Oomira vs ChatGPT, Claude, and Claude Code memory

What agent memory is genuinely good at

It is the right tool for how you like to work, and it costs you nothing to set up. ChatGPT keeps saved memories and can reference your past chats. Claude carries context between chats and keeps a separate memory for each project, with a summary you can read and edit. Claude Code reads the CLAUDE.md files you write and also keeps its own notes per repository. Preferences, house style, build commands, the shape of a codebase: this is exactly what that memory should hold, and Oomira does not try to replace it.

• Preferences and tone that would be tedious to restate
• How a project is organized and how you want work done in it
• Corrections you have already made once

Where it stops being enough

Agent memory records what it was told. It rarely records when the claim became true, and almost never records where the claim came from, because the source was you. So a number you mentioned during a seed round stays the number, an agent cannot tell you what your own site says today, and when a fact changes the previous value is usually replaced rather than kept as history. For preferences that is fine. For a funding round, a title, a headcount, or a customer, it is the difference between a fact and a recollection.

It belongs to the agent, not to you

Each memory lives where it was made. ChatGPT memory is in ChatGPT. Claude memory is in Claude, and split again per project. Claude Code auto memory is stored per repository on the agent you were working on. That is a reasonable privacy boundary and a real limit at the same time: a new agent, a teammate, an investor, or the model that reads your site before a meeting all start from nothing, and you explain yourself again.

What Oomira does instead

Oomira builds the record from sources rather than from conversation: your site, public evidence, registry and filing data, connected accounts, documents you upload, and the answers only you can give. Every fact keeps the date it became true and the source behind it, superseded values stay as history instead of disappearing, and entities are connected rather than listed. You review what gets accepted, so the record is yours and not a summary of your chats.

• Dated facts, so what was true in 2023 is still answerable in 2026
• A source under each claim, so a reader can check it instead of trusting it
• One record any agent reads over MCP, not one copy per tool

Use both, for different jobs

Keep agent memory for how you work. Point the agent at Oomira for what is true. Once your record exists, any MCP client reads the same facts, so the answer to what changed since our seed round comes back with dates and sources instead of the one value that agent happens to remember.