Blog & Skills

Notes, opinions, and copy-paste-ready skills.

graphify: turn your codebase into a queryable knowledge graph

A /graphify skill that turns any codebase—code, docs, SQL schemas, and PDFs—into a queryable knowledge graph using tree-sitter AST parsing, with no vector store or cloud dependency.

Oct 8, 2026 · 2 min read

3D graph visualization of a codebase knowledge graph in the codebase-memory-mcp web UI

skill · curated

codebase-memory-mcp: Structural Code Intelligence Without the Token Burn

An MCP server that indexes your entire codebase into a persistent knowledge graph using tree-sitter, answering structural queries in under 1ms at 99% fewer tokens than file-by-file reading.

Oct 1, 2026 · 2 min read