Popular DevOps & Cloud Skills

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Argentina Iva

Use this skill whenever asked to prepare, review, or classify transactions for an Argentina IVA (Impuesto al Valor Agregado) return or advise on Argentine VAT registration, filing, and AFIP compliance. Trigger on phrases like \"prepare IVA return\", \"Argentine VAT\", \"IVA Argentina\", \"AFIP\", \"CUIT\", or any Argentina IVA request. ALWAYS read this skill before touching any Argentina IVA work.

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Argentina References

Primary source references and related open-source projects for this jurisdiction.

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Armenia Vat

Use this skill whenever asked to prepare, review, or classify transactions for an Armenian VAT (AVH) return for any client. Trigger on phrases like \"Armenia VAT\", \"Armenian VAT\", \"AVH return\", \"SRC filing\", or any request involving Armenian VAT filing. This skill covers standard VAT payers filing monthly returns. Turnover tax, micro-enterprise, and IT sector special regimes are in the refusal catalogue. MUST be loaded alongside vat-workflow-base v0.1 or later. ALWAYS read this skill before touching any Armenian VAT work.

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Asia Pacific Corridors

OpenAccountants tax and accounting reference for INTL: asia pacific corridors. Use for cross-border questions in INTL (tax year ).

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At Income Tax

> Use this skill whenever asked about Austrian income tax (Einkommensteuer) for self-employed individuals filing form E1. Trigger on phrases like \"Einkommensteuer\", \"ESt\", \"E1 Erklarung\", \"Gewinnfreibetrag\", \"Betriebsausgabenpauschale\", \"Absetzbetrge\", \"Sonderausgaben\", \"selbstandig Steuer Osterreich\", \"Austrian income tax\", \"self-employed tax Austria\", or any question about computing or filing income tax for a self-employed person in Austria. This skill covers progressive tax brackets (0--55%), Gewinnfreibetrag, Betriebsausgabenpauschale, Sonderausgaben, aussergewohnliche Belastungen, Absetzbetrge, SV deductibility, and E1/E1a structure. ALWAYS read this skill before touching any Austrian income tax work.

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At Svs Contributions

Use this skill whenever asked about Austrian SVS (Sozialversicherungsanstalt der Selbständigen) social insurance contributions for self-employed individuals. Trigger on phrases like \"SVS contributions\", \"Austrian social insurance\", \"GSVG\", \"self-employed Austria contributions\", \"Pensionsversicherung self-employed\", \"SVS Vorschreibung\", or any question about social insurance obligations for a self-employed client in Austria. Covers pension (18.5%), health (6.8%), accident (flat monthly), and Selbständigenvorsorge. ALWAYS read this skill before touching any Austria social contributions work.

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Au Crypto Tax

> Use this skill whenever asked about Australian cryptocurrency taxation. Trigger on phrases like \"crypto tax Australia\", \"Bitcoin CGT\", \"ATO crypto\", \"crypto capital gains\", \"personal use asset crypto\", \"staking income\", \"airdrop tax\", \"DeFi tax Australia\", \"crypto cost base\", \"crypto trading tax\", \"Coinbase tax\", \"Swyftx tax\", \"CoinSpot tax\", \"NFT tax Australia\", or any question about how cryptocurrency is taxed by the ATO. This skill covers CGT treatment of crypto assets, the personal use asset exemption, trading vs investing distinction, staking and airdrop income, DeFi events, record-keeping requirements, and exchange-specific transaction patterns. ALWAYS read this skill before touching any Australian crypto tax work.

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Au Individual Return

> Use this skill whenever asked about Australian individual income tax for sole traders. Trigger on phrases like \"how much tax do I pay in Australia\", \"Australian tax return\", \"sole trader tax\", \"ABN tax\", \"Medicare levy\", \"LITO\", \"PAYG\", \"tax brackets Australia\", \"BAS\", \"instant asset write-off\", \"home office deduction\", \"HELP repayment\", \"HECS debt\", \"small business income tax offset\", \"motor vehicle deduction\", or any question about filing or computing income tax for an Australian sole trader. Covers 2024-25 Stage 3 tax rates, Medicare levy and surcharge, LITO, business income computation, allowable deductions, depreciation, instant asset write-off, small business income tax offset, HELP/HECS repayments, and final tax computation. ALWAYS read this skill before touching any Australian income tax work.

