Use when you have high-resolution MS2 data in .ms2 format from lipid A samples and need to perform automated structure annotation to identify lipid A molecular variants and their fragmentation patterns at scale.
Oversee a batch of related work items (tickets, PRs and what blocks them) through to done from one session. Keeps a status table, sets the order, watches slow external runs, and starts Rex sessions for workers when code needs changing. Use when the user hands over a batch of work to coordinate.
GAN-inspired Generator-Evaluator agent harness for building high-quality applications autonomously. Based on Anthropic's March 2026 harness design paper. Use when a feature should be built autonomously through generator and evaluator iteration until it clears a quality bar.
Find C# methods across every loaded assembly by name / type / parameters — including private methods. Returns serialized `MethodData` entries usable as schemas for 'reflection-method-call'.
Create branch, atomic commits, push, and open a pull request with terse, exact messages. Conventional branch + commit format. PR title ≤70 chars, body says "why", not "what". Use when the user says "create pr", "create pullrequest", "create pull request", "make pr", "open pr", "open pullrequest", "open pull request", "submit pr", "raise pr", "/create-pr", or asks to ship/send changes as a pull request (PR/pullrequest/pull-request, any spelling).
Sync delta specs from a change to main specs. Use when the user wants to update main specs with changes from a delta spec, without archiving the change.
Version release workflow. Use when the user mentions 'release', 'hotfix', 'version upgrade', 'weekly release', or '发版'/'发布'/'小班车'. This skill is for release process and GitHub Release notes (not docs/changelog page writing).
The owner invokes this when I have started wandering — making things up, half-checking evidence, correcting myself every turn — and the owner can no longer tell where the work stands. It stops the current line of work, re-derives what is actually true right now from a fixed set of commands, withdraws every claim I cannot back, and restarts from that. Use when the owner types /circuit-break. Owner-invoked. The output is hard-capped and short by design; a long answer here is the failure repeating itself.
Use this skill as the operating model for the project-management (PM) agent: it runs a concrete, Scrum-like workflow over tickets and waves managed by the task store (`task_*` tools). It owns the wave events (planning / review / retro / backlog refinement), the bubble-up-to-escalation loop, and the Definition-of-Done gate. Invoked by the project-manager agent.
Automate Datadog tasks via Rube MCP (Composio): query metrics, search logs, manage monitors/dashboards, create events and downtimes. Always search tools first for current schemas.
Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications. Supports comprehensive structured reviews covering methodology assessment, contribution evaluation, literature positioning, and constructive feedback generation. Trigger on queries involving paper URLs, uploaded PDFs, arXiv links, or requests like "review this paper", "analyze this research", "summarize this study", or "write a peer review".
Master Double-Blind (Cleanroom) TDD orchestrator. Use when developing features or critical components with strict reliability, zero confirmation bias, and isolated implementer and test-generator subagents. Interactively clarifies specifications, resolves interface doubts and proposes signature improvements with the user, freezes formal interface contracts, dispatches blind subagents, executes test harnesses, and adjudicates failures.
Requires OFOX_API_KEY — create one at https://app.ofox.ai. Generate cheap vertical 9:16 drafts in one priced batch, pick a winner off the contact sheet, then re-render only that one. The cheap tier is the point — several times cheaper per second, so a whole set can cost less than one flagship clip. Use when a user wants Shorts/Reels/TikTok raw material rather than one finished video, e.g. "give me 5 vertical clips to choose from", "a few Reels drafts for this product", "some cheap options before we commit", or "batch me some 9:16 takes". Do not use when one finished clip is wanted — go straight to the scenario skill (seedance-ad-creative, ugc-ads, seedance-short-drama, seedance-product-video), which is also where this skill gets the prompt it drafts.