Provide structured outputs (plan/report/checklist/table) optimized for readability and reuse. Use when user requests a plan, report, checklist, template, or when high-risk requires explicit verification steps.

Summarize or transcribe URLs, YouTube/videos, podcasts, articles, transcripts, PDFs, and local files.

Summarize GitHub issue/PR threads into key decisions, action items, and next steps

Summarize your current sprint workload from Jira — assigned issues, contributor roles, and priorities. Use when checking what's left in the sprint or deciding what to work on next.

Condense lengthy materials into digestible summaries. Creates bullet-point summaries, Cornell notes, and cheat sheets with key terms highlighted. Use when summarizing textbooks, lectures, articles, or any study material. Triggers - summarize, create summary, condense notes, key points, cheat sheet, quick summary, TL;DR.

Search your coding memory. Use when user asks about past work, previous sessions, how something was implemented, what they worked on before, or wants to recall information from earlier sessions.

Add error codes with translations to migrations. Use for validation errors and service errors.

Gate 6 - Must-Be-True Conditions, Exit Criteria, risk assessment, recommendation

Structured debugging methodology for investigating and resolving technical issues. Use this skill when debugging any technical problem, investigating errors, or troubleshooting unexpected behavior to ensure root cause analysis rather than symptom treatment.

Discussion-only mode. Use when the user invokes /talk followed by a question or topic — they want to talk through an idea or decision before any code is written or action taken.

Example TaskFlow pattern for inbox triage, intent routing, waiting on replies, and later summaries.

Multi-teammate orchestration. Maintains shared TaskList, assigns work by file-ownership glob, synthesizes findings, blocks Stop on incomplete tasks.

Extract or refine a paper's central claim and novelty via Socratic dialogue or existing-draft analysis. Two modes: extract from a draft, or explore and sharpen a new idea. Updates .papermill/state.md.

When a constraint is treated as fixed ("too expensive", "impossible", "always done this way"), ask whether it's physics or just convention, then rebuild from what's actually true.

Use when behavior contradicts the docs, tests, diagram, or your assumption — stop reasoning from the description, go verify the running code or data directly, and let the territory overrule the map.

Use when a symptom could have several causes and you must find the faulty code by ranking falsifiable hypotheses and checking the cheapest discriminating observation first.

Add a comment to a Jira ticket. Use when the user wants to post an update, ask a question, document a decision, or communicate status on a ticket.

Delete a comment from a Jira ticket. Use when the user wants to remove a comment they previously added or clean up outdated comments.

Detects similar/duplicate tickets before creating new ones.

Survival analysis methods including weighted logrank, MaxCombo, RMST, and milestone tests. Use when analyzing TTE data or choosing analysis methods for non-proportional hazards.

Save, read, update, or delete conversation summaries in the vault. USE WHEN tldr, save summary, session summary, what did we do, recap session, conversation summary, update tldr, delete tldr.

Generate trading signals using npx neural-trader anomaly detection engine with Z-score scoring and neural prediction

Tradovate JavaScript indicator scaffold and patterns. Provides class structure and export guidance. Use when developing Tradovate indicators.

Summarize meeting transcripts into structured notes with decisions, action items, and key topics.

Find contact details for accommodation listings (Airbnb, Booking.com, VRBO, Expedia)

Perform root-cause analysis for bugs/errors/regressions using logs, repro steps, and hypothesis testing. Use when the user reports “nie działa”, stack traces, failing tests, or regressions.

Solve pair-sum, sliding window, and cycle detection problems with two pointers. Use when reducing O(n²) nested loops to O(n) on sorted or sequential data.

Extract a DDD-style ubiquitous language glossary from the current conversation, flagging ambiguities and proposing canonical terms. Saves to UBIQUITOUS_LANGUAGE.md. Use when user wants to define domain terms, build a glossary, harden terminology, create a ubiquitous language, or mentions "domain model" or "DDD".

Implement global contexts in Umbraco backoffice using official docs

Implement custom icons in Umbraco backoffice using official docs

Implement menus in Umbraco backoffice using official docs

Use when you need to ask questions about a codebase or understand code using a knowledge graph

Updates GitHub Release notes with human-readable summaries AFTER release-please creates a release. Use when user says "update release description", "improve release notes", or after merging a release-please PR. NEVER modifies the release PR body (breaks parsing).

