`, run `scripts/amap_key_automator.py` immediately.2. **Geocoding**: Convert a user's address or point of interest into coordinates.3. **Competitor Scanning**: Retrieve POIs based on industry keywords and radius.4. **Structured Reporting**: Generate a density and gap analysis report.## Usage Guidelines### 1. Automated ProvisioningIf you don't have an AMAP API Key:`python3 scripts/amap_key_automator.py`*Note: A browser will open for manual Alipay/AMAP login. The script will then automatically create a Web Service Key and append it to `.env`.*### 2. Market Analysis ExecutionRun the analysis script to fetch data:`python3 scripts/competitor_analysis.py --address "YOUR_ADDRESS" --keywords "INDUSTRY_KEYWORDS" --radius 3000`### 3. Insight GenerationAfter fetching data, use the logic in [references/analysis-logic.md](references/analysis-logic.md) to interpret the results (e.g., identifying "blue oceans" or high-pressure zones).## Scripts- **`scripts/amap_key_automator.py`**: Browser automation for AMAP console. Handles login (manual scan) and automatic Key creation.- **`scripts/competitor_analysis.py`**: Interacts with AMAP API to fetch POI data. Requires `AMAP_KEY`.## References- **[references/analysis-logic.md](references/analysis-logic.md)**: Strategies for interpreting data and generating business insights.- **[references/amap-api-guide.md](references/amap-api-guide.md)**: API status codes, category lists, and parameter limits.

Frequently asked questions