Judge added comments, JSDoc, changelog entries, and PR bodies on information content and cut what a reader can derive. Use before presenting a diff, committing, or writing a PR body.

One unattended factory foreman iteration: watch the backlog queue, dispatch the next operator-picked card to an isolated worker, collect completion evidence on read (not on claims), and report. This is the body the project's loop.md driver invokes each iteration of a bare /loop; it can also be invoked directly to test one cycle by hand.

Maintain the official OpenMeld Changelog from repository evidence. Use when deciding whether a change needs a Changelog entry, writing or publishing an entry, preparing release notes, validating generated Changelog files, or historically backfilling missing changes.

Extract facts from meetings and update your knowledge base — person profiles, chronological log, and index. Use when the user asks "ingest my meetings", "update my knowledge base", "extract facts from meetings", "sync meetings to wiki", "backfill knowledge", or wants their PARA/Obsidian/wiki profiles updated from conversation data.

Extract facts from meetings and update your knowledge base — person profiles, chronological log, and index. Use when the user asks "ingest my meetings", "update my knowledge base", "extract facts from meetings", "sync meetings to wiki", "backfill knowledge", or wants their PARA/Obsidian/wiki profiles updated from conversation data.

Independently decide whether a claimed fix or finished task is actually done, using re-derived facts, hidden tests, statistics, soak, production config, latency budgets, and new-route inventory. Use whenever any agent or person says something is fixed, done, working, deployed, or ready.

Fix checkout, payment webhook, entitlement, subscription, refund, and price-display bugs so only verified provider events grant access, events are idempotent, refunds revoke, and money totals reconcile. Use for any money-moving or paywalled defect.

Fix defects in LLM and agent features — prompt injection, data leakage, unsafe output handling, excessive tool agency, runaway cost, inconsistent or ungrounded outputs — with server-side permission checks, escaping, budgets, and grounding rules. Use for any model- or agent-driven feature bug.

Fix authentication, session, role, tenant-isolation, and object-access bugs on the server with a single ownership helper applied to every route, verified in both directions and on old and new records. Use for IDOR, data leaks across users, session, cookie, or role bugs.

AI DevKit · Supervise multi-agent workflows over repeated passes: poll progress, unblock waiting agents, coordinate dependencies, relay outputs, resolve conflicts, and verify completion. Use only for ongoing multi-agent coordination, not one-off list/detail/send/start/kill actions.

Start and scale networked products using Andrew Chen's "The Cold Start Problem" framework for network effects. Use when the user mentions "network effects", "chicken and egg", "cold start", "two-sided marketplace", "atomic network", "hard side", "liquidity", "critical mass", "invite-only launch", "how do I get my first users", or "the marketplace has no buyers or sellers". Also trigger when launching a marketplace, social, or collaboration product that is worthless without other users, deciding launch sequencing and seeding tactics, or diagnosing stalled network growth at scale. Covers the five stages: cold start, tipping point, escape velocity, hitting the ceiling, and the moat. For word-of-mouth virality, see contagious. For habit-driven retention, see hooked-ux.

Create uncontested market space using value innovation instead of competing head-to-head. Use when the user mentions "blue ocean", "red ocean", "strategy canvas", "ERRC framework", "value innovation", "non-customers", "buyer utility map", "the market is too crowded", "how do we stand out", or "escape the price war". Also trigger when exploring a new market category, or finding underserved or non-customers. Covers the Four Actions Framework, Six Paths, buyer utility map, and value-cost trade-offs. For real strategy formulation and bad-strategy detection, see good-strategy-bad-strategy. For tech adoption strategy, see crossing-the-chasm. For product positioning, see obviously-awesome.

Apply the seven principles of ethical persuasion (reciprocity, commitment, social proof, authority, liking, scarcity, unity) to product design, copy, and sales. Use when the user mentions "social proof", "persuasive copy", "why users dont convert", "ethical persuasion", "reciprocity", "scarcity tactics", "commitment and consistency", "shared identity", "in-group", "make my copy more persuasive", "increase trust", or "get more people to say yes". Also trigger when designing testimonial sections, crafting urgency messaging, or improving trust signals on landing pages. Covers the principles, when each applies, and ethical limits. For deal negotiation tactics, see negotiation. For viral word-of-mouth, see contagious.

Run a bounded supervisor-mediated advisor council. Use when the user asks for council mode, asks to convene advisors, debate a decision, cross-examine recommendations, or run /council.

Writes and curates business metadata in an AWS data catalog: the Amazon SageMaker Catalog (Amazon DataZone), or the AWS Glue Data Catalog. Detects which catalog platform an account uses before writing. Triggers on: add a description to a table, document a dataset, write a README, set an owner, add column comments, tag with a glossary term, create a business glossary, create a metadata form, publish an asset, create a data product, run the data source crawl, delete a catalog asset, attach a conventions document to a table as a catalog skill asset, which assets in my project are missing descriptions or owners and what to fix first, which catalog does this account use and what can I do with it. Not for: inventorying or listing tables (use exploring-data-catalog), locating one table (use finding-data-lake-assets), counting gaps domain-wide with SQL over the exported metadata snapshot (use querying-aws-sagemaker-catalog), or granting or revoking access (use managing-data-asset-access)

Add a chart (line, bar, area, pie, or scatter) to a dataset's showcase in a PortalJS portal. Installs recharts, writes a reusable Chart component, and renders it in the showcase Views section. Use when visualizing a dataset already registered in datasets.json.

Create or refine interfaces, sites, HTML slides, and visual documents from a short brief, existing design, or _uiux.md, as directly openable HTML or as prototypes built with the project's own component library. Use for design artifacts and prototypes; excludes production application implementation and automatic independent review.

钉钉群聊与消息。Use when 收发/搜索消息、建群、群治理、Bot/Webhook、文件、AI/A2UI 卡片流式，或仅限 IM 的消息谓词筛选。跨源主题/行为轨迹走 dingtalk-aisearch；DING/班级群走 dingtalk-misc；邮件走 dingtalk-mail。

Reviews, validates, and safely merges Dependabot pull requests for the sq.io site (site/, Bun lockfile). Use when clearing site dependency PRs, triaging Dependabot failures, or checking Lighthouse impact before merge.

Diagnose and fix a reproducible failure in an existing project. Use for crashes, broken behavior, or failing checks, not greenfield planning.