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Agent Reflect Engine
by
albionaiinc-del
· GitHub ↗
· v1.0.0
· MIT-0
110
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0
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0
Active Installs
1
Versions
Install in OpenClaw
/install agent-reflect-engine
Description
Analyzes AI agent decision logs to find reasoning errors and suggests fixes to enhance performance and reduce hallucinations.
README (SKILL.md)
Agent Reflect Engine
A self-reflection engine that analyzes AI agent decision logs to identify reasoning flaws and suggest optimization patches, improving long-term performance and reducing hallucination.
Usage
# Analyze agent logs and get reflection report
python agent_reflect_engine.py logs/agent_trace.jsonl --output report.json
# Include trusted knowledge base for hallucination detection
python agent_reflect_engine.py logs/agent_trace.jsonl --knowledge kb.json --output report.json
# Pipe directly for automation
python agent_reflect_engine.py logs/latest.jsonl | jq '.patch_suggestions'
Price
$9.99
Usage Guidance
This skill appears to do exactly what it says: analyze log files and suggest patches. Before running: (1) fix or be aware of the filename mismatch in SKILL.md (the included script is tool.py), (2) review the included tool.py (already done here) and run it in a controlled environment, (3) only pass log files you intend to analyze (logs may contain sensitive secrets or PII), and (4) the tool has no network calls or credential use, but it will read any files you point it at and write the output file you specify — avoid writing to sensitive system paths.
Capability Analysis
Type: OpenClaw Skill
Name: agent-reflect-engine
Version: 1.0.0
The Agent Reflect Engine is a utility for analyzing AI agent logs to identify reasoning errors and hallucinations. The Python script (tool.py) uses only standard libraries to process JSON data and lacks any high-risk behaviors such as network access, shell execution, or sensitive file interaction. The documentation (SKILL.md) is purely descriptive and contains no prompt injection attempts.
Capability Assessment
Purpose & Capability
The description (analyze agent decision logs, detect hallucinations/repetition/inefficiencies, and suggest patches) matches the included Python code: the tool loads a log file and optional knowledge base, runs heuristic detectors, and emits a JSON report. The only minor mismatch is that SKILL.md examples reference 'agent_reflect_engine.py' while the included file is named 'tool.py' (the script's internal header matches the described tool).
Instruction Scope
SKILL.md usage examples align with the script's CLI (log input, optional knowledge base, output file) and show piping for automation. However, the filename mismatch (agent_reflect_engine.py vs tool.py) is a documentation inconsistency you should resolve before running. The tool will read any filepath you pass as the log or knowledge base, so avoid passing unrelated or sensitive system files.
Install Mechanism
No install spec is provided (instruction-only plus an included Python script). That is low-risk: nothing is downloaded or installed automatically. Running the script will only execute the local Python code.
Credentials
The skill declares no environment variables, credentials, or config paths and the code does not read env vars or network endpoints. Requested access (reading the provided log and optional knowledge base files) is proportionate to its purpose.
Persistence & Privilege
The skill does not request persistent/system-level presence (always is false) and does not modify other skills or system config. It only reads files you explicitly provide and writes a report to stdout or a user-specified output file.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install agent-reflect-engine - After installation, invoke the skill by name or use
/agent-reflect-engine - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of Agent Reflect Engine.
- Analyzes AI agent decision logs to detect reasoning flaws and suggest optimization patches.
- Supports optional integration with a trusted knowledge base for improved hallucination detection.
- Provides actionable reflection reports to boost long-term agent performance.
- Command-line usage with flexible input/output and automation support.
Metadata
Frequently Asked Questions
What is Agent Reflect Engine?
Analyzes AI agent decision logs to find reasoning errors and suggests fixes to enhance performance and reduce hallucinations. It is an AI Agent Skill for Claude Code / OpenClaw, with 110 downloads so far.
How do I install Agent Reflect Engine?
Run "/install agent-reflect-engine" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Agent Reflect Engine free?
Yes, Agent Reflect Engine is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Agent Reflect Engine support?
Agent Reflect Engine is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Agent Reflect Engine?
It is built and maintained by albionaiinc-del (@albionaiinc-del); the current version is v1.0.0.
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