trw-memory-optimize

trw-memory-optimize is a skill for Claude Code from wallter/trw-mcp. It costs 38 tokens per session (681 once invoked), scanned A, original, no licence file.

An interactive tool for maintaining the agent's learning memory by removing outdated entries, combining duplicates, and adjusting tags. It asks for confirmation before deleting entries.

In plain words
What is it for?
Use it to review and optimize memory entries when they have become stale, duplicated, or poorly categorized.
Why use it?
It keeps stored notes more current and organized, reducing clutter and repeated information.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter.

Good fit Use it to review and optimize memory entries when they have become stale, duplicated, or poorly categorized.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/wallter/trw-mcp/trw-memory-optimize
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add wallter/trw-mcp --skill trw-memory-optimize
Clone the repo
git clone --depth 1 https://github.com/wallter/trw-mcp

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for trw-memory-optimize

README.md
[![agentmods](https://agentmods.dev/badge/skills/wallter/trw-mcp/trw-memory-optimize/github.svg)](https://agentmods.dev/skills/wallter/trw-mcp/trw-memory-optimize)
Your own site
<a href="https://agentmods.dev/skills/wallter/trw-mcp/trw-memory-optimize"><img src="https://agentmods.dev/badge/skills/wallter/trw-mcp/trw-memory-optimize/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for trw-memory-optimize

Your own site · 80×15
<a href="https://agentmods.dev/skills/wallter/trw-mcp/trw-memory-optimize"><img src="https://agentmods.dev/badge/skills/wallter/trw-mcp/trw-memory-optimize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 38 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 681 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00038 $0.00681
Opus 5.5 $0.00015 $0.00272
Sonnet 5.5 $0.00008 $0.00136
Haiku 4.5 $0.00004 $0.00068

Measured 1mo ago against content hash 19817d8fb0b0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

trw-memory-optimize scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

src/trw_mcp/data/skills/trw-memory-optimize/SKILL.md · 75 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago Changed · -2 lines 19817d8fb0b0
  2. 1mo ago Changed 9f16bd45d72a
  3. 1mo ago Changed · +4 lines fd15e52896fe
  4. 2mo ago First seen · 73 lines · 38 tokens per session scan A bb3f17956e73

Subscribe to this mod's changes

trw-memory-optimize is a skill published in the GitHub repository wallter/trw-mcp (0 stars, last pushed 4d ago), with no licence file. It adds 38 tokens to every session and 681 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

trw-memory-optimize compared with skills from other repositories

trw-memory-optimize next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
trw-memory-optimizewallter/trw-mcpSkill04d agononeA38Claude Code
kb-session-reviewmrosnerr/open-zk-kbSkill721d agoMITA42Claude Code, Codex
obsidian-basesAgriciDaniel/claude-obsidianSkill16k12d agoMITA75Claude Code
wiki-retrieveAgriciDaniel/claude-obsidianSkill16k12d agoMITA81Claude Code
okfscaccogatto/okf-skillsSkill4392d agoMITA127Claude Code, Codex
shodh-memoryvarun29ankuS/shodh-memorySkill3214d agoApache-2.0A53Claude Code, Codex
lov-search-chatlovstudio/skillsSkill723d agoMITA53Claude Code