ai coding agents

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codebase-memory-mcp: zero-dep code intelligence
codebase-memory-mcpmcpmodel-context-protocoltree-sitterknowledge-graph+12

codebase-memory-mcp is a pure-C, single-binary MCP server that indexes a codebase into a persistent Tree-Sitter knowledge graph in milliseconds and replaces dozens of file-by-file read cycles with a handful of structured MCP queries. As of 2026-06-24 it sits at 13,355 GitHub stars with 5,604 tests passing, MIT-licensed, supports 11 coding agents, and is backed by an arXiv preprint (arXiv:2603.27277) that benchmarks 83% answer quality at 10× fewer tokens and 2.1× fewer tool calls versus file-by-file exploration across 31 real-world repositories. The article is a builder-focused tool piece, not a news event.