Use when reviewing a bundle-plugin for structural issues, version drift, skill quality, workflow integration, or security risks — before releasing, after changes, or after adding skills. Auto-detects scope (full project vs skill vs workflow).
Use when optimizing a bundle-plugin or single skill — improving descriptions, reducing tokens, fixing audit findings, restructuring workflows, adding skills to fill gaps, or iterating on user feedback.
Use when releasing a bundle-plugin, bumping versions, fixing version drift across manifests, setting up version sync infrastructure, updating CHANGELOG, publishing to marketplaces, or checking release readiness.
Use when the user asks to release, publish, or version-bump harness-score — covers the npm package, the Cursor plugin, and the docs, in the right order.
Use when the user asks to improve, fix, or build their repository's AI harness — AGENTS.md, rules, skills, commands, hooks, guardrails, CI sensors — or to act on harness-score audit findings and raise their maturity level.
Work with Domscribe — the pixel-to-code bridge. Use when setting up, initializing, or configuring Domscribe for a project, OR when editing or modifying UI components (React, Vue, Next.js, Nuxt), implementing features from captured UI annotations, querying runtime context for source locations, exploring component…
Read your daily Working Memory briefing to understand current context. Contains active focus areas, priorities, unresolved flags, and recent knowledge changes. Load this automatically at the beginning of sessions for cross-tool continuity.
Install, check on, or upgrade a self-hosted Nowledge Mem server (the headless Docker deployment) using the nmemctl lifecycle controller. Use this whenever the user mentions running their own Nowledge Mem instance, self-hosting Mem on a NAS, VPS, homelab, or server, deploying nowledgelabs/mem from Docker Hub…
How to author, edit, and adapt PostHog Signals scouts — the scheduled agents that scan a project and write reports into the Signals inbox. Use when a user wants to customize a canonical scout for their own setup (narrow its scope, retune its thresholds, add disqualifiers), tweak a scout's schedule or dry-run posture…
Debug, support, and build PostHog Surveys across the backend and all five SDKs (web/posthog-js, iOS, Android, Flutter, React Native). Use whenever a Surveys support ticket is pasted ("survey not showing", "fewer responses than expected", "responses disappeared", "survey shows on wrong platform"), when diagnosing why a…
Diagnose why a data warehouse sync is failing and recommend the right recovery action. Use when the user asks "why isn't my Stripe/Postgres/Hubspot sync working?", "this table has been stuck for hours", "the data in the warehouse looks wrong", or wants to troubleshoot a specific source or schema. Covers source-level…
Found a German GmbH or UG (haftungsbeschränkt) through a guided chat. Use when the user wants to open, found or incorporate a company in Germany, start a GmbH/UG, prepare founding documents (Musterprotokoll, Gesellschafterliste) or find a notary for incorporation.
Prepare the corporate tax registration (Fragebogen zur steuerlichen Erfassung for a GmbH/UG) through a guided chat. Use when a newly founded GmbH/UG needs its Steuernummer, the user asks what to do after the notary appointment, or wants to register the company with the Finanzamt. Final submission happens in the Norman…
Generate a detailed expense breakdown by category for a given period. Use when the user asks for an expense report, spending summary, Ausgabenübersicht, cost analysis, or wants to understand where their money is going.
Analyze industry structure using Porter's Five Forces. Use when asked to assess industry attractiveness, competitive dynamics, profit potential, or structural threats.
Map strategic groups within an industry using Porter's framework. Use when asked to segment competitors, identify positioning opportunities, or analyze mobility barriers.
Build a comprehensive competitor profile using Porter's four-component framework. Use when asked to analyze a competitor, predict competitor moves, or assess competitive threats.
Modern TypeScript patterns your AI agent should use. Strict mode, discriminated unions, satisfies operator, const assertions, and type-safe patterns for TypeScript 5.x.
Reduce Cursor AI spending without sacrificing developer productivity. Use when asked about cost optimization, budget management, model selection strategy, or spend reduction for Cursor Enterprise teams.
Interpret Cursor Enterprise usage data correctly. Use when analyzing team AI spending, usage patterns, model adoption, or answering questions about Cursor usage metrics. Knows the gotchas and nuances of Cursor's API data that raw numbers don't reveal.