claude-mem vs Claw Code

claude-mem is an open-source memory compression plugin that gives Claude Code a persistent brain across sessions. It hooks into six Claude Code lifecycle events to automatically capture tool observations, compress them into semantic summaries, and store everything in a local SQLite + Chroma vector database. When a new session starts, relevant context is injected automatically — no copy-pasting, no re-explaining architecture decisions you made last week. The system achieves roughly a 10x token reduction through progressive disclosure: it retrieves only what's relevant for the current task rather than dumping everything into context. Developers can query their memory store via natural language through MCP tools (search, timeline, get_observations), and a built-in web viewer at localhost:37777 lets you inspect memory streams visually. Privacy controls via <private> tags let you keep sensitive content out of the store. Install is a single npx command, and it works with Claude Code, Gemini CLI, and OpenClaw gateways. The project hit 48K+ GitHub stars and is clearly scratching a real itch: the loss of context between sessions is one of the most consistent pain points for AI-assisted development.

On March 31, 2026, a security researcher discovered that Anthropic had accidentally published full Claude Code source maps to npm — making the entire internal architecture readable to anyone who looked. Within hours, a developer going by ultraworkers began a clean-room rewrite in Rust, and Claw Code was born. The project hit 180,000 GitHub stars in under two weeks, making it one of the fastest-growing open-source repositories in history. It replicates Claude Code's core agent loop, permission system, and tool dispatch while adding a Rust-native performance profile and removing telemetry. The project explicitly operates under clean-room principles — contributors who viewed the source maps are excluded from contributing. The implications are significant: Claw Code is proof that the underlying architecture of agentic coding tools is now commoditized. If Anthropic's secret sauce was the agent loop, that loop is now public. What remains is the model quality — and Claw Code works with any API-compatible provider.