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Top 4061 Agent Skills

An automatically maintained ranking ordered by public downloads, with GitHub stars as the tie-breaker. Momentum, community interest, and maintenance stay independent signals.

Snapshot 2026-09-18No sponsored resultsVerified SKILL.md
RankSkillCategoryClawHub downloadsMomentumStatus
#3701Bangladesh ReferencesPrimary source references and related open-source projects for this jurisdiction.DevOpsActive · 28d ago
#3702Bangladesh VatUse this skill whenever asked to prepare, review, or classify transactions for a Bangladesh VAT return (Mushak-9.1) or turnover tax return for any client. Trigger on phrases like \"prepare VAT return\", \"Bangladesh VAT\", \"Mushak\", \"BIN registration\", \"NBR filing\", or any request involving Bangladesh VAT. Also trigger when classifying transactions for VAT purposes from bank statements, invoices, or other source data. This skill covers standard VAT-registered (Article 10 equivalent) and turnover tax filers. Complex multi-establishment structures, bond/export processing zones, and supplementary duty computations are in the refusal catalogue. MUST be loaded alongside vat-workflow-base v0.1 or later (for workflow architecture). ALWAYS read this skill before touching any Bangladesh VAT work.MediaActive · 28d ago
#3703Banking 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).DevOpsActive · 28d ago
#3704Barbados VatUse 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.DevOpsActive · 28d ago
#3705Bc 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.DevOpsActive · 28d ago
#3706Agent Interface DesignDesign tools, scripts, and CLIs that an agent will call, so the interface teaches its own use instead of a wall of prose and examples. Use when building an MCP server or tool definition, writing an agent-facing script, or when an agent keeps misusing a tool it already has.CommunicationMaintained · 1mo ago
#3707Blindspot PassSurface the user's unknown unknowns before work starts. Use when the user is entering an unfamiliar codebase area, an unfamiliar domain (design, video, infra), or explicitly asks for a "blindspot pass" or to find their "unknown unknowns.MediaMaintained · 1mo ago
#3708Brainstorm PrototypesGenerate several genuinely different throwaway variations (designs, approaches, drafts) for the user to react to. Use when the user can only recognize what they want by seeing it — visual design, UX flows, naming, tone — or asks to brainstorm or prototype before building.CodingMaintained · 1mo ago
#3709Change QuizAfter a working session, produce a report on what changed plus a quiz the user must pass before merging. Use when the user asks "what did we actually do," wants to review a large change, or invokes a quiz before merge.CodingMaintained · 1mo ago
#3710Context AuditAudit the instructions an agent already carries — CLAUDE.md, AGENTS.md, skills, tool descriptions — for contradictions, over-constraint, and duplication, then propose a cut list. Use when an agent ignores its own instructions, when a CLAUDE.md has grown bloated, or when the user asks to audit or rightsize their agent context.CodingMaintained · 1mo ago
#3711Implementation NotesKeep a running implementation-notes.md during a build, logging every deviation from the plan and every discovered edge case. Use whenever implementing against an agreed plan or spec, especially in long autonomous sessions.CodingMaintained · 1mo ago
#3712Implementation PlanWrite an implementation plan that leads with the decisions the user is most likely to change, and buries the mechanical work at the bottom. Use when planning is requested before a build, especially after brainstorming or an interview.CodingMaintained · 1mo ago
#3713Interview MeInterview the user one question at a time to resolve remaining ambiguity before implementation. Use when planning or brainstorming is done but unknowns remain, or when the user asks to be interviewed about a task or spec.CodingMaintained · 1mo ago
#3714Pitch PackagerPackage a finished piece of work (spec, prototype, implementation notes) into a single document that gets reviewers to understanding and approval fast. Use when the user needs buy-in, a review, or a shareable summary of what was built and why.MediaMaintained · 1mo ago
#3715Progressive DisclosureSplit an oversized skill, CLAUDE.md, or spec into an entry file plus files that load only when they're needed.MediaMaintained · 1mo ago
#3716Reference HuntUse existing source code as the specification when the user can't describe what they want in words. Use when the user points at a library, module, folder, or site and says "like this," even if it's in a different language or stack.CodingMaintained · 1mo ago
#3717CharlieYour AI CFO for bootstrapped startups, named after Charlie Munger who embodied the principle that capital discipline is a competitive advantage. Provides financial frameworks for cash management, runway calculations, unit economics (LTV:CAC), capital allocation, hiring ROI, burn rate analysis, working capital optimization, and forecasting. Use for questions like "should we make this hire?", "how much runway do we need?", "what metrics should I track?", "how do I forecast revenue?", or any strategic financial decision at a self-funded company.CodingQuiet · 7mo ago
#3718Brand CopywriterWrites marketing copy using proven copywriting frameworks. Use when user needs copy for ads (Facebook, Instagram, TikTok, YouTube), landing pages, sales pages, email sequences, LinkedIn posts, product descriptions, or any marketing content.CommunicationQuiet · 4mo ago
#3719Competitor IntelAnalyzes competitors using web research to provide verified business metrics, actionable leverage strategies, and predicted next moves. Use when user needs competitive intelligence, competitor analysis, market positioning insights, or strategic leverage opportunities.ResearchQuiet · 4mo ago
#3720Cro OptimizationAnalyzes landing pages and provides detailed CRO (Conversion Rate Optimization) recommendations. Use when user provides a landing page URL or HTML/CSS code and needs optimization advice to maximize conversions, signups, or sales. Extracts page elements, audits against proven CRO principles, and delivers actionable recommendations in report format.CodingQuiet · 4mo ago
#3721Go To Market PlanAnalyzes the founder's business context to deliver 3 best go-to-market strategies tailored to their current stage, product, and market. Asks up to 10 diagnostic questions when needed to understand product readiness, target market clarity, competitive positioning, and distribution channels. Use when user needs go-to-market strategy, launch planning, market entry strategy, or actionable GTM roadmap.ProductivityQuiet · 4mo ago