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Au Medicare Levy

> Use this skill whenever asked about the Australian Medicare Levy, Medicare Levy Surcharge (MLS), low-income reduction thresholds, family thresholds, surcharge tiers, private health insurance (PHI) rebate interaction, or Medicare levy exemptions. Trigger on phrases like \"Medicare levy\", \"Medicare surcharge\", \"MLS\", \"do I pay Medicare levy\", \"low income Medicare\", \"Medicare levy reduction\", \"Medicare levy exemption\", \"private health insurance rebate\", \"PHI rebate\", \"M1\", \"M2\", or any question about Medicare-related levies on an Australian tax return. ALWAYS read this skill before touching any Medicare levy work.

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Au Payg Instalments

> Use this skill whenever asked about Australian PAYG Instalments for sole traders. Trigger on phrases like \"PAYG instalments\", \"BAS T1 T2 T7 T9\", \"instalment rate\", \"instalment amount\", \"ATO instalment\", \"GDP uplift\", \"GIC\", \"variation of instalments\", or any question about income tax prepayments through the Business Activity Statement. Covers entry/exit thresholds, instalment rate method (T1/T2), instalment amount method (T7), GDP uplift factor, voluntary variation, GIC exposure on under-estimation, and quarterly/annual election. ALWAYS read this skill before touching any PAYG instalment work for Australia.

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Au Rental Property

> Use this skill whenever asked about Australian rental property income and deductions. Trigger on phrases like \"rental income Australia\", \"negative gearing\", \"rental deductions\", \"investment property tax\", \"Division 40\", \"Division 43\", \"capital works deduction\", \"depreciation schedule\", \"rental property CGT\", \"rental withholding\", \"body corporate fees\", \"strata levy deduction\", \"repairs vs improvements\", \"TR 97/23\", or any question about completing the rental property schedule in an Australian individual tax return. This skill covers rental income reporting, deductible expenses, depreciation (Div 40 plant and Div 43 building), negative gearing, CGT on disposal, non-resident withholding, and common transaction classifications. ALWAYS read this skill before touching any Australian rental property work.

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Au Return Assembly

Final orchestrator skill that assembles the complete Australian filing package for Australian-resident sole traders. Consumes outputs from all Australian content skills (australia-gst for BAS, au-individual-return for ITR, au-super-guarantee for voluntary contributions, au-medicare-levy for levy and surcharge, au-payg-instalments for instalment schedule) to produce a single unified reviewer package containing every worksheet, every form, every brief section, all cross-skill reconciliations, and the final action list with payment instructions, filing instructions, and next-year planning. This is the capstone skill that runs last and produces the final deliverable. MUST be loaded alongside all Australian content skills listed above. Australian full-year residents only. Sole traders only.

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Au Sole Trader Schedule

> Australian sole trader business schedule (Business and Professional Items Schedule for Individuals). Covers assessable business income, allowable deductions, home office (fixed rate 67c/hour or actual), motor vehicle (logbook or cents per km at 85c/km), depreciation (instant asset write-off, simplified pooling, general pooling), prepaid expenses, and trading stock.

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Au Super Guarantee

> Use this skill whenever asked about Australian Superannuation Guarantee (SG) obligations, voluntary super contributions, concessional and non-concessional caps, Division 293 tax, government co-contribution, spouse contribution tax offset, carry-forward rules, or any question about super for sole traders or employers. Trigger on phrases like \"how much super do I pay\", \"SG rate\", \"super guarantee\", \"concessional cap\", \"Division 293\", \"salary sacrifice super\", \"personal super contribution deduction\", \"co-contribution\", \"BPAY super\", \"ATO super clearing house\", \"super fund contribution\", or any question about Australian superannuation. Also trigger when classifying bank statement transactions showing super fund payments, BPAY super debits, or ATO Small Business Super Clearing House (SBSCH) payments. ALWAYS read this skill before touching any SG-related work.

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Australia Bookkeeping

> Use this skill whenever asked about Australian bookkeeping for sole traders, partnerships, or small companies. Trigger on phrases like \"chart of accounts\", \"BAS\", \"GST codes\", \"bookkeeping\", \"profit and loss\", \"balance sheet\", \"AASB\", \"simplified disclosures\", \"Tier 2\", \"bank reconciliation\", \"expense categories\", \"revenue recognition\", \"depreciation\", \"instant asset write-off\", \"small business pool\", \"ABN\", \"ATO reporting\", \"activity statement\", \"accrual basis\", \"cash basis\", \"general ledger\", or any question about day-to-day transaction recording, financial statement preparation, or account coding for an Australian business.

