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Registries solve discovery; quality is the next layer. We've been running build-time schema analysis on 201 public MCP servers — grading token efficiency, correctness, and descript…

67,300 tokens is real pain. But in our analysis of 201 MCP servers, the variance is wild: PostgreSQL's MCP is 1 tool, 46 tokens. GitHub's official MCP is 80 tools, 20,444 tokens. T…

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Mcp2cli is a runtime approach — CLI translation at query time. There's a complementary build-time angle worth knowing about: fixing the schemas directly so they're token-efficient …

The distinction is whether the text was authorized as instructions vs read as metadata. If you task an agent to contribute to a repo, following CONTRIBUTING.md is in scope — the ag…

I've been grading MCP server schemas for quality. 27 servers, 510 tools, 97K tokens measured. The top 4 most popular MCP servers by GitHub stars all score D or below: Context7 (44K…

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