#3722Lead Magnet GeneratorCreates viral lead magnet posts that drive comments and DMs. Produces 2 versions - a quick punchy format and a detailed format with bullet points. Use when user needs social media posts to give away a lead magnet in exchange for engagement.MediaQuiet · 4mo ago
#3723Linkedin WriterCreates viral LinkedIn posts using proven formats, post templates, and voice matching. Use when user needs engaging, high-performing posts for LinkedIn.Data & AIQuiet · 4mo ago
#3724Marketing IdeasProduces the best marketing ideas for your business by analyzing your FOUNDER_CONTEXT and matching it against a curated database of 170+ proven marketing strategies. Use when user needs creative, actionable marketing ideas tailored to their business.MarketingQuiet · 4mo ago
#3725Outreach SpecialistCrafts high-converting outreach messages and email sequences for cold outreach, LinkedIn DMs, and follow-ups. Use when user needs personalized outreach messages that book calls and get replies.CommunicationQuiet · 4mo ago
#3726Prd GeneratorGenerates professional PRD (Product Requirements Document) files optimized for AI coding tools. Takes a rough product idea, asks clarifying questions, and outputs a structured PDF ready to feed into AI coding assistants.MediaQuiet · 4mo ago
#3727Pricing StrategistBuilds comprehensive pricing strategies by reading business context and asking targeted questions interactively. Use when user needs pricing plans, tier structures, price points, pricing model recommendations, or any pricing-related strategy for their product or service.Data & AIQuiet · 4mo ago
#3728Product Hunt Launch PlanCreates a comprehensive, personalized Product Hunt launch plan to rank #1. Use when user needs a step-by-step Product Hunt launch strategy, launch checklist, or wants to maximize their Product Hunt success.Data & AIQuiet · 4mo ago
#3729Sop CreatorCreates detailed Standard Operating Procedures (SOPs) for business processes. Use when user needs SOPs, process documentation, operational guides, workflow documentation, or step-by-step instructions for repeatable business processes.MediaQuiet · 4mo ago
#3730Strategic PlanningAnalyzes the founder's business context to deliver the 3 highest-impact next moves for growth (marketing or sales). Asks up to 10 diagnostic questions when needed to uncover bottlenecks, struggles, and opportunities. Use when user needs strategic guidance, next steps, growth planning, or actionable business strategy.MarketingQuiet · 4mo ago
#3731Viral Hook CreatorCreates viral social media hooks using proven psychological patterns and trigger words. Use when user needs attention-grabbing openings for posts, threads, videos, or content.MediaQuiet · 4mo ago
#3732X WriterCreates viral X (Twitter) posts using proven formats, post templates, and creator voice matching. Use when user needs engaging, high-performing posts for X/Twitter.Data & AIQuiet · 4mo ago
#3733Email Marketing BibleData-backed email marketing skill for AI agents. Use when building or running email automation, driving an ESP from an agent (MCP/connectors), diagnosing deliverability, writing or de-slopping email copy, designing emails, choosing a platform, or pulling benchmarks. Covers AI email automation, flows, deliverability, copywriting, segmentation, compliance, cold email, WhatsApp, SMS and RCS, and 19 industry playbooks.CommunicationMaintained · 2mo ago
#3734Growth LoopsTurn hand-made first-50 traction into self-reinforcing acquisition loops, so the next 5,000 users come from usage, not founder hours. Use when growth stalls the moment the user stops pushing, every signup traces back to a DM or one launch spike, or they're reaching for \"more channels\" when the real gap is that using the product creates no new users.CodingActive · 18d ago
#3735Taisly Social Media PostingFree AI-first short-form video publishing to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook from AI agents through Taisly.MediaMaintained · 2mo ago
#3736Vexor CliSemantic file discovery via `vexor`. Use whenever locating where something is implemented/loaded/defined in a medium or large repo, or when the file location is unclear. Prefer this over manual browsing.MediaActive · 29d ago
#3737PricingHelp the user decide what to charge and how to package it: the value metric, the tiers, the free-to-paid line, and finding the actual number. Use when the user is guessing at a price, priced too cheap and can't change it, is stuck on free vs paid, or believes \"developers won't pay\" so never charges.CodingMaintained · 1mo ago
#3738Beyond The WrapperPosition an AI product when everyone claims AI and skeptics call it \"just a wrapper.\" Find the real wedge (data, workflow, trust, domain), make reliability the differentiator, answer \"won't the big labs just build this,\" and stop leading with \"AI-powered.\" Use when your AI or dev tool blends into a sea of similar demos, buyers doubt the accuracy, or you can't say why you win when the model is a commodity.CommunicationMaintained · 1mo ago
#3739First 50 UsersGet the first 50 real users through channels the user's ICP already uses. Use when the product shipped and nobody came, the user is \"posting more\" with no result, or is reaching for paid ads before product-market fit.CodingMaintained · 1mo ago
#3740Founder Led ContentBuild authority by teaching the problem space, not announcing features. Use when the user finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that developers actually respect.MarketingMaintained · 1mo ago
#3741Founder Led SalesCoach the user through actually selling: finding the champion and the buyer, running the first sales conversations, demoing their use case, handling \"let me think about it,\" and closing the first paying customers yourself. Use when developers love it but nobody pays, you've never sold anything and freeze on the conversation, or deals keep stalling on \"we'll think about it.\"CodingMaintained · 1mo ago
#3742Know If Its WorkingMeasure GTM with the metrics that matter (net developer retention, DREAM funnel) instead of vanity numbers. Use when the user has dashboards full of stars and pageviews but can't tell if go-to-market is working, or is optimizing acquisition over a leaky bucket.CodingMaintained · 1mo ago
#3743Launch ItPlan a developer launch (Show HN, Reddit, Product Hunt) that earns goodwill instead of a flaming. Use when the user is sitting on a launch out of fear, wants to \"go viral,\" or is about to post a press-release-style announcement to a developer community.MarketingMaintained · 1mo ago
#3744Market ScanRefresh 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.DevOpsMaintained · 1mo ago
