Make text sound natural by removing AI writing patterns. For commit messages, PR descriptions, review comments, docs, changelogs, and any text that sounds robotic or AI-generated.
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npx claudepluginhub smykla-skalski/sai --plugin humanizeWrite tests that verify behavior (not implementation), use table-driven/parameterized patterns, and minimize mocking. Supports Go, Python, TypeScript, Java, and Rust.
Staff-engineer-level code review evaluating architectural alignment, system-level implications, failure modes, performance, scalability, observability, security, and cross-team impact.
Diagnose and fix flaky e2e tests and connectivity issues in service mesh environments (Kuma, Istio, Linkerd, Consul). Covers 11 root causes: timing races, xDS propagation delays, Gomega misuse, pod availability races, mTLS/SDS readiness, Envoy circuit breakers, and outlier detection. Includes Python scripts for live Envoy diagnostics.
Build and refine staff-level engineering resumes through interactive coaching, research-backed best practices, and per-job tailoring.
Interactive KubeCon CFP submission writer with data-driven insights from 1,100+ accepted talks and official reviewer criteria.
AI-powered writing quality tools - Detect and remove AI writing patterns to make text sound natural and human-written
Make assistant output sound human. Strip AI-isms (sycophancy, stock vocab, hedging stacks, em-dash pileups), engineer burstiness, restore voice. Preserves code, URLs, and technical accuracy.
Remove signs of AI-generated writing from text to make it sound natural and human-written
Audit & rewrite content to remove AI writing patterns ("AI-isms"). Supports detect-only and edit-in-place modes, voice profiles, and iterate-to-convergence.
Writing skills for removing AI slop and writing in a precise Rossmann-style voice
Writing quality validation and AI pattern detection. Identify AI-generated patterns, enhance authenticity, and enforce writing standards. Includes writing-validator agent and ai-pattern-detection skill.