Update a GitHub issue with new title, body, labels, or assignees

Update the PR's title and description to accurately reflect the changes.

Analyze collections of user feedback to identify patterns and themes. Use when you have user feedback from multiple sources that needs synthesis.

Generate AGENTS.md for end-user assistance. Covers setup, installation, running, and troubleshooting. Use proactively when user asks for "getting started" help or during /init user workflow. Examples: - user: "/init user" → user assistance AGENTS.md with official docs - user: "Create getting started guide" → installation + setup + troubleshooting - user: "Document how to use this repo" → user-focused AGENTS.md - user: "Help users run this software" → setup, prerequisites, usage patterns

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

Validate that plan was correctly implemented, verify all success criteria

Discover the surprising flexibility of calling Dart functions, including mixed positional and named arguments, the `.call` operator, and dynamic invocation with `Function.apply`.

This skill should be used when the user asks to "search notes",

Evidence-before-claims discipline for implementation completion. Use before claiming any work is complete, fixed, or passing. Run verification commands and confirm output before making success claims.

Continuous verification after every change, plus claim-based proof when evidence is required. Use when implementing, fixing bugs, refactoring, or when asked to verify a specific claim.

Quality verification framework — dimensions, severity levels, grading criteria

Verify epic completion by checking child features and running verify target

Verify batch implementation matches plan specification exactly - checks plan adherence, not code quality

Creates terminal screenshots and GIFs using VHS tape files. Use when automating terminal recordings, capturing TUI screenshots, or generating demo GIFs.

Create or update the project vision document

Send WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI (not for normal user chats).

Send third-party WhatsApp messages or sync/search WhatsApp history via wacli, not normal active chats.

Send WhatsApp messages to other people or search/sync WhatsApp history via the wacli CLI (not for normal user chats).

Create WhatsApp message templates, submit for Meta approval, and send template messages with variables.

Iterative Five Whys root cause analysis drilling from symptoms to fundamentals

Remove completed or abandoned worker worktrees and their branches. Use to clean up after workers finish their tasks.

List all active Claude workers and their git worktrees. Shows branch status, commits, and suggests next actions. Use to see what workers are running.

Create or update a CLAUDE.md project inventory for the current directory. Works at any level of the code directory hierarchy.

Orientation guide for navigating the WorldArchitect.ai repository and tooling

Use when user says "let's wrap up", "close shop", "done for today", or wants to end a session. Handles session wrap-up including git operations, documentation updates, roadmap updates, and preparing for next session. Works across all repo types.

Create GitHub issues (feature requests or bug reports) by learning from existing issue formats in the repository.

This skill should be used when the user asks to "reindex the codebase", "refresh code index", "update matrix index", "rebuild symbol index", or needs to manually trigger code indexing.

Spot patterns appearing in 3+ domains to find universal principles

Spot patterns appearing in 3+ domains to find universal principles

A deliberately broken fixture used by example/README.md to show what each rule's error output looks like.

Iterative parallel search strategy using WebSearch and Exa. Launch multiple searches simultaneously, learn from failures, and keep iterating until finding answers. Use for research, code examples, documentation, and technical information gathering.

Suggest documenting significant architectural decisions as ADRs

Architecture Decision Record format and process. Use when making architectural decisions, documenting technical choices, evaluating alternatives, or when asked about past decisions. Triggers on ADR creation, architecture discussions, or "why did we choose" questions.

Read back adr-patterns + adr-edges namespaces, surface dangling refs / supersede cycles / status mismatches; exit 1 on cycles

# Advocacy Campaigns

Cross-platform 30-day social research on a topic — Reddit, X/Twitter, Hacker News, Polymarket, open web. Clusters mentions by narrative, ranks by velocity (not raw volume), and surfaces the contrarian thread with traction (the cheapest signal). Source-tags every claim so a Reddit consensus and an HN consensus are weighted differently. Triggers: "research topic over 30 days", "what is everyone saying about X", "cross-platform research", "find the contrarian take on Y".

Watchlist-driven Kalshi prediction-market monitor with cross-venue arb detection vs paired Polymarket markets (fee + slippage adjusted). Surfaces price moves, volume spikes, resolution proximity, and kill-criterion triggers on tracked positions. Silent on unchanged markets. Requires a CFTC-compliant Kalshi account. Triggers: "watch my kalshi markets", "did anything move on kalshi", "kalshi vs polymarket on X", "alert on price changes for my kalshi watchlist".

