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Nm Parseltongue Python Performance

v1.0.0

Python performance profiling and optimization: bottleneck detection, memory tuning, benchmarking

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by@athola
MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
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Benign
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Benign
high confidence
✓
Purpose & Capability
Name, description, and included module files all focus on Python profiling, memory tuning, benchmarking, and optimization patterns. There are no unrelated credential or binary requirements listed.
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Instruction Scope
SKILL.md and module files provide code snippets and guidance for cProfile, tracemalloc, py-spy, memory-profiler, line-profiler, pytest-benchmark, etc. Instructions do not ask the agent to read unrelated files, exfiltrate data, or contact external endpoints; suggested commands are limited to profiling/benchmarking.
✓
Install Mechanism
This is instruction-only with no install spec. The modules suggest installing common pip packages (e.g., memory-profiler, py-spy, pytest-benchmark), which is proportionate and expected for a profiling guide.
✓
Credentials
No environment variables, credentials, or config paths are requested. The guidance does not reference accessing secrets or unrelated system configuration.
✓
Persistence & Privilege
Skill is not always-enabled and does not request elevated persistence. Normal autonomous invocation is allowed (platform default) and appropriate for a utility skill; there is no indication it modifies other skills or system-wide settings.
Assessment
This skill is an instructional collection of profiling and optimization patterns and appears internally consistent. Before using: (1) be aware that following the guide may lead you to pip-install third-party packages—only install packages you trust from PyPI; (2) tools like py-spy require permissions to inspect running processes, so avoid profiling sensitive production workloads without authorization; (3) the snippets are examples, not production-ready code—review and adapt them for your environment. Overall this looks safe and appropriate for its stated purpose.

Like a lobster shell, security has layers — review code before you run it.

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License

MIT-0
Free to use, modify, and redistribute. No attribution required.
Termshttps://spdx.org/licenses/MIT-0.html

Runtime requirements

⚡ Clawdis

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