memory-retrieval

memory-retrieval is a skill for Codex from xiaoyao5137/memorybread. It costs 97 tokens per session (776 once invoked), scanned A, original, no licence file.

A way for Claude Code to recall relevant private work context from the local MemoryBread service before answering or taking action. The context may include past decisions, project history, viewed pages, writing preferences, work evidence, and previously captured details.

In plain words
What is it for?
Use it for requests about how the user worked before, continuing earlier work, or retrieving related background from MemoryBread.
Why use it?
It reduces the need to repeat background when continuing work across tasks and helps recover information the user previously recorded.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it for requests about how the user worked before, continuing earlier work, or retrieving related background from MemoryBread.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/xiaoyao5137/memorybread/memory-retrieval
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 xiaoyao5137/memorybread --skill memory-retrieval
Clone the repo
git clone --depth 1 https://github.com/xiaoyao5137/memorybread

Made for: 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 memory-retrieval

README.md
[![agentmods](https://agentmods.dev/badge/skills/xiaoyao5137/memorybread/memory-retrieval/github.svg)](https://agentmods.dev/skills/xiaoyao5137/memorybread/memory-retrieval)
Your own site
<a href="https://agentmods.dev/skills/xiaoyao5137/memorybread/memory-retrieval"><img src="https://agentmods.dev/badge/skills/xiaoyao5137/memorybread/memory-retrieval/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 memory-retrieval

Your own site · 80×15
<a href="https://agentmods.dev/skills/xiaoyao5137/memorybread/memory-retrieval"><img src="https://agentmods.dev/badge/skills/xiaoyao5137/memorybread/memory-retrieval.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 97 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 776 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 $0.00097 $0.00776
Opus 5.5 $0.00039 $0.00310
Sonnet 5.5 $0.00019 $0.00155
Haiku 4.5 $0.00010 $0.00078

Measured 1mo ago against content hash 3e16731a42fe, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

memory-retrieval 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.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/recall-memory.mjs), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

integrations/claude-code/memory-retrieval/SKILL.md · 56 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

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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 3e16731a42fe
  2. 1mo ago First seen · 56 lines · 97 tokens per session scan A 09a10d5e5e24

Subscribe to this mod's changes

memory-retrieval is a skill published in the GitHub repository xiaoyao5137/memorybread (191 stars, last pushed 2d ago), with no licence file. It adds 97 tokens to every session and 776 once invoked, about $0.0004 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.

Related

Other skills, from other repositories

knowledge-ingest

Ingest documents, articles, conversations, or supplied text into Knowledge with retained originals, sourced claims, entity updates, timelines, and cross-links; also learn durable lessons from a set of conversations, transcripts, or past sessions (/learn). Routes meetings to knowledge-meeting-ingest and short thoughts…

openclaw/openclaw · 67 tokens

mem0-oss-to-platform

Plan, then execute, a migration of a project from the mem0 open-source / self-hosted SDK (local Memory class) to the mem0 Platform / hosted SDK (MemoryClient). TRIGGER when: the developer wants to move, switch, or migrate mem0 off OSS/self-hosted to the hosted API, e.g. "migrate my mem0 setup to the platform", "switch…

mem0ai/mem0 · 217 tokens

forget

Remove a personal fact, preference, relationship detail, topic, or prior event from Muse's active memory and stop existing copies or automations from bringing it back. Use for explicit requests such as 'forget that', 'don't remember this about me', or 'remove that from your memory'. Do not use when 'forget it' merely…

asgeirtj/system_prompts_leaks · 74 tokens

Cortex

Operate Cortex, the LifeOS memory system — the typed Knowledge Archive (People, Companies, Ideas, Research with typed related: links) plus recall of prior work sessions, ISAs, and conversations. Search, add, harvest, develop, ingest, distill, graph-navigate, recall. USE WHEN cortex, knowledge, knowledge base, search…

danielmiessler/LifeOS · 196 tokens

memory

Use when the user asks to remember, recall, forget, update, search, or inspect durable OpenSquilla memory, including profile facts in USER.md and long-term notes in MEMORY.md or memory//.md.

opensquilla/opensquilla · 44 tokens

ha-data-stores

Map of Hope Agent's local data stores and safe read-only query workflow. Use when the user asks where Hope Agent stores data, wants to inspect sessions/messages/memory/logs/background jobs/knowledge indexes/settings, asks the model to query local app data, or debugging requires checking persisted state. Trigger…

shiwenwen/hope-agent · 115 tokens