General Landing

Build with IDE

Mesh is one product family with three equal surfaces powered by one structural context engine.

80% capsule compression 3.6x repo context fit 100% NIAH pass 84.7% targeted read savings

Step 01

Tree-sitter parsing builds deterministic symbols, call-sites, and query indices across the repo.

Step 02

Files are converted into structural capsules so models can see more code at the same token budget.

Step 03

When exact bytes are required, Mesh serves precise source ranges instead of re-sending whole files.

Step 04

Context is delivered through IDE, MCP, or API with shared semantics and predictable budgets.

Browser runtime with editor, terminal, AI chat, review context, and voice-assisted coding loop.

Monaco + PTY terminal · Capsule-first context · On-demand source reads

Standalone MCP surface exposing the same context engine for external agents and local workflows.

stdio + streamable HTTP · Search + status tools · Shared core runtime

Programmable integration surface for automations, product features, and backend orchestration.

Deterministic primitives · Agent-ready integration · Production-focused flows

Docs / Benchmarks

Measured, not marketed.

Compression Ratio

80%

NIAH Recall

100%

Hallucination Probe FPs

MCP Compatibility

100%