Motif

Motif

**A unification layer for AI coding agent sessions.** Open source, fully self-hosted.

Start in Claude Code, finish in Codex — the session comes with you, natively.

Your team writes code with Claude Code, Codex, and Cursor — each tool keeps its sessions in its own format, in its own corner. Motif collects them in one place, makes them searchable across tools and teammates, streams them live to a team dashboard, and can hand a session started in one tool over to another tool **natively** — the target tool treats it as its own history, not a summary.

Features (v1)

• Collect — a lightweight daemon watches Claude Code, Codex, and Cursor sessions on each dev machine and syncs them live to your self-hosted server. Sessions never leave your infrastructure. (Other open-source agent CLIs are on the roadmap; open-weight models themselves — Hermes, Qwen, Llama via Ollama/OpenRouter — already work today as the memory engine through the openai-compatible provider.)
• Native handoff — convert a Claude Code session into a real Codex rollout file. codex resume picks it up as its own session; continue exactly where you left off.
• Recall — an MCP server that hands your agents the 1-2k tokens that matter instead of letting them re-derive the codebase every session. Deterministic (FTS + session graph + human notes), so it needs no API key.
• Ask a session — resume any past Claude Code or Codex session read-only on the machine that owns it and get an answer from the agent that lived it, not a summary.
• Session memory — the server distills sessions into entity-based notes (files, decisions, topics) with supersession and conflict detection, powered by a pluggable LLM provider (Anthropic, OpenAI, any OpenAI