#3745Market To Devs Sell To BuyersTurn developer love into revenue by enabling champions and choosing a GTM model. Use when developers adopt the free tier but nobody pays, when the user is cold-selling the VP instead of arming the developer, or when picking between open-source, PLG, inbound, and sales-led.CodingMaintained · 1mo ago
#3746Positioning And StoryBuild a positioning and narrative where the developer is the hero and a real trend is the villain. Use when the messaging describes the product instead of the problem, sounds like every competitor, or has no urgency because nothing is at stake.CodingMaintained · 1mo ago
#3747Review The WorkBefore showing the user any substantive GTM deliverable (positioning, value prop, homepage, launch post, pricing, sales script, the brief or roadmap), stress-test it against the standard as an independent critic, because the agent that wrote it is the worst judge of whether it is good. Use as a gate right before presenting work, or when the user asks whether something is actually strong.CodingMaintained · 1mo ago
#3748Start HereInterview the user once and write a docs/gtm-cofounder/founder-brief.md that every other skill reads first, so the advice is about their real business, not a textbook. Use this before anything else, or whenever the agent lacks context on the user's product, ICP, market, or stage, or is giving generic GTM advice.CodingMaintained · 1mo ago
#3749Strategy And RoadmapAfter the founder brief, turn it into an honest diagnosis and a prioritized, stage-aware GTM roadmap saved as docs/gtm-cofounder/gtm-roadmap.md. This is the hub the user returns to every session to see where they are and the single next move. Use right after start-here, whenever the user doesn't know what to work on next, wants a plan instead of a one-off task, or is drowning in disconnected tactics.CodingMaintained · 1mo ago
#3750Talk To UsersRun developer customer discovery via a Technical Advisory Board (TAB). Use when the user has never interviewed a user who isn't a friend, is inventing messaging from a conference room, or is guessing at the roadmap instead of hearing the pain firsthand.CodingMaintained · 1mo ago
#3751The HomepageStructure a dev-tool homepage that converts developers into champions. Use when the landing page is written for the buyer instead of the developer, reads as salesy, buries what the product does, or makes it hard to start. Pairs with the ShipReady homepage audit.CodingMaintained · 1mo ago
#3752Time To First ValueTurn a curious developer into an activated one: the docs, the quickstart, and the first-run experience that gets them to their first real win fast, and back again. Use when people sign up or star the repo but never get it working, come once and never return, or you're about to pour traffic into a first-run that leaks.CodingMaintained · 1mo ago
#3753Value Prop That ConvertsWrite a developer value proposition that is specific, provable, and free of puffery. Use when the messaging leans on \"powerful,\" \"better,\" \"seamless,\" or \"best-in-class,\" when claims have no proof, or when the same line is supposed to reach both the developer and the buyer.CodingMaintained · 1mo ago
#3754Who Is This ForDefine a real ICP and the developer personas in the sale. Use when the user says the product is \"for developers,\" can't name who would say no, or is marketing to whoever holds the budget instead of who actually adopts.MarketingMaintained · 1mo ago
#3755Qdrant AdvisorDiagnose, 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.DevOpsActive · 1mo ago
#3756Qdrant Clients SdkQdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.DevOpsActive · 1mo ago
#3757Qdrant Deployment OptionsGuides 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.DevOpsActive · 1mo ago
#3758Qdrant EdgeGuides 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.DevOpsActive · 1mo ago
#3759Qdrant Horizontal ScalingDiagnoses 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.DevOpsActive · 1mo ago
#3760Qdrant Hybrid SearchExplains 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?'DevOpsActive · 1mo ago
#3761Qdrant Hybrid Search CombiningFusing 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'DevOpsActive · 1mo ago
#3762Qdrant Hybrid Search PrefetchesConstructing 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?'DevOpsActive · 1mo ago
#3763Qdrant Indexing Performance OptimizationDiagnoses 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.DevOpsActive · 1mo ago
#3764Qdrant Memory Usage OptimizationDiagnoses 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.DevOpsActive · 1mo ago
#3765Qdrant Minimize LatencyGuides 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'.DevOpsActive · 1mo ago
#3766Qdrant Model MigrationGuides 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.DevOpsActive · 1mo ago
#3767Qdrant MonitoringGuides 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.DevOpsActive · 1mo ago
#3768Qdrant Monitoring DebuggingDiagnoses 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.DevOpsActive · 1mo ago
#3769Qdrant Monitoring SetupGuides 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'.DevOpsActive · 1mo ago
#3770Qdrant MultitenancyGuides 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.DevOpsActive · 1mo ago
#3771Qdrant Performance OptimizationNavigation 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.DevOpsActive · 1mo ago
#3772Qdrant Relevance FeedbackExpanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more relevant results from vector search', 'cheaper/better alternative to reranking', 'using a more heavy/big embedding model for dense search but can't afford it', 'finding more relevant documents beyond the initial search pool', or 'feedback loops'. Also trigger when the user has a search quality problem due to a dense retriever being weak and is considering reranking as a solution — this API may be a better fitCommunicationActive · 1mo ago
#3773Qdrant ScalingGuides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capacity'.DevOpsActive · 1mo ago
#3774Qdrant Scaling Data VolumeGuides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant scaling', 'time window rotation', or 'data growth exceeds capacity'.DevOpsActive · 1mo ago
#3775Qdrant Scaling QpsGuides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas', or 'how to handle more concurrent queries'.DevOpsActive · 1mo ago
#3776Qdrant Scaling Query VolumeGuides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating search results', 'fetching many vectors', or 'high cardinality results'.DevOpsActive · 1mo ago
