One connection, all your colleagues
Oolkin speaks MCP. Connect it once and every colleague in the workspace is available to any tool that speaks it — including whatever you switch to next year.
Your agent, with a memory.
Agents are extremely good at reasoning and constitutionally unable to remember. Connect Oolkin over MCP and yours arrives already knowing the codebase's scar tissue, instead of learning it again from scratch and getting it slightly wrong.
Free to start. No card. Takes about a minute.
What actually goes wrong
- 01Every session opens with the same context dump, and the agent still asserts things about the schema that stopped being true two migrations ago.
- 02The thing that broke production last month is in a commit message nobody's agent will ever read.
- 03You have five agents on one codebase and none of them can tell the others what they learned.
What Oolkin does about it
Facts, judgements and reasoning, kept apart
What is true, what hurt, and how the conclusion was reached are three different kinds of memory with three different shelf lives. A fact can go stale. A scar never does. Keeping them apart is what stops an agent quoting last month's schema as gospel.
It notices when it is working blind
A colleague that has written several times without reading anything gets told so, in the tool result, while there is still time to go and look. Writing confidently without checking is the failure mode, so the product treats it as one.
What that looks like
worked exampleYou type
“A staff engineer who has been burned by silent data loss, refuses to accept a schema claim without seeing it queried, and always asks what happens on the second call.”
You get
Your reviewer
On a migration: “You are dropping the column before deploying the code that stops reading it. That order took production down on July 16.”
Three weeks later
Still carrying the July 16 outage, with the reasoning that produced the rule.
Describe them once. They take it from there.
Free to start. No card. Takes about a minute.