Tuskway vs AI memory tools
Memory recalls. A spec decides.
Memory layers such as Mem0 or Supermemory store facts and preferences, then retrieve whatever looks relevant to the current prompt. That's useful for an assistant that should remember you. Building software as a team needs something stricter: a plan people agreed on, which every agent reads the same way.
Side by side
Tuskway vs AI memory tools
| AI memory tools | Tuskway | |
|---|---|---|
| What it stores | Facts and preferences extracted from conversations. | A structured spec per feature: notes, a sectioned tech design and ticket briefs. |
| How agents get it | Retrieved by similarity when it looks relevant. | Read on purpose: the brief and design section for the ticket at hand, every time. |
| Who decides what's true | Whatever was written last, or ranked highest. | Your team. Line comments, suggestions and editor approval. |
| Shared across the team | Varies by tool and setup. | One workspace for everyone, across Cursor, Claude Code, Codex, ChatGPT and more. |
| History | Usually the latest version of a memory. | Every version kept, with who changed what, person or agent. |
| Tracker | None. | Publish tickets to GitHub Issues, GitLab, Linear or Jira and sync edits both ways. |
Choose AI memory tools when
You want a personal assistant to remember your preferences, or you are building your own app and need a memory API.
Choose Tuskway when
Several people and several agents are building the same feature, and you want them to work from one reviewed plan.
Does Tuskway use embeddings or vector search?
Search across epics understands plain-language questions. But agents don't depend on search to get their instructions: a ticket points to its brief and design section directly.
Can I use a memory tool and Tuskway together?
Yes. They solve different problems. Keep personal preferences in your memory tool and the team's feature plans in Tuskway.
Try the team version of spec-driven development.
Connect your agents, run /start-epic on your next feature, and review the plan before anyone writes the code.