#3777Qdrant Search QualityDiagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?', 'how to measure retrieval quality?', 'build a golden set', 'ground truth dataset', or 'how to score recall@k?'. Also use when search quality degrades after quantization, model change, or data growth.CommunicationActive · 1mo ago
#3778Qdrant Search Quality DiagnosisDiagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after quantization', 'how to measure retrieval quality', 'build a golden set', 'ground truth dataset', or 'how to score recall@k'. Also use when search quality degrades without obvious changes.CommunicationActive · 1mo ago
#3779Qdrant Search Speed OptimizationDiagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was fast but now it's slow'. Also use when search performance degrades after config changes or data growth.DevOpsActive · 1mo ago
#3780Qdrant Search StrategiesGuides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', or 'missing keyword matches'DevOpsActive · 1mo ago
#3781Qdrant SizingSizes a Qdrant deployment before it is provisioned. Use when someone asks 'how much RAM do I need', 'how many nodes', 'how big should my cluster be', 'sizing', 'capacity planning', 'will N vectors fit', 'what instance type should I pick', or gives a vector count and dimensions and asks what to provision. Also use when an existing estimate needs checking before hardware or a cluster tier is bought.DevOpsActive · 1mo ago
#3782Qdrant Sliding Time WindowGuides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data rotation', 'delete old data efficiently', 'social media feed search', 'news search', 'log search with retention', or 'how to keep only last N months of data'.MediaActive · 1mo ago
#3783Qdrant Tenant ScalingGuides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated shards', or reports tenant performance issues. Also use when multi-tenant workloads outgrow shared infrastructure.DevOpsActive · 1mo ago
#3784Qdrant Version UpgradeCovers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when someone asks 'how do I upgrade Qdrant', 'can I jump from 1.15 to 1.18', 'rolling upgrade without downtime', 'do I upgrade the client or the server first', 'which SDK version matches my server', 'what should I check before upgrading', or 'something changed after we upgraded'.DevOpsActive · 1mo ago
#3785Qdrant Vertical ScalingGuides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.DevOpsActive · 1mo ago
#3786Ffuf Web FuzzingExpert guidance for ffuf web fuzzing during penetration testing, including authenticated fuzzing with raw requests, auto-calibration, and result analysisCodingQuiet · 11mo ago
#3787WorkflowScaffold a Notion Worker Workflow with typed triggers and replay-safe durable steps.MediaActive · 15d ago
#3788Workflow GuideReference for typed triggers, durable steps, replay-safe data flow, and idempotent Workflow effects.MediaActive · 15d ago
#3789Workflow ValidateReview Notion Worker Workflows for trigger typing and retry safety.MediaActive · 15d ago
#3790Youtube FetcherTurn a YouTube video into a structured, Obsidian-ready archival Markdown note containing its transcript, creator metadata, description, chapters, language, and capture provenance. Use when a user shares a YouTube URL or video ID and wants transcripts, captions, subtitles, notes, a knowledge-base record, summarization, analysis of what was said, or YouTube content saved to Markdown. When a user pastes only a YouTube link, fetch the note and report where it was saved.MediaMaintained · 1mo ago
#3791Auth GuideGuide to setting up third-party authentication for a Notion Worker. Covers brokered credentials for external-service API keys / personal access tokens, OAuth, and plaintext environment secrets only when worker code needs the value. Use when the worker needs credentials for a non-Notion API, not for Notion API tokens or `ntn login`.MediaActive · 28d ago
#3792Custom BlocksComprehensive guide to building Notion worker custom blocks - use when the user wants to build interactive UI connected to Notion data.MediaActive · 28d ago
#3793SyncScaffold a new sync capability with guided setup — asks about data source, mode, pagination, and cursor design, then generates working codeMediaActive · 28d ago
#3794Sync DebugDiagnose a failing or misbehaving sync — fetch run logs, identify errors, cross-reference with code, and suggest fixesMediaActive · 28d ago
#3795Sync GuideComprehensive guide to building Notion Workers syncs — covers the two-sync architecture (backfill+delta), replace mode, pagination, consistency buffers, pacers, deletion strategies, and common pitfalls. Auto-loads when sync-related work is detected.MediaActive · 28d ago
#3796Sync ValidateReview a sync capability for common bugs — cursor advancement, pagination termination, state persistence, bi-modal correctness, consistency buffers, and deletion handlingMediaActive · 28d ago
#3797Xquik McpConnect, verify, and troubleshoot Xquik's remote MCP server. Use when a user needs MCP setup, OAuth recovery, tool discovery, endpoint execution, or a real-client MCP check in ChatGPT, Claude, Codex, Cursor, VS Code, or another compatible client. Prefer live MCP discovery over copied endpoint details. Start with read-only inspection. Require confirmation before private, metered, persistent, or state-changing calls. Not affiliated with X Corp.CommunicationActive · 22d ago
#3798X Twitter ScraperUse Xquik for Twitter search, REST, MCP, SDKs, filtered exports, monitoring, and approved publishing. Not affiliated with X Corp. Trigger for X API comparisons, tweet search, user lookup, timelines, follower exports, media, webhooks, bulk extraction, giveaways, or MCP setup. Start read-only. Require explicit approval for writes, private reads, monitors, webhooks, and metered bulk jobs.MediaActive · 28d ago
#3799Xquik Social ResearchResearch public X data with Xquik. Use for tweet search, tweet lookup, user discovery, profile timelines, threads, followers, trends, exports, monitoring plans, or MCP setup. Keep public reads bounded. Require explicit approval before private reads, writes, persistent resources, or bulk jobs. Not affiliated with X Corp.MediaActive · 28d ago
#380090 Day Seo SprintRun the Distribb 90-Day SEO Sprint - a founder-built 13-week playbook for shipping pre-launch SEO, core pages, a content engine, and a backlink starter stack on the way to compounding organic traffic. Use when the user asks for an "SEO sprint", "90-day SEO plan", "SEO tracker", "SEO roadmap", "where do I even start with SEO", "how do I get my first 1,000 organic visitors", or anything similar. This sub-skill opens the Distribb tracker spreadsheet in the user's browser, walks them through each phase, and hands off keyword research / backlink targets / publishing / Microworkers tasks to the parent Distribb skill.MediaMaintained · 1mo ago
#3701

