Product & Planning

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Use at the start of every conversation to establish skill discovery and usage patterns. Required before any other response including clarifying questions. Defines when and how to invoke skills with 1% threshold rule.

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Use when the user asks to "score this influencer", "rank these creators for our campaign", or "tell me which influencer is the best fit"; produces weighted fit scores across audience match, content quality, brand alignment, engagement authenticity, and partnership potential, plus a ranked comparison and a go/pass verdict. Not for finding new influencers — use influencer-discovery; not for sending outreach — use outreach-manager.

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Autonomous orchestrator for manifest work items through the development lifecycle. Use when running egregore to process a backlog automatically.

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Use when a Java change needs independent Behavior-Driven Development guidance from trusted behavior facts through concrete examples and observable scenarios, with focused clarification when behavior is pending or ambiguous. This should trigger for requests such as Apply BDD; Facilitate behavior examples; Discover scenarios with Given When Then; Review these examples for shared domain language; Complete BDD discovery as a self-contained interaction. Part of Plinth Toolkit

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Scope an ISO 27001 ISMS and build the Statement of Applicability across Annex A controls. Use when asked to implement ISO 27001, scope an ISMS, build a Statement of Applicability (SoA), or prepare for ISO 27001 certification. Produces an ISMS plan — scope & context, risk-treatment approach, an Annex A control applicability table (the SoA), and a prioritised implementation roadmap.

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Refine and enhance an existing feature plan for the current {{engine_name}} project. Re-analyzes TASKS.md and PLAN-BRIEF.md, checks for gaps, missing tasks, wrong dependencies, architectural issues, and improves plan quality. Also detects updated or new researches from /unikit-explore and incorporates their findings into the plan. Use this skill whenever the user wants to review, polish, or improve a feature plan from .unikit/plans/, even if they say "check the plan", "review the feature", "improve the roadmap", "what's wrong with the plan", or "update plan from research".

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Create or update a strategic project roadmap with major milestones. Generates .unikit/ROADMAP.md — a high-level checklist of project goals. Use when user says "roadmap", "project plan", "milestones", "what to build next", "strategic goals", or wants to see big-picture progress. Also use when the user asks to check which milestones are done or wants to plan the overall project direction.

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Define the next development phase. Archives the current phase's completed plans, bumps current_phase, interviews the user about the new phase scope, and creates a backlog of feature plans.

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Triage and prioritize bug reports when the user asks to classify bugs, prioritize a bug backlog, triage issues, or sort bugs by severity for sprint planning

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Generate or update PRD documents interactively with the user. Use this skill when the user wants to create new product requirements, refine existing PRD docs, or document a new feature. Asks clarifying questions iteratively to produce complete, accurate requirements.

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360-degree business audit to 5-10X growth trajectory. Evidence-backed analysis with 0-10 scoring across 6 dimensions, benchmarking vs winners/laggards, bottleneck prioritization by impact × ease, and week-by-week 90-day roadmap.

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The Jobs-to-be-Done framework as applied product methodology. Job statements, struggling moments, hire and fire criteria, the difference between feature-thinking and job-thinking. Honest about where JTBD adds clarity (discovery, prioritization, positioning) and where it becomes performative ritual (job-statement workshops that do not drive decisions, persona-theater disguised as JTBD). Triggers on jobs-to-be-done, JTBD, job statements, struggling moments, hire criteria, fire criteria, switch triggers, functional emotional social jobs, outcome-driven innovation. Also triggers when a team is over-relying on feature-request lists or persona archetypes that do not drive product decisions, when a positioning conversation needs the framing JTBD provides, or when discovery is producing outputs that do not connect to product strategy.

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Objectives and Key Results planning, tracking, and alignment capabilities

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Create and refine a multi-phase product roadmap. Use when starting a new project, planning features, or updating the product roadmap. Leverages oracle for strategic planning.

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Update planning docs from PRD files or discrepancies report. Use this skill to update roadmap and dependencies without creating tickets. Works directly with PRD documents and/or 99-discrepancies.md when available.

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Human validation of complete plan (PRD + Stories + Execution Plan) before execution. User sees full picture then approves or requests changes. Required for complexity ≥15.

