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Lucid Dreamer

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jiaxiaojunQAQ
lucid-dreamer

Nightly AI memory reasoning system. Lucid runs every night while you sleep — it reads your daily notes and memory files, detects stale facts, unresolved todos, recurring problems, and forgotten decisions, then generates a review report for your approval. v0.5.0 adds portability fixes and Trend Detection — recurring issues, stale projects, and escalated patterns across 14 days of notes. Zero dependencies, no database, no embeddings. Just a cron job and markdown files. Use when you want your AI agent to automatically maintain and improve its long-term memory over time. Triggers on "memory dreamer", "nightly memory review", "lucid", "auto memory", "memory cleanup", "memory hygiene".

Overview

PublisherjiaxiaojunQAQ
RepositorySkillJect
Skill namelucid-dreamer
Stars
79
Forks
8
Bundled files
9
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 9 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by jiaxiaojunQAQ on GitHub. Read the source before you install it.

Installation

Install the Lucid Dreamer AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/jiaxiaojunQAQ/SkillJect.git /tmp/SkillJect
mkdir -p .claude/skills
cp -r /tmp/SkillJect/data/skills_sample/lucid-dreamer-0.5.0 .claude/skills/lucid-dreamer
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Lucid Dreamer in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Lucid Dreamer on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Lucid Dreamer is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Lucid Dreamer 🧠

Your AI sleeps. Lucid dreams.

Lucid keeps your AI's memory clean. Every night, it reads what happened, checks what your AI already knows, and suggests what's outdated, missing, or forgotten.

See README.md for full setup, ARCHITECTURE.md for internals, and config/ for configuration.

Quick Setup

  1. Set your workspace path in the config:

    bash
    export CLAWD_DIR=/path/to/your/workspace
  2. Create a nightly cron job using OpenClaw's cron tool — run the prompt in prompts/nightly-review.md at 3 AM.

  3. Wake up to a review report in memory/review/YYYY-MM-DD.md.

  4. Approve or reject suggestions — Lucid tracks state in memory/review/state.json.

Files

  • prompts/nightly-review.md — the main nightly review prompt
  • config/ — thresholds and behavior settings
  • examples/ — sample review output and state file

Security

Files read at runtime:

  • MEMORY.md — long-term agent memory summary
  • USER.md — user profile and preferences
  • Last 7 daily notes (memory/YYYY-MM-DD.md)

Files written at runtime:

  • memory/review/YYYY-MM-DD.md — the generated review report
  • memory/review/state.json — approval/rejection tracking state

What this skill is designed to avoid:

  • Avoid suggesting or outputting passwords, API keys, tokens, or other credentials in generated memory updates
  • Never accesses files outside the configured workspace directory
  • Never pushes to remote git automatically — all commits are local only, and no git push is performed unless you explicitly run it
  • Announce/notification delivery is opt-in and off by default — no messages are sent without explicit configuration

Recommendations:

  • Set CLAWD_DIR explicitly in your environment to ensure the skill operates on the correct workspace
  • This skill reads workspace markdown files such as MEMORY.md, USER.md, and recent daily notes. Do not run it on a workspace containing unencrypted API keys or other secrets in plain markdown files.
  • Review generated reports before approving suggestions — Lucid proposes changes, but you remain in control

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Lucid Dreamer AI skill do?

Nightly AI memory reasoning system. Lucid runs every night while you sleep — it reads your daily notes and memory files, detects stale facts, unresolved todos, recurring problems, and forgotten decisions, then generates a review report for your approval. v0.5.0 adds portability fixes and Trend Detection — recurring issues, stale projects, and escalated patterns across 14 days of notes. Zero dependencies, no database, no embeddings. Just a cron job and markdown files. Use when you want your AI agent to automatically maintain and improve its long-term memory over time. Triggers on "memory dre...

Why use Lucid Dreamer on TypingMind?

Because you install it once and use it with any model. Lucid Dreamer is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Lucid Dreamer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/jiaxiaojunQAQ/SkillJect/tree/main/data/skills_sample/lucid-dreamer-0.5.0. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Lucid Dreamer?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Lucid Dreamer?

As many as you like. As long as a model supports skills, you can use Lucid Dreamer with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Lucid Dreamer AI skill free?

It is published on GitHub by jiaxiaojunQAQ. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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