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The verdict
Glama.ai appears in 1 AI-ranked category — best position #4 for mcp registry.
GPT —Claude —Gemini #1Grok —
Near-tie with Smithery.ai; Glama.ai takes the top spot due to its built-in interactive in-browser testing inspector, automated security/compatibility grading, and developer API gateway, which solve the critical developer trust deficit.
Where Glama.ai falls short, per the models
- Gemini The automated scoring system can create false confidence about security, and it lacks automated local client configuration tools.
Top alternatives per the models: Official MCP Registry · Smithery · Glama · PulseMCP
Rankings are computed from what the models answer, re-polled weekly · raw reasoning shown verbatim · methodology