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performance-budget
【数据与研究】Use when reviewing CI configuration, bundle analysis workflows, or pull requests that add dependencies and assets. Distinguish bundle-size budgets from runtime budgets such as Lighthouse or Core Web Vitals so teams can enforce both.
ads
【效率与协作】When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when the user mentions 'PPC,' 'paid media,' 'ROAS,' 'CPA,' 'ad campaign,' 'retargeting,' 'audience targeting,' 'Google Ads,' 'Facebook ads,' 'LinkedIn ads,' 'ad budget,' 'cost per click,' 'ad spend,' …
research-grants
【数据与研究】Supports research proposal preparation and review for NSF, NIH, DOE, DARPA, and Taiwan NSTC, including opportunity-specific requirements, aims, review criteria, budgets, broader impacts, forms, and resubmissions. Use for investigator-authored grant development, compliance matrices, and proposal critiques.
uncertainty-and-units
【数据与研究】Tracks physical units and propagates measurement uncertainty in scientific calculations using pint and uncertainties. Use for unit conversion and dimensional checking, GUM uncertainty budgets, Type A and Type B evaluation, coverage factors and expanded uncertainty, Monte Carlo propagation, significant-figure and plus-minus reporting, error propagatio…
ad-campaign-analyzer
【数据与研究】Analyze cross-channel campaign data, quantify uncertainty, and propose evidence-labeled budget tests without overstating causality.
ai-engineering-toolkit
【设计与创意】6 production-ready AI engineering workflows: prompt evaluation (8-dimension scoring), context budget planning, RAG pipeline design, agent security audit (65-point checklist), eval harness building, and product sense coaching.
break-ai-fix-loops
【开发与工程】Stop ineffective AI coding repair loops with stable failure fingerprints, a three-attempt budget, real-path proof, negative controls, and tested rollback.
budget-cash-flow
【开发与工程】Budget against actual by department, category and period, with budget and actual amounts, variance, percentage used and linked expenses. Use for budget tracking or cash-flow reviews.
course-upskilling-requests
【开发与工程】Training request register: course, provider, cost, duration, budget line, the three approval steps, service bond and completion evidence. Use for upskilling approvals.
events-activities
【效率与协作】Event register: type, date and time, venue, organizer, audience, budget against actual cost, RSVP and attendance counts and feedback score. Use for event tracking.
expense-management
【效率与协作】Expense claim register: claim id, employee and department, amount and tax, approver and level, category, cost centre, budget line, receipt flag and status. Use for claim approvals.
frontend-lighthouse
【设计与创意】Add a portable Lighthouse CI gate for production frontend builds with Core Web Vitals budgets, category floors, median runs, and CI artifacts.
indexing-issue-auditor
【效率与协作】High-level technical SEO and site architecture auditor. Invoke to scan local or live environments for indexing, crawl budget, and structural errors.
nextjs-seo-indexing
【效率与协作】Fix SEO indexing issues, crawl budget problems, and Search Console coverage errors for Next.js apps. Covers canonical tags, noindex audits, sitemap health, static rendering, and internal linking.
nika
【效率与协作】Runs repeatable AI work as checked, budgeted workflow files.
observability-monitoring-slo-implement
【设计与创意】You are an SLO (Service Level Objective) expert specializing in implementing reliability standards and error budget-based engineering practices. Design comprehensive SLO frameworks, establish meaningful SLIs, and create monitoring systems that balance reliability with feature velocity.
odoo-project-timesheet
【效率与协作】Expert guide for Odoo Project and Timesheets: task stages, billable time tracking, timesheet approval, budget alerts, and invoicing from timesheets.
organization-design
【设计与创意】Org structure register: department, type, parent, head, location, approved against actual headcount, annual budget, cost centre code and establishment date. Use for org design.