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Decision Dynamo
by
mdomerofski
· GitHub ↗
· v1.0.0
256
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Install in OpenClaw
/install decision-dynamo
Description
Run a weighted decision matrix to score and rank 2-4 options across 5 configurable criteria. Use when a user needs help choosing between options, comparing t...
README (SKILL.md)
Decision Dynamo
Run a weighted matrix analysis to score and rank options objectively.
Workflow
- Gather options — Identify 2–4 named choices to compare.
- Set weights — Ask the user to rate how important each of the 5 criteria is (1–10).
- Score options — For each option, rate it 1–10 on each criterion.
- Run the matrix — Execute
scripts/decision_matrix.py(interactive or JSON mode). - Present results — Share the ranked output and briefly explain the winner.
Running the Script
Interactive mode (guided prompts):
python3 scripts/decision_matrix.py
JSON mode (pre-built input):
python3 scripts/decision_matrix.py input.json
See references/criteria.md for the JSON schema, criteria definitions, scoring scale, and inversion logic for negative criteria.
The Five Criteria
| Criterion | Type |
|---|---|
| Skill/Leverage Gain | Positive |
| Goal Alignment | Positive |
| Mental/Emotional Drag | Negative (inverted) |
| Financial Cost | Negative (inverted) |
| Time and Effort | Negative (inverted) |
Negative criteria use (11 - score) * weight so that less drag = higher score.
Agent Guidance
- If the user hasn't defined weights, suggest defaults (all equal at 5) and ask if they want to adjust.
- If scoring feels subjective, help the user by asking "on a scale of 1–10, how much does this option [criterion]?"
- After presenting results, offer to re-run with adjusted weights to test sensitivity.
- Always show the winner clearly and explain why it scored highest in plain language.
Usage Guidance
This skill appears safe and does what it claims: a local decision-matrix tool that reads an optional JSON file or uses interactive input. Before running: ensure you have Python 3, inspect the script if you downloaded the skill from an untrusted source, and avoid pointing the script at sensitive or system files (it expects a JSON formatted input only). No network access or secrets are requested by the skill.
Capability Analysis
Type: OpenClaw Skill
Name: decision-dynamo
Version: 1.0.0
The 'decision-dynamo' skill is a legitimate tool for performing weighted decision matrix analysis. The Python script (scripts/decision_matrix.py) correctly implements scoring logic for user-provided options, and the instructions (SKILL.md) align perfectly with the stated purpose without any signs of prompt injection, data exfiltration, or unauthorized execution.
Capability Assessment
Purpose & Capability
Name/description match the contained functionality. The included script and documentation implement a 2–4 option, 5-criterion weighted decision matrix exactly as described; there are no unrelated requirements or extras.
Instruction Scope
SKILL.md instructs the agent to gather options/weights/scores and run the local script (interactive or JSON mode). The script only reads an optional input JSON file and solicits console input in interactive mode; it does not access other system files, environment variables, or external endpoints.
Install Mechanism
This is an instruction-only skill with no install spec. No downloads, package installs, or archive extraction are performed.
Credentials
No environment variables, credentials, or config paths are required. The script requires only Python 3 and an optional JSON input file containing weights/options—both are proportional to the stated purpose.
Persistence & Privilege
always is false and the skill does not request persistent system presence or modify other skills/config. Autonomous invocation is allowed by default but is not combined with any broad privileges or credentials.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install decision-dynamo - After installation, invoke the skill by name or use
/decision-dynamo - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Decision Dynamo — a structured tool for comparing and ranking options.
- Provides a weighted decision matrix to score 2–4 options across 5 customizable criteria.
- Supports both interactive and JSON-based input modes.
- Handles positive and negative (inverted) criteria for balanced evaluation.
- Guides users to rate the importance (weights) of each criterion and score each option.
- Clearly presents the highest-scoring option and explains the reasoning behind the ranking.
- Offers to adjust weights and re-calculate for deeper decision analysis.
Metadata
Frequently Asked Questions
What is Decision Dynamo?
Run a weighted decision matrix to score and rank 2-4 options across 5 configurable criteria. Use when a user needs help choosing between options, comparing t... It is an AI Agent Skill for Claude Code / OpenClaw, with 256 downloads so far.
How do I install Decision Dynamo?
Run "/install decision-dynamo" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Decision Dynamo free?
Yes, Decision Dynamo is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Decision Dynamo support?
Decision Dynamo is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Decision Dynamo?
It is built and maintained by mdomerofski (@mdomerofski); the current version is v1.0.0.
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