CodeMesh launches MCP graph cutting coding tokens
CodeMesh indexes codebases into real-time knowledge graphs, letting agents like Claude Code and Cursor query exact syntax trees and call hierarchies over MCP instead of reading full files. The approach cuts measured context token consumption by up to 95% while speeding up agent reasoning.
Brute-force file reading is the biggest tax on agentic coding, and structural graphs over MCP represent the obvious architectural fix. By converting repositories into queryable AST and call-graph nodes, CodeMesh targets the context bloat that makes long agent sessions slow and expensive.
- –Eliminates recursive grep and file dumps by serving precise line spans and caller graphs via MCP
- –Benchmark claims 95.1% token reduction (from 258k to 12.5k tokens per question) on the openclaw repository
- –Integrates directly into VS Code, Cursor, Devin, and Claude Code without altering existing developer workflows
- –Graph-first context retrieval poses a serious challenge to naive chunk-based RAG and raw file-dump approaches
DISCOVERED
2h ago
2026-11-14
PUBLISHED
6h ago
2026-11-14
RELEVANCE
AUTHOR
[REDACTED]