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Show implementation progress from linked tasks

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Shape rough ideas into clear, actionable work definitions. Use this skill whenever someone has an unstructured idea that needs to become a concrete work definition — feature requests, bug reports, PRDs, customer feedback, Slack threads, stakeholder asks, or vague "we should do X" statements. Trigger phrases include "shape this", "scope this", "write a PRD", "define this work", "turn this into a ticket", "flesh this out", "spec this out", "what should we build for X", "I have an idea for...", or any rough input that needs structure before implementation can begin.

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Discover and install related skills from inference.sh skill registry. Helps find complementary skills for your AI workflow. Use for: skill discovery, workflow expansion, capability exploration. Triggers: related skills, find skills, skill discovery, complementary skills, expand workflow, more capabilities, similar skills, skill suggestions

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Archives completed stories from prd.json to reduce token usage.

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Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run order, compute budget, or paper-ready validation that supports the core problem, novelty, simplicity, and any LLM / VLM / Diffusion / RL-based contribution.

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Install the PRD-Driven Context Engineering methodology into a fresh OR existing repository — the subscription-native alternative to forking the whole repo. Runs an interactive wizard that seeds the framework (.claude/ hooks, skills, agents, rules, scripts) without clobbering product content. Triggers on "install the methodology", "adopt this into my repo", "self-install", "set up PRD lifecycle here", "onboard existing project". Outputs an installed framework + a verification report.

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Prefer modern CLI tools for better performance: rg (ripgrep) instead of grep for text searching, fd instead of find for file discovery, bat instead of cat for viewing files, sd instead of sed for text replacement, eza instead of ls for directory listing, dust instead of du, procs instead of ps. Use when writing bash scripts, optimizing command chains, working with file searches, or replacing grep/find/cat in workflows. These tools are faster, respect .gitignore, and have better output formatting.

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Automates Microsoft Excel on macOS via JXA with AppleScript dictionary discovery. Use when asked to "automate Excel spreadsheets", "JXA Excel scripting", "Excel macOS automation", or "bulk Excel data operations". Focuses on workbooks, worksheets, ranges, 2D arrays, performance toggles, and VBA escape hatches.

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Automates Apple Pages using JXA with AppleScript dictionary discovery. Use when asked to "automate Pages documents", "create documents programmatically", "JXA Pages scripting", or "export Pages to PDF". Covers documents, templates, text, styles, export, tables, images, and AppleScript bridge fallbacks.

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Expert knowledge for working with Backlog.md task management. Use when managing tasks, organizing epics, handling dependencies, or tracking project progress. Automatically applies Backlog.md best practices.

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Validates beads issues after creation. Checks dependencies, PRD mapping, order, and issue quality. Use when: after creating issues, before TDD loop, before handoff. Triggers: "validate beads", "check issues", "verify tasks", "check quality", "validate handoff".

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Analyze spending patterns and find savings. 50/30/20 rule, subscription audit, debt payoff strategies, emergency fund roadmap.

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Guides implementation of camera hardware interfaces using ataraxis-video-system. Covers camera discovery, configuration verification, interactive testing, and binding class patterns. Use when adding camera support to any acquisition system or troubleshooting camera connectivity.

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Execute implementation tasks or saved prompts with progress tracking. Use when ready to build what was planned in PRD or improved prompts.

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Extract structured requirements from conversations into mini-PRD format. Use after conversational exploration to capture what was discussed.

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Sales qualification and client discovery. Use when starting a new client engagement, qualifying leads, identifying pain points, or calculating ROI for automation proposals. Generates discovery forms, qualification scores, and ROI estimates.

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Generate master configuration files in ai-state/config that map web app use cases, code components, and user interactions to their corresponding config structure, enabling rapid discovery and AI-driven propagation

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Initializes a new epic with EPIC_TRACKING.md and story-level directory structure. Creates the foundation for managing all stories within an epic. Use when starting a new epic or when restructuring an existing epic to align with the PRD story breakdown.

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Calculate story point estimates for user stories using structured formula (Complexity × Effort + Risk). Analyzes acceptance criteria, assesses complexity (1-5), effort (1-5), and risk (0-3), then documents estimation rationale. Use during backlog grooming or sprint planning when stories need sizing.

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Analyzes moral dimensions and value conflicts through ethical frameworks using deontology, consequentialism, virtue ethics, and applied ethics methodologies. Provides insights on moral obligations, rights, justice, and ethical decision-making. Use when: Ethical dilemmas, policy decisions, technology ethics, professional conduct issues. Evaluates: Moral principles, stakeholder interests, consequences, rights, justice, virtues.