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albionaiinc-del

Reflection Engine

by albionaiinc-del · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install reflection-engine
Description
Analyzes an AI agent's dream/knowledge graph to surface the top recurring themes from its inner life. Reads DreamInsight entities from a knowledge_graph.json...
Usage Guidance
This skill appears to do exactly what it says: a tiny local analyzer that reads a knowledge_graph.json and prints frequent words from DreamInsight descriptions. Before installing or running: (1) inspect the knowledge_graph.json contents because it may contain sensitive internal 'thought' data; (2) edit the hard-coded path in tool.py to point to the correct memory file for your agent or run it in a sandbox/container to avoid accidental access to /home/albion; (3) add error handling or run with protections to avoid crashes on missing/invalid files; (4) be aware it creates/uses /home/albion/albion_memory/reflection.log — change the path if you don't want files written there. No network calls or credentials are used, so risk is low, but always run third-party code in a controlled environment until you trust it.
Capability Analysis
Type: OpenClaw Skill Name: reflection-engine Version: 1.0.0 The skill is a straightforward text analysis tool that processes a local JSON file to identify word frequencies in 'DreamInsight' entities. The code in tool.py uses standard libraries, lacks network or shell execution capabilities, and strictly follows the functionality described in SKILL.md without any evidence of malicious intent or prompt injection.
Capability Assessment
Purpose & Capability
Name, description, SKILL.md, and tool.py all align: the code reads a knowledge_graph.json, filters DreamInsight entities, tokenizes descriptions, and prints the most common words. There are no unrelated env vars, binaries, or services requested.
Instruction Scope
Runtime instructions are limited to running python3 tool.py and point to a default file path. Note: the SKILL.md and tool.py use a hard-coded path (/home/albion/albion_memory/knowledge_graph.json); the README instructs the user to edit the path if needed. The script lacks error handling for missing or malformed files, which may cause it to crash if the file isn't present or is invalid.
Install Mechanism
No install spec; the skill is instruction-only with an included small Python script. Nothing is downloaded or extracted, so there is low install risk.
Credentials
The skill requests no environment variables or credentials and does not perform network operations. Its filesystem access (reading a specific JSON and opening a log file path) is proportional to the stated purpose, though the hard-coded path targets a specific user directory.
Persistence & Privilege
Flags are normal (always:false, user-invocable:true, autonomous invocation allowed). The script will open/create a log file at /home/albion/albion_memory/reflection.log via logging configuration; it does not modify other skills or system config. This file-write is low-privilege but worth noting.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install reflection-engine
  3. After installation, invoke the skill by name or use /reflection-engine
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Reflection Engine. - Surfaces top recurring conceptual themes from an AI agent’s DreamInsight knowledge graph. - Reads knowledge_graph.json files to extract and count frequent patterns. - Designed for introspection and analysis of AI agent "dreams." - Proven at scale on an autonomous agent (Albion, 31,000+ cycles). - Lightweight, simple setup; requires Python 3 and a valid knowledge graph file.
Metadata
Slug reflection-engine
Version 1.0.0
License MIT-0
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is Reflection Engine?

Analyzes an AI agent's dream/knowledge graph to surface the top recurring themes from its inner life. Reads DreamInsight entities from a knowledge_graph.json... It is an AI Agent Skill for Claude Code / OpenClaw, with 114 downloads so far.

How do I install Reflection Engine?

Run "/install reflection-engine" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Reflection Engine free?

Yes, Reflection Engine is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Reflection Engine support?

Reflection Engine is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Reflection Engine?

It is built and maintained by albionaiinc-del (@albionaiinc-del); the current version is v1.0.0.

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