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Australia Financial Statements

> Use this skill when preparing, reviewing, or advising on annual financial statements for an Australian company. Trigger on phrases like \"ASIC financial report\", \"AASB\", \"Australian Accounting Standards\", \"general purpose financial statements\", \"special purpose financial statements\", \"large proprietary company\", \"small proprietary company\", \"directors' report Australia\", \"audit Australia\", \"Form 388\", \"Corporations Act 2001 reporting\", or any question about preparing and filing statutory accounts under the Corporations Act 2001. Covers AASB frameworks, size thresholds (large/small proprietary), required statements, formats, notes, lodgement deadlines, and audit requirements.

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Australia Formation

> Use this skill whenever asked about forming, incorporating, or registering a company in Australia. Trigger on phrases like \"set up a company in Australia\", \"Pty Ltd\", \"ASIC registration\", \"Australian company formation\", \"register a business Australia\", \"ABN\", \"ACN\", \"proprietary limited\", \"sole trader Australia\", \"partnership Australia\", or any question about starting a business entity in Australia. Covers entity types (Pty Ltd, Ltd, sole trader, partnership, trust), registration process, costs, post-formation compliance, and bank account opening. ALWAYS read this skill before advising on Australian company formation.

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Australia Gst

Use this skill whenever asked to prepare, review, or classify transactions for an Australian GST return (Business Activity Statement / BAS) for any client. Trigger on phrases like \"prepare BAS\", \"do the GST\", \"fill in BAS\", \"create the return\", \"GST return\", \"Activity Statement\", or any request involving Australian GST filing. Also trigger when classifying transactions for GST purposes from bank statements, invoices, or other source data. This skill covers Australia only and covers both Simpler BAS and full BAS reporting. GST groups, margin scheme, partial exemption complex, and going concern are all in the refusal catalogue. ALWAYS read this skill before touching any GST-related work.

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Australia References

Primary source references and related open-source projects for this jurisdiction.

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Australia Tax Optimization

> Use this skill when advising on LEGAL tax minimization strategies for Australian taxpayers — individuals, sole traders, and small business owners. Trigger on phrases like \"reduce my tax\", \"tax planning Australia\", \"salary vs dividends\", \"negative gearing\", \"instant asset write-off\", \"superannuation strategy\", \"CGT discount\", \"trust distribution\", \"income splitting\", \"GAAR\", \"Part IVA\", or any question about structuring affairs to legally minimize Australian tax. Covers entity selection, deduction optimization, capital allowances, loss utilization, timing strategies, GST planning, superannuation, and red lines. ALWAYS read this skill before giving Australian tax optimization advice.

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Austria Vat Return

Use this skill whenever asked to prepare, review, or classify transactions for an Austrian VAT return (Umsatzsteuervoranmeldung / UVA) or annual declaration (Umsatzsteuererklärung / U1) for a self-employed individual or small business in Austria. Trigger on phrases like \"prepare UVA\", \"Austrian VAT return\", \"Umsatzsteuer\", \"classify transactions for Austrian VAT\", or any request involving Austria VAT filing. This skill covers Austria only, standard regime (Regelbesteuerung). Kleinunternehmerregelung, partial exemption, margin scheme (Differenzbesteuerung), and VAT groups (Organschaft) are in the refusal catalogue. MUST be loaded alongside BOTH vat-workflow-base v0.1 or later AND eu-vat-directive v0.1 or later. ALWAYS read this skill before touching any Austrian VAT work.

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Az Income Tax

Use this skill whenever asked about Arizona individual income tax for self-employed individuals or sole proprietors — filing Form 140, AZ estimated tax (Form 140ES), Arizona flat tax rate, Arizona standard deduction, or any query involving Arizona state income tax compliance. Trigger on phrases like \"Arizona income tax\", \"AZ income tax\", \"Form 140\", \"Arizona estimated tax\", \"Arizona self-employed tax\", \"AZDOR income tax\", \"Arizona flat tax\", or \"ARS §43\".

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Az Sales Tax

Use this skill whenever asked about Arizona sales tax, Arizona Transaction Privilege Tax (TPT), Arizona use tax, Arizona tax nexus, or any request involving Arizona state-level consumption taxes. Trigger on phrases like \"Arizona sales tax\", \"AZ sales tax\", \"TPT\", \"Transaction Privilege Tax\", \"Arizona DOR\", or any request involving Arizona TPT compliance. CRITICAL -- Arizona has a Transaction Privilege Tax on the SELLER, not a traditional sales tax. ALWAYS load us-sales-tax first.

