Coding agent
A coding agent that fits your project
Reads your repository at method level, writes code consistent with how the project actually works, and rolls back cleanly when a pass goes wrong.
The problem
Agents that write plausible, wrong code
An agent with tool access and no memory re-derives your architecture on every task, gets it slightly wrong each time, and contradicts a decision it made an hour ago because that hour isn't in the context window.
Multi-file refactors are where it becomes expensive. The agent updates four files, fails on the fifth, and leaves the codebase and its own memory in a state that's half-migrated and quietly broken.
What makes it work
Four things the agent needs
An agent that can only see the file it was pointed at will write code that compiles and still doesn't belong in your repository. These four are what close that gap.
Method-level retrieval
Tree-sitter chunking means retrieved code arrives whole — signature, body, file path. The agent reasons about real units, not fragments.
Standards memory
Review comments, rejected patterns, and team conventions persist. The agent stops proposing the thing that got rejected last quarter.
Structural traversal
The knowledge graph answers what calls this and what breaks if it changes — before the agent changes it.
Transactional writes
A multi-step pass runs inside a transaction. Failure rolls back. Memory never ends up half-updated, which is the failure mode that doesn't alert and poisons everything after it.
Long-running work
State that survives the process
Session state lives in Zenmem, not in process memory. An agent working a large migration can restart, move hosts, or resume tomorrow with its established context intact.
Session scope keeps that working memory separate from the project's long-term memory until you choose to promote it.
FAQ
Can I use my own agent framework?
Yes. Zenmem is the memory layer — it drops into LangChain, CrewAI, or your own loop through the SDK.
Does code leave our network?
No. Self-hosted, with embeddings computed locally by default.
How does it handle multiple repositories?
Project scope per repository, with account-level isolation above it. One codebase never leaks into another.