Research
Research, information gathering, and multi-source synthesis
product-management
by julianromli
Assist with core product management activities including writing PRDs, analyzing features, synthesizing user research, planning roadmaps, and communicating product decisions. Use when you need help with PM documentation, analysis, or planning workflows that integrate with your codebase.
discovery-interviews-surveys
by lyndonkl
Use when validating product assumptions before building, discovering unmet user needs, understanding customer problems and workflows, testing concepts or positioning, researching target markets, identifying jobs-to-be-done and hiring triggers, uncovering pain points and workarounds, or when users mention user research, customer interviews, surveys, discovery interviews, validation studies, or voice of customer.
reddit-insights
by BrianRWagner
Search and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research, user feedback, what do people think about, reddit trends, niche discovery, product validation.
litmus
by Kuberwastaken
"Parallel autonomous ML research agents with a Director, git worktrees for per-agent experiment branches, a Skills library for validated technique reuse, a Synthesizer that distills collective knowledge overnight, and circadian rhythm (leisure 03:00–06:00 for paper reading and creative thinking). Uses OpenClaw sessions_spawn, cron, and steer natively. Use when: (1) start or run ML research agents overnight, (2) check agent status or experiment results, (3) view leaderboard or morning digest, (4) steer or stop agents, (5) ask what agents discovered or are exploring, (6) set up Litmus for the first time. NOT for: general coding, non-ML tasks, or machines without a GPU."
user-research
by rsmdt
User interview techniques, persona creation, journey mapping, and research synthesis patterns. Use when planning research studies, conducting interviews, creating personas, or translating research findings into actionable design recommendations.
alpha-finder
by sundial-org
Market Oracle for prediction market intelligence - Polymarket and Kalshi research, probability assessments, market sentiment analysis, and arbitrage opportunity identification. Use when users want to research prediction markets, analyze betting odds, or find market inefficiencies. Costs $0.03 USDC per request via x402 protocol on Base network.
researching-web
by alexei-led
Web research via Perplexity AI. Use for technical comparisons (X vs Y), best practices, industry standards, documentation. Triggers on "research", "compare", "vs", "best practice", "which is better", "pros and cons".
business-competitor-analysis
by manojbajaj95
Perform comprehensive competitor analysis for any business. Produces an executive-summary markdown report with target customer profile, market positioning, pricing/business model, product features, funding/company size, SWOT analysis, and competitive matrix. All findings are data-grounded. Use when the user asks to analyze competitors, understand competitive landscape, compare a business to alternatives, or perform market research.
mcp-exa-search
by vaayne
Search the web, research companies, and find code context using Exa AI. Use when performing web searches, company research, or finding programming documentation. Triggers on "search the web", "find online", "research company", "code context for [library]", "Exa search".
user-insight-synthesis
by rsmdt
Interview techniques, persona creation, journey mapping, and usability testing patterns. Use when planning research, conducting user interviews, creating personas, mapping user journeys, or designing usability tests. Essential for user-research, requirements-analysis, and interaction-architecture agents.
fleet-inventory
by RHEcosystemAppEng
Query and display Red Hat Lightspeed managed system inventory. Use this skill for information-gathering requests about the fleet, registered systems, or inventory queries. This skill focuses on discovery and listing only - for remediation actions, transition to the sre-agents:remediator agent (invoke the sre-agents:remediator agent). When to use this skill: - "Show the managed fleet" - "List all systems registered in Lightspeed" - "What systems are affected by CVE-X?" - "How many RHEL 8 systems do we have?" - "Show me production systems" When NOT to use this skill (use sre-agents:remediator agent instead): - "Remediate CVE-X on these systems" - "Create a playbook for..." - "Patch system Y" This skill orchestrates MCP tools from lightspeed-mcp to provide comprehensive fleet visibility and system inventory management.
cve-impact
by RHEcosystemAppEng
CRITICAL: This skill must be used for ALL CVE discovery and listing queries. DO NOT use raw MCP tools like get_cves directly. Use this skill when users request: - Listing critical/high-severity CVEs: "show me critical vulnerabilities", "what are the most critical CVEs", "list all high-severity vulnerabilities" - CVE discovery: "what vulnerabilities affect my account", "show me all CVEs", "what are my security risks" - CVE impact analysis for specific CVEs: "what's the impact of CVE-X?", "analyze CVE-Y" - Risk assessment: "which CVEs are most urgent?", "prioritize vulnerabilities" - Understanding affected systems for a CVE - Comparing CVE severity levels - CVE discovery and prioritization (information gathering) DO NOT use this skill when users request remediation actions like: - "Create a remediation playbook" (use sre-agents:remediator agent) - "Patch CVE-X on system Y" (use sre-agents:remediator agent) - "Remediate these CVEs" (use sre-agents:remediator agent) This skill orchestrates MCP tools (get_cves, get_cve, get_cve_systems) to provide comprehensive CVE analysis with Red Hat Lightspeed context. When users ask for remediation after seeing the analysis, invoke the sre-agents:remediator agent. IMPORTANT: ALWAYS use this skill instead of calling get_cves or other vulnerability MCP tools directly.
