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June 14-15, 2026
Mumbai, India
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Sunday June 14, 2026 3:50pm - 4:15pm IST
56,000+ MCP servers are listed across mcp.so, Smithery, Glama, and PulseMCP. But how do you know which ones actually work?

I independently mapped 4 major MCP directories and tested 65+ servers across Research, Code, and Finance categories. The results expose a critical trust gap.

Each directory measures something different — none measure what matters most:
- mcp.so (19.5K servers): Zero quality signals
- Smithery (4.4K): Tracks uptime, not output quality
- Glama (21K): Grades code quality, not correctness
- PulseMCP (11K): Tracks popularity only

Key findings I'll share:

1. Quality collapse at scale — Developer Tools has 8,800 servers but only ~12 are consistently good (0.1% quality rate)

2. The Finance/Payments desert — 74 Finance servers out of 19,557 (0.4%). Fewer than 8 support agent-to-agent payments across 14 protocols I analyzed

3. A practical framework for MCP server trust — beyond code grades to actual output quality assessment

This is independent research, not a product pitch. Full dataset and methodology shared openly.

Attendees leave with the first cross-directory quality analysis of the MCP ecosystem and a framework for evaluating servers.
Speakers
avatar for Manav Agarwal

Manav Agarwal

Senior Product Manager | Engineer, Dream11 | DreamStreet
An engineer drawn less to building features than to questioning the foundations systems rest on — the invisible layer of trust, payments, and reputation that quietly decides whether strangers ever cooperate. That instinct has carried him from the plumbing of agentic commerce (he's... Read More →
Sunday June 14, 2026 3:50pm - 4:15pm IST
Lotus 1 (Level 3)
  Security, Identity + Trust

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