Progressive recall
3-layer retrieval (facts → summaries → full content) stops at the cheapest layer that answers — facts cost 5–15 tokens.
THE ONE THAT REMEMBERS THE WHOLE STORY
Local-first, token-efficient persistent memory for Claude Code — progressive recall with ~66% fewer tokens.
uv tool install "cortex-claude[code]" --python 3.12 && cortex-claude setup Read the docs on GitHub Because “as I was saying…” shouldn’t be a workflow.
i remember why you opened that terminal.
01 / MORE THAN A PRETTY ICON
6 ways to make your day easier.
Yes, we got a little carried away.
3-layer retrieval (facts → summaries → full content) stops at the cheapest layer that answers — facts cost 5–15 tokens.
Auto-extracted structured facts with entity normalization, deduplication, and multi-hop traversal across connections.
Tree-sitter indexes symbols across 7 languages — ~100 tokens to look one up vs 1000+ to read the file.
Go on. Open one.
Hooks capture results from your tools and a background daemon saves them in about 0.3 seconds.
Memories group into semantic sub-graphs with human-readable labels — browse topics top-down before drilling in.
Unused memories fade, contradicted facts lose confidence, and timestamps keep recall fresh instead of stale.
A closer look at what makes Cortex tick.
Cortex gives Claude Code persistent memory through a 3-layer retrieval system that returns only what's relevant, using ~66% fewer tokens on average. It automatically extracts structured facts from your memories and code into a queryable knowledge graph, with entity normalization and multi-hop traversal. Everything stays local — SQLite + Python, zero API calls, zero cost. It's the memory the rest of the family plugs into, and the project that named the lab.
02 / LET’S MAKE THIS OFFICIAL
A few practical details.
No awkward first-date questions.
THE COMPATIBILITY CHECK
For Claude Code.
Made to feel right at home.

YOUR NEXT FAVORITE TOOL IS RIGHT HERE.
One install. A lot fewer “let me explain this again” moments.
uv tool install "cortex-claude[code]" --python 3.12 && cortex-claude setup Read the docs on GitHub