01
Retrieve the relevant memory
Before it edits, an agent asks about the file or change at hand. Memkith finds the team decisions, tradeoffs, and failed approaches connected to it.
Knowledge layer for fast moving engineering teams.
Memkith is shared memory for AI coding agents. It gives each connected agent the decisions, constraints, failed attempts, and review outcomes relevant to the code it is about to change.
Works with the agents your team already uses
- Cursor
- Claude Code
- Windsurf
- Codex
- Zed
- and more
Fast code changes leave team knowledge behind.
Coding agents can read the current code, but documentation and chat history rarely carry the architectural rationale, rejected approaches, or team constraints behind it. Each cold start can spend more tokens and engineering time rediscovering work the team already did.
Give agents context before they edit.
Memkith retrieves the decisions, constraints, failed attempts, and review outcomes that matter to the code an agent is about to change. It then keeps new team knowledge with that code for the next change.
02
Apply team knowledge
The agent sees the context before it edits, so it can follow the team’s decisions and avoid repeating rejected work.
Memory informs editapplies here
Send events in batches
Sending each event separately caused the service to reject requests.
Applies to src/lib/event-publisher.ts
03
Preserve the outcome
New decisions and review outcomes stay with the code, so the next agent or teammate can use them in the same area.
Memory stays with coderetrievable
- File
- src/lib/event-publisher.ts
- Branch
- main
- Available to
- Backend team
Returned next time this file is changed
Team knowledge stays with the code.
Every memory is attached to a file, function, or line. Git decides its scope. When a change is merged, the same knowledge becomes available to the people and agents who can read the merged code.
Attached to the work
The decision stays with the function it explains.event-publisher.ts · publishEvents()
Visible on the branch
The engineer making the change and the reviewer can retrieve it while reviewingfeat/batch-ledger-events
Shared with the merge
When the change reaches main, everyone on the backend team who can read the code can retrieve the same memory.
Connect your agents to team knowledge.
Create an account, connect the CLI, and let every MCP-connected coding agent retrieve the same code-scoped team memory.
Create account01
Install the CLI
brew tap memkith/memkith && brew install memkithInstall the command-line tool and MCP server that connect Memkith to your coding agents.
02
Log in
memkith loginConnect this repository and your account.
03
Connect your agents
memkith integrate --allAdd Memkith’s MCP setup to Claude Code, Cursor, Codex, and Zed.
Give every agent the context to make the next change.
Create an account, connect the repository, and give every connected agent the team knowledge it needs before it starts reasoning about the codebase.
Create accountFree during early access.
