Shared engineering memory with Postgres-backed storage, access control, and six-mode search.

Memory Engine for engineering teams

Shared memory for engineering teams and agents.

Turn decisions, runbooks, implementation facts, and team instructions into shared memory every engineer and agent can retrieve - so new hires and copilots don't start from a blank page.

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Built on PostgresShared with access controlWorks with MCP clientsSearches six ways

For teams whose most important engineering knowledge is scattered across people, tickets, docs, chats, PRs, and forgotten agent sessions.

Where knowledge disappears

Engineering teams lose context faster than they lose code.

The code remains. The reasoning fades.

Why the migration happened. Which approach failed in staging. Who owns the billing contract. How new endpoints should be tested.

That knowledge lives in heads, chats, tickets, PRs, half-updated docs, and one-off agent sessions.

Preserve the reasoning behind decisions.
Make team conventions available to engineers and agents.
Reduce repeated explanations during onboarding.
Keep context durable when people and tools change.

The shared memory model

One team memory for facts, history, and instructions.

Decisions, runbooks, and implementation facts become shared context every engineer and agent can retrieve.

Facts

What the team knows to be true.

Services, owners, contracts, constraints, dependencies, and implementation details that define the system.

The payments service owns invoice reconciliation. Production migrations require an approved rollback plan.

History

What the team learned over time.

Architecture decisions, incidents, migrations, regressions, rejected approaches, and tradeoffs.

We ruled out GraphQL for analytics because the caching model made query cost unpredictable.

Instructions

How the team works.

Runbooks, review rules, testing standards, escalation paths, release steps, and agent instructions.

For billing changes, include contract tests, add tracing, and tag the platform owner before merge.

Better onboarding

New engineers should inherit context, not archaeology projects.

Onboarding is often a scavenger hunt through outdated docs and old conversations.

Shared memory gives new engineers a better starting point: current conventions, past decisions, rejected approaches, and instructions their coding agent can follow.

Fewer repeated explanations

Common answers become reusable memory instead of one-off help from the same senior engineers.

Faster project confidence

New hires can understand the facts, history, and instructions behind a system before changing it.

Safer agent output

Coding agents can retrieve team-approved instructions before generating code, tests, or migrations.

Make onboarding less dependent on whoever remembers the answer.

Store the decisions, runbooks, and implementation facts new engineers and agents need before they touch the codebase.

curl -sSfL https://install.memory.build | sh && me login
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Shared with control

Team memory should be shared without becoming a free-for-all.

Some context belongs to a project. Some belongs to a team. Some belongs across the org. Access control keeps shared memory useful without flattening permissions.

Create shared memory across engineers and agents.
Control visibility with roles and grants.
Scope memory to teams, orgs, and projects.
Keep storage inspectable in Postgres.
Refine memory as systems change.

Make team knowledge reusable

Turn hard-won engineering knowledge into shared memory.

Preserve the decisions, runbooks, and implementation facts your team should not have to rediscover.

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FAQ

Is this only for individual engineers?

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No. It supports shared engineering memory with access control, roles, grants, orgs, and team-scoped workflows.

What should a team store?

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Store reusable context: decisions, runbooks, review rules, incident lessons, ownership notes, testing standards, and agent instructions.

How does this help onboarding?

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New engineers and their agents can retrieve the context behind a system instead of relying on scattered docs and repeated explanations.

Can memory be controlled by access level?

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Yes. Shared memory can be scoped to the right users, teams, projects, and organizations.