# Crawdar (crawdar.com)

Scans public business reviews for repeated customer complaints and lists the reviews behind each finding.

- Atlas card: https://inite.ai/en/atlas/crawdar.com
- Site: https://crawdar.com
- For: AI builders, automation freelancers and agencies looking for businesses with customer pain points to serve
- Categories: marketing
- Use 0/100 · alive 87/100

## Used for

- find businesses whose customers repeatedly report the same problem
- read review evidence behind recurring complaints before pitching
- check whether a complaint is still current with the business

## Price

Not read yet.

## For developers

- OpenAPI: https://crawdar.com/openapi.json (18 paths)
- MCP server: com.crawdar/business-research (namespace; open on 2026-10-24, 10 tools)
- Read 2026-10-24

## MCP server, measured daily

Server: https://crawdar.com/api/mcp, checked every day since 2026-10-24 (3 checks).

- Answered: measuring, 3 daily checks so far
- Median first answer: 215 ms
- Sign-in: none
- Context its tool definitions take: about 2264 tokens (10 tools)
- Tool definitions: A, 98/100
- Failing "params_described": 1 of 10 tools
- Method: https://inite.ai/en/atlas/mcp/report

## Your data

- Certifications stated: none
- Read 2026-10-24

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Source: INITE Atlas, https://inite.ai/en/atlas/crawdar.com. JSON: https://inite.ai/api/atlas/crawdar.com. MCP: https://inite.ai/api/mcp (atlas_lookup).