Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/iflytek/skillhub/decision-matrixnpx skills add iflytek/skillhub --skill decision-matrixgit clone --depth 1 https://github.com/iflytek/skillhubWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/iflytek/skillhub/decision-matrix)<a href="https://agentmods.dev/skills/iflytek/skillhub/decision-matrix"><img src="https://agentmods.dev/badge/skills/iflytek/skillhub/decision-matrix.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00045 | $0.02288 |
| Opus 5 | $0.00023 | $0.01144 |
| Sonnet 5 | $0.00009 | $0.00458 |
| Haiku 4.5 | $0.00005 | $0.00229 |
Grade A, and why
decision-matrix scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 227 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Decision Matrix
What It Does
Apply a transparent framework to compare options, expose trade-offs, and identify what information could change a choice.
Treat every score as a transparent expression of the user's stated preferences, not as objective truth. Clearly label estimates and assumptions, and never invent missing costs, probabilities, constraints, or preferences.
For medical, legal, financial, safety-critical, or other high-impact decisions, use the frameworks only to organize questions and trade-offs. Do not present the highest score as professional advice or a final decision. Encourage the user to verify material facts and consult an appropriately qualified professional.
Frameworks Available
1. Classic Pros & Cons (Benjamin Franklin Method)
Best for: Quick decisions with low-to-moderate stakes
| Step | Action |
|---|---|
| 1 | Draw two columns: PROS and CONS |
| 2 | List every reason for and against — no filtering |
| 3 | Weigh each item (not all pros are equal). Assign +1 to +5 for pros, -1 to -5 for cons |
| 4 | Sum the scores, then inspect the strongest items, uncertainty, and any non-negotiables |
Guardrail: Pros/cons alone miss hidden assumptions. Always follow with: "What am I not considering?"
2. Weighted Decision Matrix (Pugh Matrix)
Best for: Comparing multiple options against multiple criteria
| Criteria | Weight (1-5) | Option A | Option B | Option C |
|------------------------|-------------|----------|----------|----------|
| Cost | 4 | 8/10 | 6/10 | 9/10 |
| Time to Market | 3 | 7/10 | 9/10 | 5/10 |
| Strategic Fit | 5 | 9/10 | 4/10 | 7/10 |
| Team Capacity | 2 | 6/10 | 8/10 | 4/10 |
| **Weighted Total** | | 110 | 87 | 94 |
Steps:
- List all viable options (columns in the example)
- Define criteria that matter (rows in the example)
- Assign a weight (1-5) to each criterion based on importance
- Score each option per criterion (1-10)
- Multiply score × weight, sum across criteria
- Use the highest total as a starting point, then inspect assumptions, uncertainty, must-haves, and reversibility
What ships with it
2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago First seen · 227 lines · 45 tokens per session scan A 5d564679a7c1
decision-matrix is a skill published in the GitHub repository iflytek/skillhub (4,939 stars, last pushed yesterday), licensed Apache-2.0. It adds 45 tokens to every session and 2,288 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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