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memory-search

memory-search is a skill for Claude Code, Codex from cklxx/elephant.ai. It costs 22 tokens per session (298 once invoked), scanned A, original, MIT.

A search tool for conversation memories stored as Markdown files.

In plain words
What is it for?
Use it to search for topics such as project progress and open a matching memory file.
Why use it?
It helps recover useful details from earlier discussions without reading every past conversation manually.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

not rated 11repo 7mo ago A scan 22 tokens original MIT

Good fit Use it to search for topics such as project progress and open a matching memory file.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/cklxx/elephant.ai/memory-search
View source ↗ cklxx/elephant.ai cklxx.github.io
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 cklxx/elephant.ai --skill memory-search
Clone the repo
git clone --depth 1 https://github.com/cklxx/elephant.ai

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 memory-search

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

Your own site · 80×15
<a href="https://agentmods.dev/skills/cklxx/elephant.ai/memory-search"><img src="https://agentmods.dev/badge/skills/cklxx/elephant.ai/memory-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 298 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 original 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 $0.00022 $0.00298
Opus 5.5 $0.00009 $0.00119
Sonnet 5.5 $0.00004 $0.00060
Haiku 4.5 $0.00002 $0.00030

Measured 2mo ago against content hash 982b6709c0bc, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

memory-search 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 2mo ago.

The scan reads SKILL.md. This mod also ships 3 executable files (run.py, tests/__init__.py, tests/test_memory.py), 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.

skills/memory-search/SKILL.md · 31 lines

What it actually says

搜索和读取对话记忆。

调用

python3 skills/memory-search/run.py search --query '项目进度'
python3 skills/memory-search/run.py get --file 2026-02-09-meeting.md
Files

What ships with it

3 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. 2mo ago First seen · 31 lines · 22 tokens per session scan A 982b6709c0bc

Subscribe to this mod's changes

memory-search is a skill published in the GitHub repository cklxx/elephant.ai (11 stars, last pushed 7mo ago), licensed MIT. It adds 22 tokens to every session and 298 once invoked, about $0.0001 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.

Memory and context
Related

memory-search compared with skills from other repositories

memory-search next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
memory-searchcklxx/elephant.aiSkill117mo agoMITA22Claude Code, Codex
knowledge-ingestopenclaw/openclawSkill394kyesterdayMITA80Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0Skill68k2d agoApache-2.0A217Claude Code, Codex
forgetasgeirtj/system_prompts_leaksSkill71k2d agoCC0-1.0A74Claude Code, Codex
Cortexdanielmiessler/LifeOSSkill20kyesterdayMITA184Claude Code
memoryopensquilla/opensquillaSkill7.1k6d agoApache-2.0A44Claude Code, Codex
ha-data-storesshiwenwen/hope-agentSkill1.9kyesterdayMITA115Claude Code, Codex