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Azerbaijan Vat

Use this skill whenever asked to prepare, review, or classify transactions for an Azerbaijan VAT (EDV) return for any client. Trigger on phrases like \"Azerbaijan VAT\", \"EDV return\", \"Azerbaijani tax\", or any request involving Azerbaijan VAT filing. This skill covers standard EDV payers filing monthly returns. Simplified tax regime and micro-enterprise exemptions are in the refusal catalogue. MUST be loaded alongside vat-workflow-base v0.1 or later. ALWAYS read this skill before touching any Azerbaijan VAT work.

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Bahamas Vat

Use this skill whenever asked to prepare, review, or classify transactions for a Bahamas VAT return for any client. Trigger on phrases like \"Bahamas VAT\", \"DIR Bahamas\", \"Department of Inland Revenue Bahamas\", or any request involving Bahamas VAT. The Bahamas has NO income tax — VAT is the primary tax. MUST be loaded alongside vat-workflow-base v0.1 or later. ALWAYS read this skill before touching any Bahamas VAT work.

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Bangladesh Pit

Use this skill whenever asked to prepare, review, or classify transactions for Bangladesh Personal Income Tax, annual return filing with NBR, or advise on Bangladeshi income tax slabs, exemptions, and investment rebates. Trigger on phrases like \"আয়কর\", \"income tax Bangladesh\", \"NBR\", \"TIN\", \"salary tax BD\", or any Bangladesh personal tax request. ALWAYS read this skill before touching any Bangladesh PIT work.

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Bangladesh References

Primary source references and related open-source projects for this jurisdiction.

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Banking Sector

> Use this skill whenever a bank, neobank, payment institution, e-money institution, or regulated financial holding company asks about accounting, regulatory capital, or tax issues specific to financial institutions. Trigger on phrases like \"bank tax\", \"bank levy\", \"IRB approach\", \"standardised approach\", \"IFRS 9 ECL\", \"FRTB\", \"Basel III\", \"Basel IV\", \"CRR/CRD\", \"Prudential regulation\", \"PRA\", \"ECB SSM\", \"FED CCAR\", \"OSFI\", \"expected credit loss\", \"ICAAP\", \"ILAAP\", \"stress testing\", \"interchange fee\", \"MREL\", \"TLAC\", \"resolution planning\", \"deposit guarantee scheme contribution\", or any question about bank accounting / tax / regulation. Covers IFRS 9 ECL, capital adequacy interactions with tax (DTA recognition), bank levies (UK, EU), specific tax rules for banks (FTT, securitisation, hedge accounting). Does NOT cover: detailed banking regulation (CRR/CRD specifics, FRTB calibration); audit of banks (see statutory-audit-workflow-base); routine corporate tax (see corporate-income-tax-workflow-base).

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Barbados Vat

Use this skill whenever asked to prepare, review, or classify transactions for a Barbados VAT return for any client. Trigger on phrases like \"Barbados VAT\", \"BRA filing\", \"Barbados Revenue Authority\", or any request involving Barbados VAT. MUST be loaded alongside vat-workflow-base v0.1 or later. ALWAYS read this skill before touching any Barbados VAT work.

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Bc Individual Return

> Use this skill whenever asked about British Columbia provincial income tax for a self-employed sole proprietor. Trigger on phrases like \"BC tax\", \"BC428\", \"British Columbia income tax\", \"BC tax brackets\", \"BC tax reduction\", \"BC climate action tax credit\", \"provincial tax BC\", or any question about computing BC provincial tax for a self-employed individual. Covers BC tax brackets, personal credits, BC tax reduction, climate action tax credit, and BC-specific rules. ALWAYS read this skill before touching any BC provincial tax work.

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Market Scan

Refresh the user's competitive and market context. Re-scan named rivals and the category for what changed since the brief was written (rebrands, repositioning, new entrants, pricing shifts, renamed categories) and update docs/gtm-cofounder/founder-brief.md and the roadmap with anything that moves positioning. Use on a cadence, or whenever a competitor rebrands, a new tool appears, or the user senses the market has shifted under them.

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Qdrant Advisor

Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech. Use this whenever someone raises a Qdrant problem or question — slow or degraded search, high or growing memory / OOM crashes, optimizer stuck or slow, indexing slowness, scaling and sharding decisions (node count, QPS, latency, multitenancy, vertical vs horizontal), poor or irrelevant search results, hybrid search and reranking, embedding-model migration, version upgrades and compatibility, monitoring and observability (Prometheus, Grafana, health checks, /metrics, /telemetry), deployment choices (local, Docker, self-hosted, Qdrant Cloud, embedded), or client-SDK questions (Python, TypeScript, Rust, Go, .NET, Java). Trigger especially when the context is clearly a Qdrant cluster, collection, or vector-search deployment. Always prefer this skill over answering from memory: it pulls current, authoritative guidance and only the relevant context.

