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Glama

Server Details

Direct access to 40+ scraping and search tools. Extract structured data from Google (Search, Maps, Trends), Amazon, Airbnb, Social Media, and any web page directly into your AI agent.

Status
Unhealthy
Last Tested
Transport
Streamable HTTP
URL

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsA

Average 4.1/5 across 49 of 49 tools scored.

Server CoherenceA
Disambiguation4/5

Most tools have clearly distinct purposes due to domain separation (e.g., Amazon vs. Google Maps). However, two tools for Google Maps reviews (place vs. contributor) could be confused, and the Google SERP variants (e.g., getSearchResults vs. light version) overlap slightly. Overall, ambiguity is low.

Naming Consistency4/5

The naming convention 'hasdata_{domain}_{action}_{noun}' is largely consistent across tools, with all using snake_case. Minor issues include a few redundant subdomain segments (e.g., 'web_scraping_web_scraping') and slight pattern variations (e.g., 'getAirbnbListings' vs 'performMapSearch'). Still readable and predictable.

Tool Count3/5

49 tools is on the high side for a single server, given the broad scope covering many data sources. While each tool seems justified, the count borders on heavy. The server could benefit from being split into smaller, domain-specific servers, but for a unified API, it remains functional.

Completeness5/5

The tool surface is remarkably comprehensive, covering major data verticals (real estate, e-commerce, travel, reviews, jobs, social media, search, web scraping) with CRUD-like coverage for each domain. Gaps like LinkedIn or Twitter are mitigated by the generic web scraper. Real estate, Amazon, Google Maps, and YouTube are particularly well-covered.

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