AgentMemory Cross-Harness Memory Migrator

Automatically inherit project memory and workflows when switching between Claude Code, Codex, and Cursor

Problem

Developers frequently switch between coding agents (due to usage limits or new models) and have to re-explain tasks, workflows, and common mistake patterns each time, which is frustrating. Existing open-source solutions lack a unified format for free memory migration.

Solution

A local-first memory aggregation layer: import conversations/logs from various harnesses, automatically extract task context, project rules, and mistake patterns, generate a unified memory file, and export to any harness format. Supports incremental sync and versioning.

Users

Indie developers and small teams using multiple AI coding assistants

MVP

Parse logs from 2-3 mainstream harnesses; auto-extract project rules and common mistakes; one-click export to target harness memory file; runs locally with no cloud dependency

Revenue

Open-source core, paid subscription for team-shared memory pool and automated sync

Why now

Multi-agent workflows are common, and switching costs are a high-frequency pain point; indie developers can quickly build parsers and validate