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An MCP server that has to prove itself: citations, abstention and entitlements as CI gates

This story is from 2026-08-30. It is preserved in the archive; the latest stories are on the live feed.

The demo, in one screen Here's the eval scorecard for a small MCP server on a green build: retrieval (staff, n=22): hit@1 1.00 recall@5 1.00 MRR 1.00 abstention (n=10): rate 1.00 (target 1.00) leakage : 0 (must be 0) redaction : 0 (must be 0) EVAL GATE: PASS Now I weaken one thing. Two environment…

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  1. 2026-08-30 22:35 · DEV Community — AI
    An MCP server that has to prove itself: citations, abstention and entitlements as CI gates

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