Bangladesh References

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

DevOps334 repo stars
#3702

Bangladesh Vat

Use this skill whenever asked to prepare, review, or classify transactions for a Bangladesh VAT return (Mushak-9.1) or turnover tax return for any client. Trigger on phrases like \"prepare VAT return\", \"Bangladesh VAT\", \"Mushak\", \"BIN registration\", \"NBR filing\", or any request involving Bangladesh VAT. Also trigger when classifying transactions for VAT purposes from bank statements, invoices, or other source data. This skill covers standard VAT-registered (Article 10 equivalent) and turnover tax filers. Complex multi-establishment structures, bond/export processing zones, and supplementary duty computations are in the refusal catalogue. MUST be loaded alongside vat-workflow-base v0.1 or later (for workflow architecture). ALWAYS read this skill before touching any Bangladesh VAT work.

Media334 repo stars
#3703

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).

DevOps334 repo stars
#3704

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.

DevOps334 repo stars
#3705

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.

DevOps334 repo stars
#3706

Agent Interface Design

Design tools, scripts, and CLIs that an agent will call, so the interface teaches its own use instead of a wall of prose and examples. Use when building an MCP server or tool definition, writing an agent-facing script, or when an agent keeps misusing a tool it already has.

Communication312 repo stars
#3707

Blindspot Pass

Surface the user's unknown unknowns before work starts. Use when the user is entering an unfamiliar codebase area, an unfamiliar domain (design, video, infra), or explicitly asks for a "blindspot pass" or to find their "unknown unknowns.

Media312 repo stars
#3708

Brainstorm Prototypes

Generate several genuinely different throwaway variations (designs, approaches, drafts) for the user to react to. Use when the user can only recognize what they want by seeing it — visual design, UX flows, naming, tone — or asks to brainstorm or prototype before building.

Coding312 repo stars
#3709

Change Quiz

After a working session, produce a report on what changed plus a quiz the user must pass before merging. Use when the user asks "what did we actually do," wants to review a large change, or invokes a quiz before merge.

Coding312 repo stars
#3710

Context Audit

Audit the instructions an agent already carries — CLAUDE.md, AGENTS.md, skills, tool descriptions — for contradictions, over-constraint, and duplication, then propose a cut list. Use when an agent ignores its own instructions, when a CLAUDE.md has grown bloated, or when the user asks to audit or rightsize their agent context.

Coding312 repo stars
#3711

Implementation Notes

Keep a running implementation-notes.md during a build, logging every deviation from the plan and every discovered edge case. Use whenever implementing against an agreed plan or spec, especially in long autonomous sessions.

Coding312 repo stars
#3712

Implementation Plan

Write an implementation plan that leads with the decisions the user is most likely to change, and buries the mechanical work at the bottom. Use when planning is requested before a build, especially after brainstorming or an interview.

Coding312 repo stars
#3713

Interview Me

Interview the user one question at a time to resolve remaining ambiguity before implementation. Use when planning or brainstorming is done but unknowns remain, or when the user asks to be interviewed about a task or spec.

Coding312 repo stars
#3714

Pitch Packager

Package a finished piece of work (spec, prototype, implementation notes) into a single document that gets reviewers to understanding and approval fast. Use when the user needs buy-in, a review, or a shareable summary of what was built and why.

Media312 repo stars
#3715

Progressive Disclosure

Split an oversized skill, CLAUDE.md, or spec into an entry file plus files that load only when they're needed.

Media312 repo stars
#3716

Reference Hunt

Use existing source code as the specification when the user can't describe what they want in words. Use when the user points at a library, module, folder, or site and says "like this," even if it's in a different language or stack.

Coding312 repo stars
#3717

Charlie

Your AI CFO for bootstrapped startups, named after Charlie Munger who embodied the principle that capital discipline is a competitive advantage. Provides financial frameworks for cash management, runway calculations, unit economics (LTV:CAC), capital allocation, hiring ROI, burn rate analysis, working capital optimization, and forecasting. Use for questions like "should we make this hire?", "how much runway do we need?", "what metrics should I track?", "how do I forecast revenue?", or any strategic financial decision at a self-funded company.

Coding301 repo stars
#3718

Brand Copywriter

Writes marketing copy using proven copywriting frameworks. Use when user needs copy for ads (Facebook, Instagram, TikTok, YouTube), landing pages, sales pages, email sequences, LinkedIn posts, product descriptions, or any marketing content.

Communication282 repo stars
#3719

Competitor Intel

Analyzes competitors using web research to provide verified business metrics, actionable leverage strategies, and predicted next moves. Use when user needs competitive intelligence, competitor analysis, market positioning insights, or strategic leverage opportunities.

Research282 repo stars
#3720

Cro Optimization

Analyzes landing pages and provides detailed CRO (Conversion Rate Optimization) recommendations. Use when user provides a landing page URL or HTML/CSS code and needs optimization advice to maximize conversions, signups, or sales. Extracts page elements, audits against proven CRO principles, and delivers actionable recommendations in report format.

Coding282 repo stars
#3721

Go To Market Plan

Analyzes the founder's business context to deliver 3 best go-to-market strategies tailored to their current stage, product, and market. Asks up to 10 diagnostic questions when needed to understand product readiness, target market clarity, competitive positioning, and distribution channels. Use when user needs go-to-market strategy, launch planning, market entry strategy, or actionable GTM roadmap.

Productivity282 repo stars
#3722

Lead Magnet Generator

Creates viral lead magnet posts that drive comments and DMs. Produces 2 versions - a quick punchy format and a detailed format with bullet points. Use when user needs social media posts to give away a lead magnet in exchange for engagement.

Media282 repo stars
#3723

Linkedin Writer

Creates viral LinkedIn posts using proven formats, post templates, and voice matching. Use when user needs engaging, high-performing posts for LinkedIn.

