Local-first coding agent memory for Claude Code and OpenAI Codex

Local-first memory, hybrid RAG, and agent personalization for AI coding agents (OpenCode, Claude Code, Codex, Gemini CLI, Antigravity). MCP server + CLI with persistent context, document ingestion, vector + SQLite FTS5 retrieval, sync, setup, and safe uni

Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.

Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings, and web explorer.

The open-source memory and observability layer for AI agents — persistent memory, loop detection, hash-chained audit trails, and a live dashboard, automatic on pip install.