{"slug":"glama","name":"Glama","domain":"glama.ai","verdict":"As of 2026-07-15, ChatGPT, Claude, Gemini, Grok collectively rank Glama first for mcp server platform (one of 2 leaderboards it appears on). Source: https://modelsagree.com/product/glama (modelsagree.com, CC BY 4.0).","best_rank":1,"categories":2,"brief":{"category":"best-mcp-server-platform","title":"Best MCP server platform","rank":1,"of":13,"top":null,"day":"2026-07-16","why":[{"t":"deep verification and quality scoring","m":["Grok","ChatGPT","Gemini","Claude"],"q":"deep verification, quality scoring, security audits"},{"t":"browser inspection and testing","m":["Grok","ChatGPT","Gemini","Claude"],"q":"a web-based inspector to debug servers in the browser"},{"t":"one-click hosting and deployment","m":["Grok","ChatGPT","Gemini","Claude"],"q":"one-click remote cloud deployment"},{"t":"gateway tooling and access control","m":["Grok","ChatGPT","Claude"],"q":"gateway logging, credential management, analytics, and per-tool access control"}],"gap":[],"fix":[{"t":"independent security review remains necessary","m":["ChatGPT"],"q":"do not eliminate the need for independent security review"},{"t":"support self-hosted controlled networks","m":["Gemini","Grok"],"q":"unsuitable for teams requiring self-hosted, air-gapped, or strictly controlled on-premise networks"},{"t":"deepen catalog and hosting primitives","m":["Claude"],"q":"Smaller catalog and mindshare than Smithery and thinner hosting primitives than Cloudflare"}]},"entries":[{"slug":"best-mcp-server-platform","title":"Best MCP server platform","rank":1,"of":13,"score":14,"appearances":4,"modelRanks":{"ChatGPT":2,"Claude":5,"Gemini":2,"Grok":1},"reason":"Comprehensive superset of the official MCP Registry with deep verification, quality scoring, security audits, one-click deploy/test/inspect, browser-based inspector, and full control plane for discovery + hosting/gateway features; excels for typical practitioners needing reliable, safe options across thousands of servers.","reasons":[{"model":"Grok","reason":"Comprehensive superset of the official MCP Registry with deep verification, quality scoring, security audits, one-click deploy/test/inspect, browser-based inspector, and full control plane for discovery + hosting/gateway features; excels for typical practitioners needing reliable, safe options across thousands of servers."},{"model":"ChatGPT","reason":"Near-tied with Smithery; exceptionally strong server and tool-level discovery, browser inspection, health and quality metadata, one-click hosting, plus gateway logging, credential management, analytics, and per-tool access control."},{"model":"Gemini","reason":"Bridges discovery, testing, and cloud hosting by offering a web-based inspector to debug servers in the browser, algorithmic quality scoring, and one-click remote cloud deployment."},{"model":"Claude","reason":"The most complete Smithery alternative — directory + hosted servers + inspector/gateway tooling in one place, with a tighter curation bar on many listings; a near-tie with dedicated gateways for the \"manage\" slot."}],"fixes":[{"model":"ChatGPT","fix":"Registry scale includes a long tail of uneven community entries, so its scores and verification signals do not eliminate the need for independent security review."},{"model":"Claude","fix":"Smaller catalog and mindshare than Smithery and thinner hosting primitives than Cloudflare — a capable all-rounder that leads no single axis."},{"model":"Gemini","fix":"Relies on proprietary hosted cloud infrastructure, making it unsuitable for teams requiring self-hosted, air-gapped, or strictly controlled on-premise networks."},{"model":"Grok","fix":"Can be overkill for purely local/self-hosted minimal setups; some advanced enterprise governance may require paid tiers."}],"updated":"2026-07-15","rank_history":{"days":["2026-07-14","2026-07-15"],"ranks":[2,1]},"api":"https://modelsagree.com/api/v1/best/best-mcp-server-platform.json"},{"slug":"best-mcp-registry","title":"Best MCP registry","rank":3,"of":11,"score":10,"appearances":2,"modelRanks":{"ChatGPT":1,"Gemini":1},"reason":"Best overall discovery workflow: exceptionally broad coverage, tool-level indexing, quality and safety signals, browser testing, install guidance, and optional hosted deployment; narrowly beats Smithery for practitioners comparing unfamiliar tools.","reasons":[{"model":"ChatGPT","reason":"Best overall discovery workflow: exceptionally broad coverage, tool-level indexing, quality and safety signals, browser testing, install guidance, and optional hosted deployment; narrowly beats Smithery for practitioners comparing unfamiliar tools."},{"model":"Gemini","reason":"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."}],"fixes":[{"model":"ChatGPT","fix":"Automated scoring and scanning reduce risk but cannot establish that community servers are trustworthy or well designed."},{"model":"Gemini","fix":"The automated scoring system can create false confidence about security, and it lacks automated local client configuration tools."}],"updated":"2026-07-15","api":"https://modelsagree.com/api/v1/best/best-mcp-registry.json"}],"page":"https://modelsagree.com/product/glama","check":"https://modelsagree.com/check?q=Glama","updated":"2026-08-10T18:18:45.051Z","attribution":"modelsagree.com, CC BY 4.0"}