Data & AI282 repo stars
#3724

Marketing Ideas

Produces the best marketing ideas for your business by analyzing your FOUNDER_CONTEXT and matching it against a curated database of 170+ proven marketing strategies. Use when user needs creative, actionable marketing ideas tailored to their business.

Marketing282 repo stars
#3725

Outreach Specialist

Crafts high-converting outreach messages and email sequences for cold outreach, LinkedIn DMs, and follow-ups. Use when user needs personalized outreach messages that book calls and get replies.

Communication282 repo stars
#3726

Prd Generator

Generates professional PRD (Product Requirements Document) files optimized for AI coding tools. Takes a rough product idea, asks clarifying questions, and outputs a structured PDF ready to feed into AI coding assistants.

Media282 repo stars
#3727

Pricing Strategist

Builds comprehensive pricing strategies by reading business context and asking targeted questions interactively. Use when user needs pricing plans, tier structures, price points, pricing model recommendations, or any pricing-related strategy for their product or service.

Data & AI282 repo stars
#3728

Product Hunt Launch Plan

Creates a comprehensive, personalized Product Hunt launch plan to rank #1. Use when user needs a step-by-step Product Hunt launch strategy, launch checklist, or wants to maximize their Product Hunt success.

Data & AI282 repo stars
#3729

Sop Creator

Creates detailed Standard Operating Procedures (SOPs) for business processes. Use when user needs SOPs, process documentation, operational guides, workflow documentation, or step-by-step instructions for repeatable business processes.

Media282 repo stars
#3730

Strategic Planning

Analyzes the founder's business context to deliver the 3 highest-impact next moves for growth (marketing or sales). Asks up to 10 diagnostic questions when needed to uncover bottlenecks, struggles, and opportunities. Use when user needs strategic guidance, next steps, growth planning, or actionable business strategy.

Marketing282 repo stars
#3731

Viral Hook Creator

Creates viral social media hooks using proven psychological patterns and trigger words. Use when user needs attention-grabbing openings for posts, threads, videos, or content.

Media282 repo stars
#3732

X Writer

Creates viral X (Twitter) posts using proven formats, post templates, and creator voice matching. Use when user needs engaging, high-performing posts for X/Twitter.

Data & AI282 repo stars
#3733

Email Marketing Bible

Data-backed email marketing skill for AI agents. Use when building or running email automation, driving an ESP from an agent (MCP/connectors), diagnosing deliverability, writing or de-slopping email copy, designing emails, choosing a platform, or pulling benchmarks. Covers AI email automation, flows, deliverability, copywriting, segmentation, compliance, cold email, WhatsApp, SMS and RCS, and 19 industry playbooks.

Communication271 repo stars
#3734

Growth Loops

Turn hand-made first-50 traction into self-reinforcing acquisition loops, so the next 5,000 users come from usage, not founder hours. Use when growth stalls the moment the user stops pushing, every signup traces back to a DM or one launch spike, or they're reaching for \"more channels\" when the real gap is that using the product creates no new users.

Coding263 repo stars
#3735

Taisly Social Media Posting

Free AI-first short-form video publishing to TikTok, Instagram Reels, YouTube Shorts, X, and Facebook from AI agents through Taisly.

Media238 repo stars
#3736

Vexor Cli

Semantic file discovery via `vexor`. Use whenever locating where something is implemented/loaded/defined in a medium or large repo, or when the file location is unclear. Prefer this over manual browsing.

Media237 repo stars
#3737

Pricing

Help the user decide what to charge and how to package it: the value metric, the tiers, the free-to-paid line, and finding the actual number. Use when the user is guessing at a price, priced too cheap and can't change it, is stuck on free vs paid, or believes \"developers won't pay\" so never charges.

Coding236 repo stars
#3738

Beyond The Wrapper

Position an AI product when everyone claims AI and skeptics call it \"just a wrapper.\" Find the real wedge (data, workflow, trust, domain), make reliability the differentiator, answer \"won't the big labs just build this,\" and stop leading with \"AI-powered.\" Use when your AI or dev tool blends into a sea of similar demos, buyers doubt the accuracy, or you can't say why you win when the model is a commodity.

Communication236 repo stars
#3739

First 50 Users

Get the first 50 real users through channels the user's ICP already uses. Use when the product shipped and nobody came, the user is \"posting more\" with no result, or is reaching for paid ads before product-market fit.

Coding236 repo stars
#3740

Founder Led Content

Build authority by teaching the problem space, not announcing features. Use when the user finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that developers actually respect.

Marketing236 repo stars
#3741

Founder Led Sales

Coach the user through actually selling: finding the champion and the buyer, running the first sales conversations, demoing their use case, handling \"let me think about it,\" and closing the first paying customers yourself. Use when developers love it but nobody pays, you've never sold anything and freeze on the conversation, or deals keep stalling on \"we'll think about it.\"

Coding236 repo stars
#3742

Know If Its Working

Measure GTM with the metrics that matter (net developer retention, DREAM funnel) instead of vanity numbers. Use when the user has dashboards full of stars and pageviews but can't tell if go-to-market is working, or is optimizing acquisition over a leaky bucket.

Coding236 repo stars
#3743

Launch It

Plan a developer launch (Show HN, Reddit, Product Hunt) that earns goodwill instead of a flaming. Use when the user is sitting on a launch out of fear, wants to \"go viral,\" or is about to post a press-release-style announcement to a developer community.

Marketing236 repo stars
#3744

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.

DevOps236 repo stars
#3745

Market To Devs Sell To Buyers

Turn developer love into revenue by enabling champions and choosing a GTM model. Use when developers adopt the free tier but nobody pays, when the user is cold-selling the VP instead of arming the developer, or when picking between open-source, PLG, inbound, and sales-led.

Coding236 repo stars
#3746

Positioning And Story

Build a positioning and narrative where the developer is the hero and a real trend is the villain. Use when the messaging describes the product instead of the problem, sounds like every competitor, or has no urgency because nothing is at stake.