Watchlist-driven Polymarket monitor. Surfaces only markets with 24h price moves above threshold, volume spikes, fresh comments from watched accounts, or resolution-date proximity. Position context for tracked entries. Bankr-ready Submit payload attached when action is recommended. Silent on unchanged markets. Triggers: "watch my polymarket positions", "did anything move on polymarket", "alert on price changes for my markets", "polymarket comment digest".

One token recommendation and one prediction-market pick per run — with falsifiable thesis, entry, sizing guidance, and an explicit kill criterion. Skip branch fires when no candidate has both a named/dated catalyst and asymmetric upside. The discipline is the skip branch — empirically the highest-EV output on flat days is no pick. Triggers: "what should I trade today", "give me a token pick", "prediction-market rec", "is there an asymmetric setup".

Generate social media covers and assets for AGENCY Community events, meetups, and YouTube recordings. Use when creating event covers, YouTube thumbnails, or social posts for the AGENCY Community.

Trade prediction markets on Agora — the prediction market exclusively for AI agents. Register, browse markets, trade YES/NO, create markets, earn reputation via Brier scores.

List all open PRs targeting the Studio AI command with draft status, approval state, and requested reviewers

DEPRECATED redirect — this skill was renamed to built-in-metrics. Do not use this skill; invoke built-in-metrics instead. Kept only so old references to aiconfig-ai-metrics still point users to the new name.

DEPRECATED redirect — this skill was renamed to configs-create. Do not use this skill; invoke configs-create instead. Kept only so old references to aiconfig-create still point users to the new name.

DEPRECATED redirect — this skill was renamed to custom-metrics. Do not use this skill; invoke custom-metrics instead. Kept only so old references to aiconfig-custom-metrics still point users to the new name.

DEPRECATED redirect — this skill was renamed to migrate. Do not use this skill; invoke migrate instead. Kept only so old references to aiconfig-migrate still point users to the new name.

DEPRECATED redirect — this skill was renamed to online-evals. Do not use this skill; invoke online-evals instead. Kept only so old references to aiconfig-online-evals still point users to the new name.

DEPRECATED redirect — this skill was renamed to projects. Do not use this skill; invoke projects instead. Kept only so old references to aiconfig-projects still point users to the new name.

DEPRECATED redirect — this skill was renamed to snippets. Do not use this skill; invoke snippets instead. Kept only so old references to aiconfig-snippets still point users to the new name.

DEPRECATED redirect — this skill was renamed to tools. Do not use this skill; invoke tools instead. Kept only so old references to aiconfig-tools still point users to the new name.

DEPRECATED redirect — this skill was renamed to configs-update. Do not use this skill; invoke configs-update instead. Kept only so old references to aiconfig-update still point users to the new name.

Read or write Apache Hive from an AIDP notebook via the AIDP `aidataplatform` Spark format handler. Use when the user mentions Hive, HiveServer2, HS2, HCatalog, or has a Hive metastore host/port. Auth is host/port + user/password. Read-write.

Read from Oracle PeopleSoft into a Spark DataFrame in an AIDP notebook via the AIDP `aidataplatform` Spark format handler. Use when the user mentions PeopleSoft, PSFT, HCM, FSCM, Campus Solutions, or has a PeopleSoft host/port. Auth is host/port + database name + user/password. Read-only.

You're an expert in AlloyDB Omni running in a container. You can help users with related tasks such as starting, stopping, listing, connecting to AlloyDB Omni instance running in a container, and querying for logs.

Coupon and promotion planning — coupon types, stacking rules, deal timing, redemption optimization

Multi-marketplace listing management — translation, pricing localization, BIL (Build International Listings)

FBA inventory planning — restock timing, safety stock, IPI score optimization, stranded inventory recovery

Private label launch playbook — product selection, branding, supplier management, differentiation strategy

Product bundling strategy — virtual bundles, multi-pack pricing, cross-sell bundles, bundle listing optimization

Product compliance and safety — certifications, labeling requirements, restricted substances, documentation

Return rate reduction — root cause analysis, listing accuracy, packaging improvements, size guides

Subscribe & Save optimization — enrollment, discount tiers, frequency optimization, retention analysis

Parent-child variation planning — when to merge/split, color/size variations, ranking benefits