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mgsgde
GitHub creator profile

mgsgde

Repository-level view of 11 collected skills across 1 GitHub repositories.

skills collected
11
repositories
1
updated
2026-07-05
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Top repositories by collected skill count, with their share of this creator catalog and occupation spread.

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Repositories and representative skills

analyze-chat-freeze
software-developers

Triage a WhisperShortcut chat-window main-thread freeze from the watchdog's on-disk hang captures and app logs — classify real vs. false-positive, localize the wedge, confirm whether the shipped fix held, and continue root-causing new variants. Use when the app beachballs/freezes/pins CPU during chat, when a new hang-*.txt appears, or when asked to investigate a chat hang.

2026-07-05
run-whisper-shortcut
software-developers

Build, launch, drive, screenshot, and walk through the WhisperShortcut macOS menu-bar app from a user's perspective. Use when asked to run, start, launch, build, screenshot, test onboarding, cognitive walkthrough, first-run activation, or visually confirm UI changes in the real app (not just tests). Covers Welcome onboarding, status menu, Settings, and Chat.

2026-06-29
analyze-user-interactions
software-developers

Mine the local user-interaction JSONL logs for systematic failures and propose improvements across system prompts, defaults, code logic, logging, and UI. Use when the user asks for improvements based on actual usage — e.g. "what's going wrong in Dictate Prompt?", "analyze my recent interactions", "find patterns in the logs", "what should we improve based on how I'm using the app?".

2026-06-29
validate-audio-verification
software-developers

Validate end-to-end that Smart Improvement audio verification is actually working — audio is captured for dictation, selected content-aware to verify recurring candidate terms, attached only when the asymmetry rule passes, used by the dictation and Whisper Glossary focuses, and retained across runs (pruned by age). Use when the user asks "is audio verification working?", after implementing or modifying the Smart Improvement audio verification feature, or when investigating why a glossary/dictation suggestion was or was not produced.

2026-06-29
audit-llm-context
software-developers

Systematically reviews all LLM-context files in this repo (.cursor/commands/, .cursor/rules/, .cursor/skills/) for stale references, factual drift vs the current codebase, redundancy across files, and files that no longer earn their slot. Produces a tiered report (broken / drift / dedup / hygiene). Use when the user asks to audit, review, check, or validate LLM-context files, cursor rules, claude skills, prompt files, or "are these instructions still correct".

2026-06-05
llm-model-docs
software-developers

Look up current official documentation AND current model lineups for OpenAI, Google Gemini, and xAI (Grok). Use BEFORE adding/changing model IDs, before answering model-capability questions (e.g. "does gpt-4o-transcribe accept a system prompt?"), AND proactively whenever you touch chat/transcription/TTS code paths (provider files, SettingsConfiguration, TranscriptionModels, ChatModelCommandResolver, SpeechService) — compare our current defaults to what each provider has shipped recently, and surface upgrade suggestions to the user if newer GA models exist. AI moves fast — always check live docs first.

2026-06-05
review-llm-state-of-the-art
software-developers

Review the app's LLM architecture and interaction design against current provider best practices (OpenAI, Gemini, xAI), then deliver a prioritized "keep / change / later" roadmap with concrete implementation slices.

2026-06-02
debugging-workflow
software-developers

Debugging in WhisperShortcut: add DebugLogger instrumentation (with right categories), rebuild, give developer a manual repro plan, then fetch and analyze logs. Use when the user reports a bug, asks to debug, wants logging added to understand flow, or the app hangs / freezes / pins the CPU.

2026-05-30
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