forkprobe
by Jayden-X-L
Recommend a small set of candidate skills or artifact-generation pipelines for an open-ended task, then compare their outputs so the user can decide what actually helps. Use when the user is unsure if a particular skill would improve their output, when comparing 2+ skills for the same task, when they naturally ask to compare skills without saying forkprobe, or when explicitly invoked with /forkprobe. Chinese examples include "我想比较几个科研写作 skill", "帮我看看哪个 skill 更适合这段", "先别直接改，并排试几个 skill", "哪个 skill 改出来更自然", "比较几个去 AI 味写作 skill", "基于文档做一个 PPT，想比较几个 skill 效果", "比较几个论文作图 skill", and "比较几个市场调研/调研报告 skill". Especially valuable for academic paragraph polishing, anti-AI text rewriting, Chinese AI-flavor removal, scientific writing, reviewer response, Nature-style polishing, PPT planning, PPTX artifact comparison, scientific figure artifact comparison, market research comparison, and research report artifact comparison. Do NOT use for simple deterministic tasks where skill choice is obvious or for casual conversation.
solo-research
by fortunto2
Deep market research — competitor analysis, user pain points, SEO/ASO keywords, naming/domain availability, and TAM/SAM/SOM sizing. Use when user says "research this idea", "find competitors", "check the market", "domain availability", "market size", or "analyze opportunity". Do NOT use for idea scoring (use /validate) or SEO auditing existing pages (use /seo-audit).
tweet-writer
by sanky369
Write viral, persuasive, engaging tweets and threads. Uses web research to find viral examples in your niche, then models writing based on proven formulas and X algorithm optimization. Use when creating tweets, threads, or X content strategy.
x-research
by rohunvora
General-purpose X/Twitter research agent. Searches X for real-time perspectives, dev discussions, product feedback, cultural takes, breaking news, and expert opinions. Works like a web research agent but uses X as the source. Use when: (1) user says "x research", "search x for", "search twitter for", "what are people saying about", "what's twitter saying", "check x for", "x search", "/x-research", (2) user is working on something where recent X discourse would provide useful context (new library releases, API changes, product launches, cultural events, industry drama), (3) user wants to find what devs/experts/community thinks about a topic. NOT for: posting tweets or account management. Note: currently uses recent search (last 7 days). Full-archive search is available on the same pay-per-use X API plan but not yet implemented in this skill.
uiux-design-consultant
by sandraschi
User experience and interface design expert for wireframing, user research, and design systems
apify-market-research
by manojbajaj95
Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor.
Customer Research
by zircote
This skill should be used when the user asks to "understand customers", "customer research", "user personas", "customer needs analysis", "buyer journey mapping", "voice of customer", "customer segmentation", "user research", or needs guidance on customer discovery methodologies, persona development, or understanding buyer behavior.
competitive-intelligence-analyst
by shipshitdev
Use this skill when users need to analyze competitors, monitor market movements, benchmark features/pricing, identify market gaps, or understand competitive positioning. Activates for "what are competitors doing," market analysis, or differentiation strategy.
pm-pmm
by geekatron
Product management and product marketing decision framework. Invoke when users need product strategy (PRDs, vision, roadmaps), customer insight (personas, journey maps, VOC), business analysis (business cases, market sizing, pricing), competitive intelligence (battle cards, win/loss, competitive analysis), or go-to-market planning (GTM plans, positioning, MRDs, buyer personas). Uses 18 validated industry frameworks organized around Cagan's Value Risk and Business Viability Risk domains. Supports discovery mode (hypothesis-driven) and delivery mode (stakeholder-ready). Trigger keywords: PRD, product requirements, roadmap, prioritize, RICE, persona, journey map, VOC, business case, market sizing, TAM, competitive analysis, battle card, GTM, go-to-market, positioning, messaging, MRD.
user-experience
by geekatron
"Parent orchestrator for AI-augmented UX methodology targeting tiny teams (1-5 people). Routes to 10 sub-skills by product lifecycle stage through criteria-gated waves. Invoke when team needs structured UX evaluation, user research, design systems, UX metrics, behavior diagnosis, feature prioritization, design sprints, or AI interaction design. Each sub-skill implements a proven UX framework with synthesis hypothesis confidence gates and MCP design tool integration. Triggers: UX, user experience, usability, heuristic evaluation, JTBD, lean UX, HEART metrics, atomic design, inclusive design, behavior design, Kano model, design sprint, AI-first design, UX audit, accessibility, design system, user research."
glean-tools-guide
by gleanwork
Use when Glean MCP tools are available and you need guidance on which tool to use, how to format queries, or best practices for enterprise search. This skill provides tool selection logic and query optimization for Glean integrations. Auto-triggers when mcp__glean tools are being considered.
enterprise-search
by gleanwork
Use when the user asks about company documents, internal wikis, policies, specifications, design docs, RFCs, or enterprise knowledge. Triggers on phrases like "find the doc about", "what's our policy on", "where is the spec for", "company guidelines", "internal documentation", or when searching for information that would be in enterprise systems rather than the local codebase.