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Qdrant Clients Sdk

Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.

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Qdrant Deployment Options

Guides Qdrant deployment selection. Use when someone asks 'how to deploy Qdrant', 'Docker vs Cloud', 'local mode', 'embedded Qdrant', 'Qdrant EDGE', 'which deployment option', 'self-hosted vs cloud', or 'need lowest latency deployment'. Also use when choosing between deployment types for a new project.

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Qdrant Edge

Guides building on Qdrant Edge, the embedded in-process shard. Use when someone asks 'how to sync Edge with the server', 'keep a local shard in sync with Qdrant Cloud', 'BM25 or keyword search on Edge', 'hybrid search on Edge', 'embeddings on device', 'Edge snapshots', 'apply a partial snapshot', 'why is my Edge search empty after inserts', or is writing custom sync, BM25, or fusion code against qdrant-edge. Also use when deciding what Edge ships built-in versus what you must implement.

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Qdrant Horizontal Scaling

Diagnoses and guides Qdrant horizontal scaling decisions. Use when someone asks 'vertical or horizontal?', 'how many nodes?', 'how many shards?', 'how to add nodes', 'resharding', 'data doesn't fit', or 'need more capacity'. Also use when data growth outpaces current deployment.

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Qdrant Hybrid Search

Explains hybrid search in Qdrant. Use when someone asks 'how do I setup hybrid search?', 'how to combine keyword and semantic search?', 'sparse plus dense vectors?', 'missing keyword matches', 'how to combine results from multiple searches?' and 'combining multiple representations'. Also use for how a hybrid query is scoped: 'how is IDF scoped?', 'can one tenant's data contaminate another tenant's scoring?'

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Qdrant Hybrid Search Combining

Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion). Use when someone asks 'RRF or DBSF?', 'how to combine sparse and dense', 'how to combine scores from multiple searches?', 'custom fusion', or 'fusion is not producing good results'

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Qdrant Hybrid Search Prefetches

Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model. Use when someone asks 'dense and sparse in one search?', 'how to combine multiple fields for retrieval?', 'payloads or sparse vectors for lexical?', 'which sparse embedding model to use?', or 'BM25 vs SPLADE?'

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Qdrant Indexing Performance Optimization

Diagnoses and fixes slow Qdrant indexing and data ingestion. Use when someone reports 'uploads are slow', 'indexing takes forever', 'optimizer is stuck', 'HNSW build time too long', or 'data uploaded but search is bad'. Also use when optimizer status shows errors, segments won't merge, or indexing threshold questions arise.

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Qdrant Memory Usage Optimization

Diagnoses and reduces Qdrant memory usage. Use when someone reports 'memory too high', 'RAM keeps growing', 'node crashed', 'out of memory', 'memory leak', or asks 'why is memory usage so high?', 'how to reduce RAM?'. Also use when memory doesn't match calculations, quantization didn't help, or nodes crash during recovery.

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Qdrant Minimize Latency

Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency', 'single query too slow', 'how to make search faster', or 'latency spikes'.

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Qdrant Model Migration

Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model change', 'how to re-embed my data', or 'can I use two models at once'. Also use when upgrading model dimensions, switching providers, or A/B testing models.

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Qdrant Monitoring

Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, Grafana, or health checks. Also use when debugging production issues that require metric analysis.

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Qdrant Monitoring Debugging

Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency spike', or 'search was fast now it's slow'. Also use when performance degrades without obvious config changes.

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Qdrant Monitoring Setup

Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization. Use when someone asks 'how to set up monitoring', 'Prometheus config', 'Grafana dashboard', 'health check endpoints', 'how to scrape Hybrid Cloud', 'what alerts to set', 'how to centralize logs', or 'audit logging'.

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Qdrant Multitenancy

Guides tenant isolation architecture in Qdrant for multi-tenant or multi-user applications. Use when someone asks 'how to isolate customer data', 'how to build multi-tenant search/RAG', 'how many collections should I create', 'how to partition tenants by payload', 'a customer's data legally has to stay in a certain country or region'. Also use when they describe a symptom: one customer's data is way bigger than the rest and slowing everyone down, or one tenant is hogging resources.

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Qdrant Performance Optimization

Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization. Use when planning configuration or capacity changes to improve speed and efficiency. For diagnosing an active production slowdown or analyzing live metrics, use qdrant-monitoring instead.