Coding236 repo stars
#3747

Review The Work

Before showing the user any substantive GTM deliverable (positioning, value prop, homepage, launch post, pricing, sales script, the brief or roadmap), stress-test it against the standard as an independent critic, because the agent that wrote it is the worst judge of whether it is good. Use as a gate right before presenting work, or when the user asks whether something is actually strong.

Coding236 repo stars
#3748

Start Here

Interview the user once and write a docs/gtm-cofounder/founder-brief.md that every other skill reads first, so the advice is about their real business, not a textbook. Use this before anything else, or whenever the agent lacks context on the user's product, ICP, market, or stage, or is giving generic GTM advice.

Coding236 repo stars
#3749

Strategy And Roadmap

After the founder brief, turn it into an honest diagnosis and a prioritized, stage-aware GTM roadmap saved as docs/gtm-cofounder/gtm-roadmap.md. This is the hub the user returns to every session to see where they are and the single next move. Use right after start-here, whenever the user doesn't know what to work on next, wants a plan instead of a one-off task, or is drowning in disconnected tactics.

Coding236 repo stars
#3750

Talk To Users

Run developer customer discovery via a Technical Advisory Board (TAB). Use when the user has never interviewed a user who isn't a friend, is inventing messaging from a conference room, or is guessing at the roadmap instead of hearing the pain firsthand.

Coding236 repo stars
#3751

The Homepage

Structure a dev-tool homepage that converts developers into champions. Use when the landing page is written for the buyer instead of the developer, reads as salesy, buries what the product does, or makes it hard to start. Pairs with the ShipReady homepage audit.

Coding236 repo stars
#3752

Time To First Value

Turn a curious developer into an activated one: the docs, the quickstart, and the first-run experience that gets them to their first real win fast, and back again. Use when people sign up or star the repo but never get it working, come once and never return, or you're about to pour traffic into a first-run that leaks.

Coding236 repo stars
#3753

Value Prop That Converts

Write a developer value proposition that is specific, provable, and free of puffery. Use when the messaging leans on \"powerful,\" \"better,\" \"seamless,\" or \"best-in-class,\" when claims have no proof, or when the same line is supposed to reach both the developer and the buyer.

Coding236 repo stars
#3754

Who Is This For

Define a real ICP and the developer personas in the sale. Use when the user says the product is \"for developers,\" can't name who would say no, or is marketing to whoever holds the budget instead of who actually adopts.

Marketing236 repo stars
#3755

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.

DevOps222 repo stars
#3756

Qdrant Clients Sdk

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

DevOps222 repo stars
#3757

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.

DevOps222 repo stars
#3758

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.

DevOps222 repo stars
#3759

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.

DevOps222 repo stars
#3760

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?'

DevOps222 repo stars
#3761

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'

DevOps222 repo stars
#3762

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?'

DevOps222 repo stars
#3763

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.

DevOps222 repo stars
#3764

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.

DevOps222 repo stars
#3765

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'.

DevOps222 repo stars
#3766

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.

DevOps222 repo stars
#3767

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.

DevOps222 repo stars
#3768

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.

DevOps222 repo stars
#3769

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'.

DevOps222 repo stars
#3770

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.

DevOps222 repo stars
#3771

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.

DevOps222 repo stars
#3772

Qdrant Relevance Feedback

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more relevant results from vector search', 'cheaper/better alternative to reranking', 'using a more heavy/big embedding model for dense search but can't afford it', 'finding more relevant documents beyond the initial search pool', or 'feedback loops'. Also trigger when the user has a search quality problem due to a dense retriever being weak and is considering reranking as a solution — this API may be a better fit

Communication222 repo stars
#3773

Qdrant Scaling

Guides Qdrant scaling decisions. Use when someone asks 'how many nodes do I need', 'data doesn't fit on one node', 'need more throughput', 'cluster is slow', 'too many tenants', 'vertical or horizontal', 'how to shard', or 'need to add capacity'.

DevOps222 repo stars
#3774

Qdrant Scaling Data Volume

Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant scaling', 'time window rotation', or 'data growth exceeds capacity'.

DevOps222 repo stars
#3775

Qdrant Scaling Qps

Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas', or 'how to handle more concurrent queries'.

DevOps222 repo stars
#3776

Qdrant Scaling Query Volume

Guides Qdrant query volume scaling. Use when someone asks 'query returns too many results', 'scroll performance', 'large limit values', 'paginating search results', 'fetching many vectors', or 'high cardinality results'.

DevOps222 repo stars
#3777

Qdrant Search Quality

Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing expected results', or asks 'how to improve search quality?', 'which embedding model?', 'should I use hybrid search?', 'should I use reranking?', 'how to measure retrieval quality?', 'build a golden set', 'ground truth dataset', or 'how to score recall@k?'. Also use when search quality degrades after quantization, model change, or data growth.

Communication222 repo stars
#3778

Qdrant Search Quality Diagnosis

Diagnoses Qdrant search quality issues. Use when someone reports 'results are bad', 'wrong results', 'not relevant results', 'missing matches', 'recall is low', 'approximate search worse than exact', 'which embedding model', 'quality dropped after quantization', 'how to measure retrieval quality', 'build a golden set', 'ground truth dataset', or 'how to score recall@k'. Also use when search quality degrades without obvious changes.

Communication222 repo stars
#3779

Qdrant Search Speed Optimization

Diagnoses and fixes slow Qdrant search. Use when someone reports 'search is slow', 'high latency', 'queries take too long', 'low QPS', 'throughput too low', 'filtered search is slow', or 'search was fast but now it's slow'. Also use when search performance degrades after config changes or data growth.

