Keep Claude Code context clean. Open-source toolkit: drift detection, re-read dedup, integrity scoring, AST-aware reads, 15 MCP tools. 62.6% measured savings, reproducible.

Your side project died at 80%. Bring it back in one prompt. Shell-script CLI that re-injects dense, deterministic project briefs into Claude Code via the UserPromptSubmit hook.

macOS menu bar widget that tracks Claude context window fill with research-calibrated context rot warnings. Every other tracker tells you when you'll hit your rate limit — this one tells you when Claude is getting dumber.

Fight AI context rot: keep Claude Code (and any LLM) sharp in long sessions with one living Checklist instead of lossy /compact summaries. Persistent working memory + context-window HUD + zero-keystroke auto-clear.

GLACIER: Mamba with infinite memory. This project integrates the Mamba SSM with ICE-Lite, a virtual memory engine, to solve context rot. By adding persistent, time-aware memory, GLACIER gives Mamba the long-term recall of a Transformer while retaining its $O(N)$ speed. Apache 2.0 licensed, by Dopove.

Observability and predictive memory tooling for LLM agents on Markdown vaults — predictive context-rot scoring, Ed25519-signed hash-chained journal, hierarchical tiering. 100% local. MCP server + Obsidian plugin.

Self-evolving autonomous loops for Claude Code. A Stop-hook engine that iterates an agent toward a verifiable goal — evolving brief, metadata-only lesson catalog, frozen constitution, human-gated checkpoints, and a context-rot safety valve. Two bundled skills for operating and designing loops.