operator-memory

Name: operator-memory Review
Item: operator-memory
Rating: 3.0
Author: Aaron Matthews

Skill Development Usable

Works inClaude Code

Usable Scanned — metadata only

Reduces token waste and hallucination in agentic coding workflows by maintaining structured memory of prior decisions, errors, and patterns, lowering operati…

The self-improving context engine for coding agents.

Ask Claude to retain and learn from previous code review patterns across multiple sessions.
Generate improved code suggestions by referencing architectural decisions from past projects.
Automate context preservation when debugging recurring issues in large codebases.

485 starsBSD-3-Clause (commercial OK)FreeQuick setup

Usable rating — This tool is functional but has notable gaps. Review the evaluation notes below before deploying.

Why it matters

Reduces token waste and hallucination in agentic coding workflows by maintaining structured memory of prior decisions, errors, and patterns, lowering operational costs and improving output consistency.

Best for

Teams deploying autonomous coding agents who need to minimize API spend and improve solution reliability across multi-step tasks.

Works in

Claude Code Claude Cowork Claude Chat

Source

https://github.com/aerovato/operator-memory

By aerovato

How to Get It

Option 1: Claude Desktop App (Code Mode)Click the + button next to the prompt box → Plugins → Add plugin. Search and click Install. Skills work in Claude Code only.

Option 2: Paste into Claude CodeCopy the command below and paste it into your conversation. Claude will install it.

Command

claude plugins install aerovato/operator-memory

Tip: Paste this into a Claude Code conversation. Verify command matches your Claude Code version.

Auto-generated from the tool's public listing — not hands-on verified. Cross-check against the source repo's README before running.

First thing to try

After installing, paste this into Claude:

Retain and learn from previous code review patterns across multiple sessions

CostFree

Trust Signals Auto-scanned

Stars485Contributors2Last updated2026-10-27LicenseBSD-3-Clause (OK for commercial use)Known CVEsNone foundSources: GitHub Advisory Database + OSV.dev · Scanned 2026-10-30 · scanner v1

Community Pulse New

No community discussions found yet. This doesn't mean the tool isn't good — it may be new or serve a niche use case.

Reviewer notes

Auto-scanned review. These are observations, not a security certification.

Scored from trust signals (evidence-eval-v1): 63 GitHub stars; contributors unknown; last commit 0d ago; license BSD-3-Clause.

Things to check

Scanned, not hands-on tested — this entry was auto-scanned from public metadata (GitHub metrics, license, security flags). No reviewer has run it, and no tool-specific limitations have been documented yet.

How to evaluate tools before deploying →

Data shown here comes from public APIs and automated scanning. Reviewer notes reflect one person's experience. This is not a security certification or legal recommendation. Always evaluate tools according to your own organization's policies.

Evaluation Scores

Evaluation

Ease of Use

3/5

Versatility

3/5

Reliability

3/5

Security

3/5

Overall score3.00 / 5.00 UsableEvaluatedOct 2026

Scored from trust signals (evidence-eval-v1): 63 GitHub stars; contributors unknown; last commit 0d ago; license BSD-3-Clause.

← Back to the Claude Observatory