aimh-recall-diagnose

aimh-recall-diagnose is a skill for Claude Code, Codex from Traceless-zero/AI-MemoryHub. It costs 138 tokens per session (535 once invoked), scanned A, original, no licence file.

A three-level diagnostic guide for failed memory retrieval, checking stored fields, the search index database, and then the code path.

In plain words
What is it for?
Use it when expected memories are not found, retrieval tests regress, or searches return incomplete results.
Why use it?
It helps identify whether missing results come from the data, the index, or the retrieval process before code is changed.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit Use it when expected memories are not found, retrieval tests regress, or searches return incomplete results.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose
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 Traceless-zero/AI-MemoryHub --skill aimh-recall-diagnose
Clone the repo
git clone --depth 1 https://github.com/Traceless-zero/AI-MemoryHub

Made for: Claude Code, Codex.

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 aimh-recall-diagnose

README.md
[![agentmods](https://agentmods.dev/badge/skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose/github.svg)](https://agentmods.dev/skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose)
Your own site
<a href="https://agentmods.dev/skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose"><img src="https://agentmods.dev/badge/skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose/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 aimh-recall-diagnose

Your own site · 80×15
<a href="https://agentmods.dev/skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose"><img src="https://agentmods.dev/badge/skills/traceless-zero/ai-memoryhub/aimh-recall-diagnose.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 138 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 535 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 $0.00138 $0.00535
Opus 5 $0.00069 $0.00267
Sonnet 5 $0.00028 $0.00107
Haiku 4.5 $0.00014 $0.00053

Measured 4d ago against content hash 30f8a725819b, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

aimh-recall-diagnose 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 4d 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.

skills/aimh-recall-diagnose/SKILL.md · 20 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

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. 4d ago Changed · -47 lines 30f8a725819b
  2. 10d ago First seen · 67 lines · 138 tokens per session scan A d309455d3ae4

Subscribe to this mod's changes

aimh-recall-diagnose is a skill published in the GitHub repository Traceless-zero/AI-MemoryHub (4 stars, last pushed 5d ago), with no licence file. It adds 138 tokens to every session and 535 once invoked, about $0.0007 per session on Opus 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.

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