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.
git clone --depth 1 https://github.com/HelloRuru/claude-memory-engineWrote 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.
[](https://agentmods.dev/commands/helloruru/claude-memory-engine/correct)<a href="https://agentmods.dev/commands/helloruru/claude-memory-engine/correct"><img src="https://agentmods.dev/badge/commands/helloruru/claude-memory-engine/correct/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.
<a href="https://agentmods.dev/commands/helloruru/claude-memory-engine/correct"><img src="https://agentmods.dev/badge/commands/helloruru/claude-memory-engine/correct.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00011 | $0.00224 |
| Opus 5.5 | $0.00004 | $0.00090 |
| Sonnet 5.5 | $0.00002 | $0.00045 |
| Haiku 4.5 | $0.00001 | $0.00022 |
Grade A, and why
correct 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.
What it actually says
/correct — Review Error Notebook
Scan your error notebook and remind yourself what you've gotten wrong before.
Steps
- Load the error notebook — Read
~/.claude/skills/learned/writing-review-list.md - Filter active items — Skip items marked
cleared, only showactiveones - Group by category — Group corrections by type (tone, structure, terminology, formatting, etc.)
- Summarize — List each active rule with its miss count, most recent example
- Flag repeat offenders — Anything missed 3+ times gets highlighted as "needs hard rule"
- Report — "N active corrections. Top risks: [list the ones missed most often]."
When to run
- Runs automatically before each task (you don't need to type anything)
- Type
/correctanytime to manually review — no need to wait for a task or a cycle
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.
- 1mo ago First seen · 22 lines · 11 tokens per session scan A 20a463d52539
correct is a command published in the GitHub repository HelloRuru/claude-memory-engine (134 stars, last pushed 5mo ago), licensed MIT. It adds 11 tokens to every session and 224 once invoked, about $0.0000 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 2026-08-30.
Other commands, from other repositories
context-stats
Display context window usage and token statistics.
sync
Session bootstrap - read project context, restore saved state, show status. Quick orientation with optional deep dive.
handoff
Write a session handoff document for continuity.
checkpoint
Write a new link in the continuum chain summarizing decisions/changes since the last link.
dream
Roll up the last N links into a single phase-digest link; originals move to archived/ (never deleted).
hades-show-proposals
Show pending Asphodel memory update proposals.