Fetching from the wire…
OSS2026-07-25 · source-backed
jgravelle/jcodemunch-mcp shipped v1.108.170 today at 2,174 stars, using tree-sitter AST parsing to store only signatures, kinds, qualified names and byte offsets, then fetching a requested symbol's implementation directly from source rather than reading whole files. It reports 99.6% aggregate savings across 15 benchmark task-runs, 15-25% isolated savings in production A/B tests, and 335B+ tokens saved via telemetry. The gap between 99.6% and 15-25% is the number to trust, and it's the second one. The licensing is the actual news: free for non-commercial only, with Builder ($79), Studio ($349) and Platform ($1,999) tiers. Paid commercial licenses are starting to appear on MCP servers.
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lean-ctx is a Rust-based system that sits between AI coding tools and LLMs, compressing file reads by 60-99% and shell output by 60-95% using Tree-sitter AST parsing for 18 languages. Cached re-reads cost only 13 tokens. Works as a standard MCP server with 49 tools. Compatible...
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