johnml1135

Use when local Copilot/Qwen/LLM Gateway hits prompt bloat, context limits, slow prefill, timeouts, or 24GB GPU token-budget issues.

Use when local Qwen, llama-server, or ik_llama.cpp dies, stalls, times out, OOMs, cancels, or needs log-based failure diagnosis.

Use when a local-agent coding task needs minimal repo context, targeted file discovery, compact search, or a small implementation brief.

Use when a local Copilot/Qwen chat is too long and needs compaction, checkpointing, restart, or a handoff summary.

Use when local Qwen/Copilot should delegate isolated research, review, or summarization to subagents without bloating parent context.

Use when local Copilot/Qwen tool calls fail, malformed tool JSON appears, tools are skipped, or LLM Gateway agent mode is flaky.

Use when implementing or modifying Fastify API routes, REST endpoints, form posts, WebSocket events, stream file routes, buildApp(deps), typed service dependencies, schemas, hooks, plugins, or API tests in this repository.

Use when changing Fastify routes, plugins, services, VLC/catalog/session boundaries, app factory wiring, or tests in this repo where architecture, clean code, dependency direction, lifecycle ownership, or testability decisions matter.

Use when adding, changing, or reviewing Fastify, Vitest, Playwright, VLC worker, HLS playback, temp-cache, fake-process, or Node service tests in this repository.

Use when changing, reviewing, or debugging TypeScript in this Node ESM repo, especially strict types, Fastify routes, VLC process boundaries, worker interfaces, or Vitest tests

Use when working on VLC DVD streaming, HLS manifests or segments, hls.js/native HTML5 video playback, VLC track selection, or browser media failures in this repository.

Read-only Python utilities for Jira, Confluence, and Bitbucket integration. Provides read access to issues, search, workflows, pages, pull requests, commit history, and more. Use when users need to query Atlassian products like "get a Jira issue", "search Confluence pages", "view pull request details", or "get commit history". This variant excludes all write operations for token efficiency and safety.

Implement the approved plan or design with minimal scope and adherence to repo conventions.

Verify behavior and run appropriate tests to confirm the change set.

Python utilities for Jira, Confluence, and Bitbucket integration. Provides issue management, search, workflows, page management, pull requests, commit history, and more. Use when users need to interact with Atlassian products like "create a Jira issue", "search Confluence pages", "create a pull request", "get commit history", or "update sprint status".

Plan and design a change set. Define scope, constraints, risks, and acceptance signals before implementation.