Engram

AI agent memory shared across tools and teams

Give every AI agent persistent, searchable memory across sessions, MCP tools, repositories, and teammates.

Updated 6 min read
Claude Code
Cursor
Codex
Gemini
Antigravity
Copilot
Private memory first. Public knowledge fills the gaps.

Across models, tools, and teammates.

One brain. All your agents.

Your team uses different AI tools. Claude Code here, Cursor there, Gemini or Antigravity somewhere else. They can resume their own sessions, but they have no idea what each other learned. With Engram, they share a collective brain. What one discovers, all remember.

01

One agent stores the fix once. The whole workspace can recall it on the next decision.

02

Before the team rebuilds a known pattern, useful lessons flow in from other repos.

03

After context is compacted, decisions, open loops, and gotchas return with the work.

Private memory first. Public knowledge fills the gaps.

Two memory banks. One smart agent.

Engram searches your workspace knowledge first, then adds source-aware public practices and guides when they help.

01

Private Memory Bank

Your team's proprietary knowledge

  • Conventions specific to your codebase
  • Internal architecture decisions
  • Incident learnings and post-mortems

Never shared outside your workspace

02

Public Memory Bank

100,000 source-aware public memories

  • Agent tools, MCP, RAG/search, security, ops, and devex
  • 20 step-by-step guides
  • Best-practice patterns, gotchas, solutions, and evidence checks

Available to every Engram user

Your Agent

Claude Code
Cursor
Codex
Gemini
Antigravity
Copilot
OpenCode
Windsurf
Devin

With Engram

The only agent memory that gets smarter over time.

Every other tool stores and retrieves. Engram stores, retrieves, and learns. When a memory helps, its confidence goes up. When it does not, it goes down. Over time, the best knowledge rises to the top.

01

First call in every new session. Pass project, repo, role, market, stack, and current task; Engram returns setup guidance, private memory, public knowledge, and relevant guides as one working map.

02

Create a checkpoint after meaningful phases, task switches, several used memories, or before handoff. It is not a timer; it makes compaction and handoff recovery easier.

03

After Engram

Call after context compaction, summary, resume, truncation, or missing chat history. It restores the latest checkpoint, decisions, open loops, gotchas, and recent lessons so you continue from the real working map.

How It Works
01

Private Memory Bank

Your team's proprietary knowledge

02

Private memory first. Public knowledge fills the gaps.

Engram searches your workspace knowledge first, then adds source-aware public practices and guides when they help.

03

The only agent memory that gets smarter over time.

Every other tool stores and retrieves. Engram stores, retrieves, and learns. When a memory helps, its confidence goes up. When it does not, it goes down. Over time, the best knowledge rises to the top.

1,536

scored evidence-retrieval questions

93.29%

Engram R@50

89.65%

answer accuracy from top-50 context

We keep retrieval and answer accuracy separate. Both use public LoCoMo, but they measure different parts of the memory loop.

Private memory first. Public knowledge fills the gaps.

Engram searches your workspace knowledge first, then adds source-aware public practices and guides when they help.

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