Co-Engram is an advanced, self-evolving memory system designed for AI agents and teams, which models memory after the human brain's plasticity. It allows memories to strengthen with use, weaken upon failure, consolidate, and verify themselves, all stored as plain Markdown in Git for transparent version control.

Co-Engram: Advanced, self-evolving memory system…

Features

01Self-maintaining memory: An engine automatically strengthens, consolidates, and refutes memories based on usage and feedback.

02Git-based storage with Stable IDs: Memories are stored as Markdown files in Git with stable ULIDs, allowing clean diffs and persistent references.

03Tiered disclosure for LLM context: Provides different tiers of memory detail (catalog, digest, content) to optimize LLM context window usage.

04Learning loop & plasticity: Memories strengthen with successful use (LTP) and decay with failures or disuse (LTD), similar to brain plasticity.

05Synapse graph for related context: Connects memories with typed synapses, allowing automatic traversal to retrieve related context during search.

Compatibility

Claude Code

Host AI

Verified via docs

OpenClaw

Host AI

Verified via docs

TypeScript

Core Language

Verified via docs

Git

Data Backend

Verified via docs

Obsidian

Integration

Verified via docs

Node.js

Runtime

Verified via docs

Quick start

$ npm install -g @co-engram/claude-code

$ mkdir -p ~/team-memory

$ cd ~/team-memory

$ git init

$ co-engram config data-root $HOME/team-memory

Use cases

↳AI agent knowledge base: Agents can automatically capture, search, and update team knowledge through natural conversation.

↳Team decision memory: Store important decisions and their rationale, which get reinforced when proven effective.

↳Procedural knowledge (Skills): Capture workflows, checklists, and operational capabilities that agents can learn, invoke, and chain.

↳Collaborative memory for developers: Maintain a shared, self-evolving knowledge base for coding patterns, system configurations, and project details.

↳Onboarding new team members: Provide new team members with a living, self-curating memory system that quickly surfaces relevant information.

Co-Engram

Features

Compatibility

Quick start

Use cases

Alternatives

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