DevOps222 repo stars
#3780

Qdrant Search Strategies

Guides Qdrant search strategy selection. Use when someone asks 'should I use hybrid search?', 'how to rerank?', 'results are not relevant', 'I don't get needed results from my dataset but they're there', 'retrieval quality is not good enough', 'results too similar', 'need diversity', 'MMR', 'relevance feedback', 'recommendation API', 'discovery API', or 'missing keyword matches'

DevOps222 repo stars
#3781

Qdrant Sizing

Sizes a Qdrant deployment before it is provisioned. Use when someone asks 'how much RAM do I need', 'how many nodes', 'how big should my cluster be', 'sizing', 'capacity planning', 'will N vectors fit', 'what instance type should I pick', or gives a vector count and dimensions and asks what to provision. Also use when an existing estimate needs checking before hardware or a cluster tier is bought.

DevOps222 repo stars
#3782

Qdrant Sliding Time Window

Guides sliding time window scaling in Qdrant. Use when someone asks 'only recent data matters', 'how to expire old vectors', 'time-based data rotation', 'delete old data efficiently', 'social media feed search', 'news search', 'log search with retention', or 'how to keep only last N months of data'.

Media222 repo stars
#3783

Qdrant Tenant Scaling

Guides Qdrant multi-tenant scaling. Use when someone asks 'how to scale tenants', 'one collection per tenant?', 'tenant isolation', 'dedicated shards', or reports tenant performance issues. Also use when multi-tenant workloads outgrow shared infrastructure.

DevOps222 repo stars
#3784

Qdrant Version Upgrade

Covers upgrading Qdrant server and SDKs without interrupting availability or losing data integrity. Use when someone asks 'how do I upgrade Qdrant', 'can I jump from 1.15 to 1.18', 'rolling upgrade without downtime', 'do I upgrade the client or the server first', 'which SDK version matches my server', 'what should I check before upgrading', or 'something changed after we upgraded'.

DevOps222 repo stars
#3785

Qdrant Vertical Scaling

Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs scale out', or when memory/CPU is insufficient on current nodes. Also use when someone wants to avoid the complexity of horizontal scaling.

DevOps222 repo stars
#3786

Ffuf Web Fuzzing

Expert guidance for ffuf web fuzzing during penetration testing, including authenticated fuzzing with raw requests, auto-calibration, and result analysis

Coding207 repo stars
#3787

Workflow

Scaffold a Notion Worker Workflow with typed triggers and replay-safe durable steps.

Media203 repo stars
#3788

Workflow Guide

Reference for typed triggers, durable steps, replay-safe data flow, and idempotent Workflow effects.

Media203 repo stars
#3789

Workflow Validate

Review Notion Worker Workflows for trigger typing and retry safety.

Media203 repo stars
#3790

Youtube Fetcher

Turn a YouTube video into a structured, Obsidian-ready archival Markdown note containing its transcript, creator metadata, description, chapters, language, and capture provenance. Use when a user shares a YouTube URL or video ID and wants transcripts, captions, subtitles, notes, a knowledge-base record, summarization, analysis of what was said, or YouTube content saved to Markdown. When a user pastes only a YouTube link, fetch the note and report where it was saved.

Media197 repo stars
#3791

Auth Guide

Guide to setting up third-party authentication for a Notion Worker. Covers brokered credentials for external-service API keys / personal access tokens, OAuth, and plaintext environment secrets only when worker code needs the value. Use when the worker needs credentials for a non-Notion API, not for Notion API tokens or `ntn login`.

Media196 repo stars
#3792

Custom Blocks

Comprehensive guide to building Notion worker custom blocks - use when the user wants to build interactive UI connected to Notion data.

Media196 repo stars
#3793

Sync

Scaffold a new sync capability with guided setup — asks about data source, mode, pagination, and cursor design, then generates working code

Media196 repo stars
#3794

Sync Debug

Diagnose a failing or misbehaving sync — fetch run logs, identify errors, cross-reference with code, and suggest fixes

Media196 repo stars
#3795

Sync Guide

Comprehensive guide to building Notion Workers syncs — covers the two-sync architecture (backfill+delta), replace mode, pagination, consistency buffers, pacers, deletion strategies, and common pitfalls. Auto-loads when sync-related work is detected.

Media196 repo stars
#3796

Sync Validate

Review a sync capability for common bugs — cursor advancement, pagination termination, state persistence, bi-modal correctness, consistency buffers, and deletion handling

Media196 repo stars
#3797

Xquik Mcp

Connect, verify, and troubleshoot Xquik's remote MCP server. Use when a user needs MCP setup, OAuth recovery, tool discovery, endpoint execution, or a real-client MCP check in ChatGPT, Claude, Codex, Cursor, VS Code, or another compatible client. Prefer live MCP discovery over copied endpoint details. Start with read-only inspection. Require confirmation before private, metered, persistent, or state-changing calls. Not affiliated with X Corp.

Communication193 repo stars
#3798

X Twitter Scraper

Use Xquik for Twitter search, REST, MCP, SDKs, filtered exports, monitoring, and approved publishing. Not affiliated with X Corp. Trigger for X API comparisons, tweet search, user lookup, timelines, follower exports, media, webhooks, bulk extraction, giveaways, or MCP setup. Start read-only. Require explicit approval for writes, private reads, monitors, webhooks, and metered bulk jobs.

Media185 repo stars
#3799

Xquik Social Research

Research public X data with Xquik. Use for tweet search, tweet lookup, user discovery, profile timelines, threads, followers, trends, exports, monitoring plans, or MCP setup. Keep public reads bounded. Require explicit approval before private reads, writes, persistent resources, or bulk jobs. Not affiliated with X Corp.

Media185 repo stars
#3800

90 Day Seo Sprint

Run the Distribb 90-Day SEO Sprint - a founder-built 13-week playbook for shipping pre-launch SEO, core pages, a content engine, and a backlink starter stack on the way to compounding organic traffic. Use when the user asks for an "SEO sprint", "90-day SEO plan", "SEO tracker", "SEO roadmap", "where do I even start with SEO", "how do I get my first 1,000 organic visitors", or anything similar. This sub-skill opens the Distribb tracker spreadsheet in the user's browser, walks them through each phase, and hands off keyword research / backlink targets / publishing / Microworkers tasks to the parent Distribb skill.

Media177 repo stars

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