Popular DevOps & Cloud Skills

Q

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'.

Q

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'.

Q

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'.

Q

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'.

Q

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.

Q

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'

Q

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.

Q

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.

Q

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'.

Q

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.

C

Code Review

AI-powered code review using CodeRabbit. Default code-review skill. Trigger for any explicit review request AND autonomously when the agent thinks a review is needed (code/PR/quality/security).

I

Iris Development

Iris is Redis's umbrella for AI-focused products. Use this skill when integrating with the Iris Redis Agent Memory (RAM) data plane on Redis Cloud — recording session events for an AI agent, creating or searching long-term memories, configuring a memory store, or tuning background memory promotion. Code examples use the official `redis-agent-memory` (Python) and `@redis-iris/agent-memory` (TypeScript) SDKs.

R

Redis Connections

Redis client and connection guidance covering connection pooling, multiplexing, pipelining, client-side caching with RESP3, avoiding slow commands (KEYS, SMEMBERS, HGETALL), and tuning socket timeouts. Use when configuring a Redis client (redis-py, Jedis, Lettuce, NRedisStack), batching commands for throughput, eliminating per-request connection creation, iterating large keyspaces with SCAN, enabling client-side caching for read-heavy workloads, or setting connect and read timeouts.

R

Redis Security

Redis security guidance covering authentication (requirepass and ACL users), TLS, ACL-based least-privilege access control, restricting network exposure via bind and protected-mode, firewall rules, and disabling dangerous commands. Use when deploying Redis to production, defining ACL users for an application, configuring TLS connections, locking down a Redis instance behind a firewall, or auditing a Redis deployment for security hardening.

A

Akta Company Research

Research companies with employee reviews, product reviews, industry classification, and competitive landscape through Akta. Covers company enrichment, employee satisfaction signals, product feedback, industry mapping, and news monitoring.

B

Brand Monitoring

Monitor brand mentions, sentiment, and reputation across Twitter, Reddit, news, and social platforms through SandBase. Use when asked for brand monitoring, reputation tracking, social listening, PR coverage analysis, or competitive brand intelligence.

C

Crisis Monitor

Rapidly assess crisis situations by monitoring Twitter, Reddit, news, and Chinese social platforms simultaneously. Detects escalation velocity, identifies key narratives, tracks official responses, and measures public sentiment shifts during critical events.

D

Domain Intelligence

Research any domain with WHOIS data, DNS records, SSL certificate details, domain age, reputation scoring, and security header analysis. Covers ownership research, infrastructure mapping, security assessment, and competitive domain analysis.

E

Event Tracker

Track real-time events, announcements, and breaking developments across Twitter, Reddit, news outlets, and web search. Monitors event progression, public reaction, key moments, and aftermath coverage for crisis response and opportunity detection.

H

Hashtag Tracker

Track hashtag performance across Instagram, TikTok, Twitter, and Xiaohongshu simultaneously. Monitors post volume, engagement rates, top contributors, and content patterns for campaign tracking, trend research, and community activation measurement.

M

Multi Source Search

Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage.

C

Competitor Monitor

Monitor competitor websites, content changes, social activity, and market positioning through SandBase. Use when asked for competitive intelligence, competitor tracking, market positioning research, or competitive content monitoring.

F

Flight Tracker

Track flight status, delays, gate changes, and estimated arrival times for any commercial flight. Covers real-time flight tracking, schedule lookup, and delay monitoring for travel coordination and logistics planning.

H

Hummingbird

Expert guidance on Hummingbird 2 web framework. Use when developers mention: (1) Hummingbird, HB, or Hummingbird 2, (2) Swift web server or HTTP server, (3) server-side Swift routing or middleware, (4) building REST APIs in Swift, (5) RequestContext or ChildRequestContext, (6) HummingbirdAuth or authentication middleware, (7) HummingbirdWebSocket, (8) HummingbirdFluent or database integration, (9) ResponseGenerator or EditedResponse.

