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Evaluate and compare technology stacks with TCO analysis, security assessment, and ecosystem health scoring.
Passed 14 of 22 test cases with the skill, and 5 of 22 without it.
and 6 more in the full report
9 fixed5 passed either way8 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which Python module and class from the evaluator toolset should be imported to calculate community viability scores from metric dictionaries?
| Checked | Without skill | With skill |
|---|---|---|
| Import `EcosystemAnalyzer` from `ecosystem_analyzer`. | Missed | Passed |
The instructions your model reads when the skill loads.
Evaluate and compare technologies, frameworks, and cloud providers with data-driven, weighted analysis and actionable recommendations.
When NOT to use: trivial decisions between similar tools (use team preference), mandated technology choices (decision already made), emergency production issues (use monitoring tools).
Before the evaluation, confirm these inputs. If any is unknown or vague, ASK — do not assume:
Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
All scripts are Python library modules — import the class and call its methods. See references/tool-reference.md for full parameters and outputs.
| Tool | Purpose | Entry point |
|---|---|---|
stack_comparator.py | Weighted comparison across 8 categories | from stack_comparator import StackComparator |
test cases passed, vs 5 / 22 without
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