What happens
Map first, then retrieve exact source.
Mesh builds a deterministic dependency capsule before exposing full file bytes to IDE, MCP, and API surfaces.
Engine Subpage
Build context from
capsule graph
Scroll through real capsule logic: structured dependency map, compressed file capsules, then full mapped source files with readable code.
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Dependency graph
Why it matters
Less noise, better execution.
Agents can reason over structure early, then request only the exact files and symbols needed for final execution.
Benchmarks
Performance signals
Capsule Compression
80%
Context Fit
3.6x
NIAH Pass
100%