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Glama

Server Details

Agent-driven search: build, import, tune, search, and score result quality — all over MCP.

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Status
Unhealthy
Uptime
0.0% over the last 24 hours
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL
ChatGPT
–
Claude
–

TDQS

A3.5/5.0

Scored across 107 tools

Disambiguation5/5

Each tool targets a distinct resource-action pair with clear prefixes (account, analytics, api_key, etc.). Even similar tools (e.g., search_by_image vs search_by_image_base64) are distinguished by modality. No two tools appear to do the same thing.

Naming Consistency5/5

All tool names follow a consistent snake_case noun_verb pattern (e.g., account_get, contributors_create, eval_run_status). POST variants are consistently suffixed with _post. The naming is highly systematic and predictable.

Tool Count1/5

With 107 tools, this server is far beyond the typical 3-15 range. While the domain is broad, the number is excessive for an MCP server, making it hard for agents to navigate. Score 1 per calibration (50+ tools is extreme mismatch).

Completeness5/5

The server covers a comprehensive set of operations for a search platform: account, analytics, API keys, bulk operations, contributors, coordinates, evaluation, facets, feeds, groups, judges, lists, media, resources, searchable fields, search results, and webhooks. CRUD and lifecycle operations are present for most resources. No obvious gaps.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

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