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June 14-15, 2026
Mumbai, India
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IMPORTANT NOTE: Timing of sessions and room locations are subject to change.


Sunday June 14, 2026 3:45pm - 4:10pm 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

Founder & Independent Researcher, AgentProof
Creator of AgentProof, an independent benchmarking and trust analysis project for AI agents. Mapped 10 agent directories containing 1.24M+ listings, deep-dived 3 agent categories, and health-checked 65+ MCP servers. Previously analyzed 14 agentic payment protocols (x402, Stripe ACP... Read More →
Sunday June 14, 2026 3:45pm - 4:10pm IST
Lotus 1
  Security, Identity + Trust

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