The self‑governing memory layer for agents
One MCP server connection.
Engrammic remembers, recalls, traces, and synthesizes relevant context for your agents while you prompt.
memory is flat. meaning is engrammic.
THE PROBLEM
Big context windows, RAG, and LLM Wiki all hit the same wall.
Context window
Context gets compressed and loses nuance after context window filled.
RAG / GraphRAG
Retrieval doesn't solve provenance, fails in real decision making.
LLM Wiki
Md files grow fast. Breaks down quickly with bigger workflows.
Vector memory
Conflicting entries unresolved, irrelevant data stays, creating noise.
None of them track what was concluded, from what evidence, and whether it still holds.
the wager
Context rot is what kills agents. Self-governing memory let agents scale.
memory that compounds, with receipts.
automatic remember & recall.
Stop re-pasting context. Your agent pulls what it already knows about this topic, adds today's conclusion, and moves on.
→ fewer tokens · same answer
answers with cited sources.
Every claim links back to the observations that support it. Ask "why?" and the agent walks you down the chain.
→ reliable answers with provenance
supersede & synthesize.
Contradictions don't pile up. Engrammic merges conflicting positions by source quality, retires the losers, and keeps one canonical answer.
→ one source of truth · not three
how to use
one MCP server. every agent.
Install once. Your agents share memory across sessions, projects, and tools. That's the whole setup.
curl -fsSL https://get.engrammic.ai | sh
claude mcp add engrammic --transport http https://beta.engrammic.ai/mcp/
benchmarks
we measure what actually compounds.
Making LLMs understand financial documents better
Benchmark in progress. We're running Engrammic against SEC filing QA on our internal harness. Full results coming soon.
in progress
faq
questions, answered.
Shared agent memory with evidence. Agents store observations, attach claims to sources, and recall structured knowledge across sessions and tools. One MCP server, no raw dumps.
invitation
join the waitlist.
A small, considered list. Early access for teams shipping with agents.
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