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SkillsMP has collected 27 skills from mattmireles/kokoro-coreml. Open a skill to review its source and details.
Showing 27 of 27 collected skills.
Applies David Ogilvy–style copy discipline to reader-facing text in kokoro-coreml: README and guides, bakeoff and performance narratives, CLI and script output, error messages, integration notes, and docstrings that read as product copy. Use when the user…
Clarifies what “ship” means for kokoro-coreml: there is no Cloudflare-style multi-worker deploy script. Use for tagging releases, pushing the branch, coordinating with the macOS app repo, or verifying exports before handoff. Before treating a revision as…
Adopts the Ilya Sutskever persona and judgment for on-device ML work in kokoro-coreml: PyTorch tracing, Core ML conversion, MIL/op compatibility, ANE/GPU/CPU scheduling, precision and parity validation, and bakeoffs vs reference PyTorch. Use when the user…
Systematic debugging for kokoro-coreml: consult README/ (guides and learnings) and CLAUDE.md first, pull current library docs via Context7 MCP when coremltools/PyTorch/API behavior is uncertain, parallelize investigation with multiple subagents when stuck,…
Runs the full multi-agent audit workflow on the user's exact task scope, fixes every in-scope issue that blocks Architecture, Correctness risk, or Complexity debt from grade A, re-audits that same scope until all three are A, then commits only loop-owned…
Creates technical field guides by synthesizing what the public internet says about a hard, non-obvious external domain via Gemini Deep Research Max (llm-workflows create_guide_v1). A guide is a durable “afternoon of Googling” artifact for kokoro-coreml — not…
Ingests offline deep-research exports into README guides for kokoro-coreml: cleans markdown, corrects library/API claims with Context7 when docs contradict the draft, annotates firsthand repo contradictions without stripping useful “worth trying” external…
Gets two independent, read-only opinions on a concrete technical decision, diagnosis, plan, or tradeoff from GPT-5.6 Sol at xhigh reasoning and Claude Fable 5 at max effort, then reconciles agreement and disagreement without treating model consensus as proof.…
Validate Kokoro experiment and listening-decision labels, gate categories, and result manifests. Use for pass/warn/fail decision records, F0 or audio listening reviews, bakeoff classifications, or preventing invented result categories. Do not use for model…
Profile Kokoro and related Core ML packages to establish actual CPU, GPU, and Neural Engine placement, latency, and silent fallback behavior. Use for device compute plans, scheduling claims, package-shape changes, warmed timing, or hardware comparisons.
Validate Kokoro Core ML exports against their frozen PyTorch/reference behavior and audio-quality gates. Use for numerical parity, input/output shape drift, export regressions, CPU-fallback signals, SDK bundles, or release-readiness evidence.
Operate Kokoro's direct Gemini audio-judge workflow and diagnose Gemini API transport, response parsing, rubric, and artifact-boundary failures. Use for scripts/gemini_audio_judge_direct.py, audio quality judging, judge fixtures, or Gemini API behavior; do…
Route Core ML work inside kokoro-coreml without depending on a personal ~/.cursor skill. Use for conversion, numerical parity, compute-plan profiling, ANE/GPU/CPU placement, Swift SDK behavior, TTS quality, or bakeoffs. Delegate to the repo-local child skills…
Run the controlled bakeoff benchmark on this machine. Prepares inputs, builds the Swift pipeline, runs the counterbalanced harness for all available configs (A, D, E, F), records results, and updates performance-notes.md. Use when the user says "run the…
Judge generated Kokoro TTS audio clips with Gemini through llm-workflows. Use when the user asks whether synthesized speech sounds good, intelligible, whispery, corrupt, or acceptable, or when comparing PyTorch reference clips against Core ML / Swift pipeline…
Master skill for managing the owner-operated Botnet Mac fleet across gist, botnet, and kokoro-coreml. Use when checking fleet health, rolling Mac workers, debugging scrape.remote_browser, tts.kokoro_coreml, or precompute workers, handling LaunchAgents, SSH…
Guides users through creating effective Agent Skills for Cursor. Use when you want to create, write, or author a new skill, or asks about skill structure, best practices, or SKILL.md format.
Execute a checked-in implementation plan like execute-plan (phase-by-phase, commits, push, CI), then run the full audit skill on the execution scope and require Architecture, Correctness risk, and Complexity debt grades all A—fix findings and repeat until all…
Execute a checked-in implementation plan for this repo phase by phase. Commits land once per completed phase locally; push and CI monitoring run once after every phase is done (not after each phase). Use when the user provides a concrete plan path and wants…
Commits any pending work via git-commit, syncs with origin (fetch, merge-oriented pull), pushes the current branch, watches GitHub Actions, and fixes root causes until CI is green—including coverage gates without lowering thresholds. Use when the user asks to…
Triggered when the user’s message includes the word **audit** (primary routing hook). Findings-first review of the kokoro-coreml repo or a scoped slice (paths, diff, commits)—runs pytest (and optional lint when configured) as mechanical signals, optionally…
Create an implementation plan for this repo. Use when the user wants a checked-in plan under README/Plans, wants the work scoped into phases, and expects the plan to be built from repo guides and notes first, with Context7 only when current external library…
Write or review inline code documentation that captures domain knowledge, non-obvious constraints, non-greppable cross-file contracts, and state lifecycle. Use when the task is adding or reviewing Python docstrings, file headers, state docs, or constant…
Produces comprehensive Git commit messages (what and why) and, when authorized, stages and commits. By default stages the entire working tree (all pending changes), including work from other agents or earlier sessions—not only files the current agent touched.…
Write or repair repo markdown files. Use when the task is editing README files, guides, plans, notes, or markdown lint failures. Apply the repo's markdown rules, preserve the right template or document structure, and keep prose tight. Do not use for inline…
Audit a completed plan phase in this repo. Use when a phase has just been implemented and needs a findings-first review against the active plan, changed files, linked guides, and the canonical audit rubric before commit or before moving to the next phase. Do…
Write or update repo notes under README/Notes. Use when the user wants debugging notes, investigation notes, audit notes, or institutional memory captured in the repo. Prefer updating the right high-level notes document over creating a fresh file for every…