Recent posts
- GuideHow to give Cursor a code knowledge graph (2026 guide)Four commands take Cursor from grep-and-read loops to querying a persistent, on-device knowledge graph of your codebase. The full setup, start to finish.
- GuideHow to give Claude Code a code knowledge graph (2026 guide)Install one CLI, run two commands, and Claude Code gains a persistent, on-device graph of your codebase, queryable over MCP, rebuildable with /graphify.
- GuideHow to give GitHub Copilot codebase context that persistsCopilot's agent mode can call MCP tools, which means it can query an on-device knowledge graph of your repo instead of rediscovering the architecture every chat.
- GuideBest codebase-context tools for AI coding assistants (2026)Graph-based mapping, embedding pipelines, plain grep, and hosted platforms: an honest comparison of the four ways to give an AI assistant codebase context, and where each actually fits.
- ConceptWhat is a code knowledge graph? (And why it beats grep for AI agents)A forty-word definition, what typed edges buy you over string search, where grep still wins, and how AI agents use a graph to answer multi-hop questions.
- GuideHow to give Claude Code codebase memoryClaude Code re-explores your repo from scratch every session. Here's how to give it a persistent, on-device knowledge graph it can query instead, in about two minutes.
- GuideHow to give Cursor codebase memory with an on-device graphA step-by-step guide to connecting Cursor to an on-device code knowledge graph via MCP, so it can query your architecture instead of re-discovering it every session.
- EngineeringCode knowledge graph vs RAG: why structure beats similarityRAG retrieves text that resembles your question; a graph follows relationships that answer it. Where each approach wins, and why code is the worst case for similarity search.
- GuideWhat is a code knowledge graph?A plain-English introduction to code knowledge graphs: nodes, typed edges, how one gets built from a real repo, and why AI coding assistants query them instead of grepping.
- LaunchIntroducing Graphify: a knowledge graph for your codebase, inside your coding assistantOne command, /graphify ., maps your repo into a knowledge graph your AI assistant queries instead of grepping. Open source, on-device, works in 17 assistants.
- EngineeringWhy graphs beat vectors for agent memoryVector search finds text; graphs find structure. A look at where RAG and grep break down in a codebase, and why typed edges win for anything past a single hop.
- EngineeringGrounded answers: how Graphify tags what it knowsEvery edge in a Graphify graph is tagged EXTRACTED, INFERRED, or AMBIGUOUS, so you always know what was found versus what was guessed.