Install Loop Engineering into a project via the unified CLI front door (@cobusgreyling/loop). Prefer this over invoking loop-init / loop-audit separately. Week-one is report-only; never enable auto-merge or unattended fixes unless the human explicitly asks and doctor is healthy.
Run local CI via the in-tree dev build of local-ci (pnpm local-ci-dev) to verify changes to this repo before completing work. Runs pnpm local-ci-dev run --all in the background, watches the log for step failures, and retries failed runners after fixes. Use before reporting work as complete, or whenever the user asks…
Wire amondnet/vercel-action into a GitHub Actions workflow to deploy Vercel projects from CI. Use when the user asks to deploy to Vercel from GitHub Actions, add Vercel preview deploys, post a Vercel preview URL on a PR, configure prebuilt Vercel deployments, set up alias domains for previews, create a GitHub…
A Chinese-language search tool for finding daily news about artificial intelligence, including model releases, products, industry events, papers, and practical advice.
A Chinese-language skill for retrieving daily artificial-intelligence news through natural-language questions. It can provide dated or latest digests, category-specific items, keyword or company searches, and source-status information.
Audits and improves SEO for Astro sites. Use when the user asks to audit, set up, or improve SEO on an Astro site, or mentions head metadata, structured data, JSON-LD, sitemaps, IndexNow, Open Graph images, schema endpoints, NLWeb, hreflang, or search engine indexing in an Astro project. Produces drop-in code routed…
Runs a readability audit on a blog post draft or other multi-paragraph prose, calibrated for readers who read English as a second language. Checks ten categories — overall structure and topic order, paragraph structure, opening paragraph strength, tiered sentence length, passive voice, difficult words, filler and…
Audits and improves SEO for static HTML sites. Use when the user asks to audit, set up, or improve SEO on a static site (Hugo, Jekyll, 11ty, Gatsby, Next.js static export, hand-rolled HTML, or wp-static-clone output), or mentions head metadata, structured data, JSON-LD, sitemaps, IndexNow, Open Graph images, schema…
Use when the user wants to run the prominent Agents Shipgate flows — shipgate check, agents-shipgate verify, or shipgate audit --host — for AI agent capability changes, PR release readiness, or coding-agent host grants.
Run prominent Agents Shipgate flows when a change touches what an AI agent can do: shipgate check, agents-shipgate verify, or shipgate audit --host. Use after adding or modifying MCP servers or tools, tool/function definitions (@tool, @functiontool), OpenAPI specs that describe agent tools, agent prompts, permission…
Use when the user wants to run the prominent Agents Shipgate flows — shipgate check, agents-shipgate verify, or shipgate audit --host — for AI agent capability changes, PR release readiness, or coding-agent host grants.
Investigate why two datasets that should agree don't — two pipelines writing the same logical table, a rollup vs the detail it aggregates, a dashboard vs its source, one environment vs another. Use when row counts, totals, or date ranges disagree and the question is what happened rather than just what differs. Covers…
Run the project cost report and write the analysis into it. Use when asked about this project's cloud spend, cost anomalies, spikes or trends, DBU/DSU consumption, per-job or per-pipeline cost, or the AWS vs Databricks split. Runs make project-costs (AWS Cost Explorer + Databricks system.billing), then analyses the…
Diagram a SQL query and explain what it shows — either its execution steps (mode=plan) or its column lineage (mode=lineage) — then trace it through small data so the defects the picture cannot show become visible. Use when asked to visualize, diagram, explain or review what a query does, how it joins its tables, or…
A procedure for posting one complete AI-generated code review to a GitHub pull request. The review can contain an overall comment and inline comments attached to specific changed lines.
A guide for closing old GitHub pull-request review threads after checking whether the requested changes were actually made. A pull request is a proposed code change that reviewers can comment on.
A local AI code-review workflow for the changes on your current Git branch before opening a pull request. A pull request is a proposed code change for review; this workflow does not post to GitHub.
Install, configure, and use a TypeScript SDK generated with @ama-sdk. Use when user wants to call APIs, set up a client (fetch, Angular, beacon), or understand how to use an existing SDK package.