engram
by community
Use this page as a decision snapshot for engram: trust signal, install momentum, real user feedback, and high-intent related pages you can compare next.
Description
Local associative memory graph for an OpenClaw workspace, shipped as a set of CLI scripts: engram.py (store/recall/msgctx/task ledger over SQLite+FTS+embeddings), engram-migrate.py (markdown to nodes), engram-serve.py and bq.py (optional warm daemon over a Unix socket), embeddings.py (ONNX e5 vectors), engram-backup.py (nightly SQLite backup with retention), engram-sleep.py (nightly consolidation, optional local-Ollama distillation), engram-maintenance.py and engram-hygiene.py (dedupe/orphan/archive tiering), engram-aliases.py (alias curation), engram-rewire.py (opt-in: slims MEMORY.md, adds marked cron lines, asks first), engram-uninstall.py (full revert). Task evidence strings run through the shell. No network calls except to localhost Ollama, and only if you enable it.
Install engram
Run this in your OpenClaw agent to add engram from the ClawHub registry.
openclaw skills install engramRequires ClawHub registry access. Review the security analysis below before installing.
Security Analysis
Open Source
Code is publicly available for audit.
Community Verified
Reviewed by the ClawHub community.
Community Reviews
Real user ratings only — separate from the editorial assessment and ClawHub signal.
Installed this skill? Sign in and leave the first review.
Save the skill now, come back after testing it, and help the next person choose with a quick review.
Related skills
Frequently asked questions
Is engram safe to install?
engram has a SkillsReview security score of 50/100. It is open source and community-verified on ClawHub. Check the full Security Analysis on this page before installing.
How much does engram cost?
engram is free to install for OpenClaw via ClawHub.
What are the best alternatives to engram?
You can compare engram side by side with similar OpenClaw skills on the SkillsReview comparison page to find the best fit for your workflow.
How do I install engram?
Install engram from ClawHub at clawhub.ai/skills/engram, or use the install action on this page to copy the command for your OpenClaw agent.
Community Signal
Historical movement
Timeline plus trend snapshots for security, reviews, and reputation tilt.
Trend Charts
30 / 90 / 180 day snapshots for ranking movement and security-score movement.
Last updated unknown UTC
Submit your review
Share your experience and help others find the best skills.
Newsletter
Stay updated on engram and the wider SkillsReview ecosystem
Get the weekly Top 5, fresh security alerts, and newly hot skills by email. You can unsubscribe from any newsletter email in one click.