Github Hudrazine Claude Code Memory Bank Memory Management Optimized 71.5x fewer tokens per session with graphify permanent memory across sessions with obsidian zettelkasten. a complete setup to turn claude code into an agent with long term memory and full codebase awareness — without wasting tokens re reading files. Install graphify into claude code so the assistant reads the knowledge graph before every glob or grep call. also covers codex, opencode, openclaw and factory droid via agents.md.
How To Easily Solve Claude Code S Memory Management Issues Geeky Gadgets Our claude code complete guide covers the basics — this article goes deep on the memory layer. rag sounds complicated but the concept is simple: before claude answers your question, it searches a database for relevant context and injects it into the prompt. Enter the ultimate dx stack: the graphify python package and the ogham mcp server. together, they address these problems by compressing your code base into an efficient, navigable knowledge. I fixed this with a local rag system. 50 lines of python, zero api costs, 6 10x token savings on every semantic search. here's exactly how i built it and the real numbers from a 22,000 file unity project. Grepping through hundreds of governance documents wastes tokens and misses semantic matches. pmem gives your agent persistent memory — local, private, and searchable by meaning. more than five hundred markdown files. that’s what the project that drives this website has.
How To Make Claude Remember Using Claude Memory I fixed this with a local rag system. 50 lines of python, zero api costs, 6 10x token savings on every semantic search. here's exactly how i built it and the real numbers from a 22,000 file unity project. Grepping through hundreds of governance documents wastes tokens and misses semantic matches. pmem gives your agent persistent memory — local, private, and searchable by meaning. more than five hundred markdown files. that’s what the project that drives this website has. Tl;dr: graphify turns your code, pdfs, and markdown into a persistent knowledge graph you query in plain english inside claude code. install it with two commands, run graphify, and cut token usage by 71x compared to reading raw folders every session. Graphify fixes that. in this video, i break down how graphify turns your entire codebase, documents, strategy notes, even images, into a persistent knowledge graph. Previously, projects had a knowledge capacity limit based on the context window. once you reached this threshold, it wasn't possible to add more content. with rag, you can continue adding knowledge beyond these limits while maintaining full functionality. Call query rag store with your question. the cli will search your faiss index and return the top n chunks. claude will synthesize the answer with citations.
Install Ragflow On Windows With Ollama And Local Llms Local Tl;dr: graphify turns your code, pdfs, and markdown into a persistent knowledge graph you query in plain english inside claude code. install it with two commands, run graphify, and cut token usage by 71x compared to reading raw folders every session. Graphify fixes that. in this video, i break down how graphify turns your entire codebase, documents, strategy notes, even images, into a persistent knowledge graph. Previously, projects had a knowledge capacity limit based on the context window. once you reached this threshold, it wasn't possible to add more content. with rag, you can continue adding knowledge beyond these limits while maintaining full functionality. Call query rag store with your question. the cli will search your faiss index and return the top n chunks. claude will synthesize the answer with citations.
Everything We Know About Claude Code Limits Previously, projects had a knowledge capacity limit based on the context window. once you reached this threshold, it wasn't possible to add more content. with rag, you can continue adding knowledge beyond these limits while maintaining full functionality. Call query rag store with your question. the cli will search your faiss index and return the top n chunks. claude will synthesize the answer with citations.
No Code Guide To Claude Memory Persistence Using Saved Files Geeky
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