System One coding agents: code-level answers at the score of a Claude Fable 5.1 agent on the same 74-point xz benchmark (68.75 vs 69 / 74) 69× cheaper and 3.4× faster (approx. 1 CENT PER QUESTION evidence gathering). No Context Loss and Memory Limits on sessions since every answer starts from the same, updatable, SQLite index.
Local-first memory for AI coding agents. Indexes your repo and delivers bounded, provenance-backed context with drift checks and strict safety controls. No cloud, no API keys.
A memory plugin for AI coding that turns engineering experience, repository knowledge, and your way of working into memory that remains useful in future tasks.
Your coding agents forget. Graft doesn't. Persistent local memory that brings back fixes, decisions and project knowledge when they matter — across Claude Code, Codex, ChatGPT and more. Local-first. No SaaS. No API key.
Full AI context and content layer for coding agents over one MCP server — tree-sitter code-map, document RAG, shared memory, multi-agent comms, web crawl, git history + blame. 300+ languages, 10+ agent harnesses, pure Rust.