W

Wendy

Expert guidance on building and deploying apps to WendyOS edge devices. Use when developers mention: (1) Wendy or WendyOS, (2) wendy CLI commands, (3) wendy.json or entitlements, (4) deploying apps to edge devices, (5) remote debugging Swift on ARM64, (6) NVIDIA Jetson or Raspberry Pi apps, (7) cross-compiling Swift for ARM64.

W

Wendy Cloud Testing

Wendy Cloud testing skill — supplies test commands, stack setup, and failure-mode knowledge for the cloud monorepo. Use when: (1) running Swift broker or Go services integration tests, (2) checking whether the local dev stack is healthy, (3) diagnosing enrollment or certificate errors, (4) verifying device reachability. Pair with /wendy-iterating to drive a continuous fix loop.

W

Wendy Gcp Deployment

Expert guidance on deploying Wendy applications and infrastructure to Google Cloud. Use when: (1) deploying anything to GCP, (2) writing or changing Pulumi programs, (3) creating GCP service accounts, IAM roles, or custom roles, (4) touching wendy.sh / wendy.dev DNS records, (5) choosing GCP compute or databases, (6) setting up CI/CD deployment to GCP, (7) provisioning Cloud Run, Cloud SQL, or Artifact Registry.

W

Wendy Iterating

General-purpose iterate-fix-and-ship loop for any codebase. Use when: (1) running a continuous bug-fixing loop, (2) iterating on a feature until all tests pass, (3) driving worktree-per-fix PR workflows autonomously. Pair with a project-specific testing skill (e.g. /wendy-cloud-testing) that supplies test commands and failure-mode knowledge.

L

Linkedin Growth

Two-phase LinkedIn lead pipeline driven by linkedin-cli. Phase A imports leads from a search URL or filters, qualifies them against a configurable ICP via sub-agent, and stores them in a local SQLite database with round-robin assignment across one or more LinkedIn accounts. Phase B runs on a schedule per account — sends connection invites up to a daily limit and withdraws stale pending requests. Use when the user wants to grow their network from LinkedIn searches, manage outgoing invites at scale, ask status questions (counts, conversion, pending older than N days, last imports), pause/resume an account, change ICP, or install the recurring scheduler.

C

Cypress Cloud Cli

Runs the cy-cloud CLI to inspect Cypress Cloud organizations, projects, runs, specs, tests, failure screenshots, and Test Replay data. Use when the user mentions Cypress Cloud, cy-cloud, cypress-cloud-cli, a Cloud run or test URL, failing or flaky Cypress tests, Test Replay, run triage, Cloud artifacts, or asks why a recorded test failed.

S

Sendmux Mcp Setup

Configure Sendmux Model Context Protocol servers for AI agent clients, using hosted OAuth first when supported and secret-backed local env config otherwise. Use when the user wants to install sendmux-mcp, connect the hosted Sendmux MCP endpoint, run local stdio or HTTP MCP servers, set mailbox/management/sending key scopes, add bearer headers, or write MCP config for Claude Code, Cursor, Codex, VS Code/Copilot, Copilot CLI, Gemini CLI, Cline, or Windsurf/Cascade.

C

Citlyze Action Plan

Turn Citlyze optimization recommendations into a prioritized, sequenced action plan. Use when asked "what should we do to improve AI visibility", "prioritize the recommendations", "make an AEO/GEO action plan", or after a visibility report surfaces problems. Requires the Citlyze MCP server.

C

Citlyze Citation Gap

Analyze which domains AI engines cite for your tracked prompts and find citation gaps to close. Use when asked "which domains get cited", "why are competitors cited and not us", "citation gap analysis", or to build an outreach/content target list from AI citation data. Requires the Citlyze MCP server.

C

Citlyze Prompt Audit

Audit tracked prompts in Citlyze to find weak spots and coverage gaps. Use when asked "which prompts are underperforming", "audit my tracked prompts", "where are we invisible", or "what prompts should we track next". Requires the Citlyze MCP server.

C

Citlyze Visibility Report

Build a window-over-window AI search visibility report from Citlyze data. Use when asked "how visible is my brand in AI search", "what changed this week/month", "build an AI visibility report", or for recurring exec reporting on ChatGPT/Claude/Perplexity/Gemini visibility. Requires the Citlyze MCP server.