memory-creator

Generates concise one-sentence memory descriptions from user input.

2|Updated Jun 8, 2026
One-click install
npx skills add https://github.com/HACK-WU/skills --skill memory-creator-hack-wu
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: memory-creator
Source: https://github.com/HACK-WU/skills/tree/main/skills/memory-creator
Command: npx skills add https://github.com/HACK-WU/skills --skill memory-creator-hack-wu

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? When users ask an AI to remember something, raw conversational input is often verbose, vague, or redundant. This Skill condenses that input into a single, self-contained memory sentence that is easy to review and store. ## Core Features & Use Cases - One-Sentence Condensation: Extracts core facts from user input and restructures them into a "subject + action + key info" format prefixed with "记忆:". - Output-Only Generation: Produces memory text for user reference or manual saving without writing to any memory system. - Smart Skip Logic: Declines to generate memories for trivial acknowledgments, questions, or explicit user refusals, and flags sensitive data like passwords. - Use Case: A user says "the JWT token expiry is only 15 minutes and users keep getting logged out, we need 24 hours" — the Skill outputs "记忆:JWT token 过期时间需从 15 分钟改为 24 小时". ## Quick Start Ask the AI to remember something, for example: "帮我记住:数据库密码是 abc123", and it will return a concise one-line memory description.

Frequently Asked Questions about memory-creator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I create a memory from a long user message?

Provide the full message and ask the AI to remember it. The Skill extracts the core fact, removes redundant wording, and outputs a single sentence in the format "记忆:{subject} + {action} + {key info}".

Does this memory generator save memories automatically?

No, it only outputs the generated memory text for user reference or manual saving. It does not call memory_store or write to any memory system.

When will memory generation be skipped?

Generation is skipped when the user explicitly says not to remember, when content is trivial like "okay" or "got it", or when the input is a question rather than a statement.

How are vague or uncertain statements handled in memories?

Vague input is preserved with uncertainty markers such as "疑似" (suspected) or "可能" (possibly), so the memory accurately reflects the confidence level of the original statement.

What happens when content is too complex for one sentence?

When content includes multi-step processes, trigger conditions, or full solutions, the Skill suggests evaluating it via loop-discovery to store it as a solution or skill instead of a one-line memory.