docs-website

Generate weekly product updates by analyzing GitHub activity across ToolHive repositories and transforming technical changes into marketing-ready content. Use when you need to create product announcements, blog posts, or customer communications summarizing what shipped.

Analyze an upstream project's new release, verify changes against source code, and update documentation. Covers discovery, deep-dive into PRs/issues, docs audit, source-verified implementation, and review feedback handling.

Perform comprehensive editorial reviews of documentation with a tech writer / copyeditor lens. Use when asked to review docs, documentation PRs, or documentation changes - especially net-new documentation or LLM-generated content. Reviews can be for single documents or multiple related documents. Focuses on information architecture, clarity, conciseness, structure, readability, and style. Identifies common LLM writing patterns that harm documentation quality and catches multi-document issues like content duplication or misplaced content.

Fast CRD schema validation for ToolHive documentation. Extracts all YAML blocks from K8s and vMCP docs, runs kubectl apply --dry-run=server to catch field name errors, type mismatches, and schema drift. No cluster resources are created. Use for: "dry-run the docs", "validate the YAML", "check for schema issues", "run a quick doc check", or after any CRD/API change to catch doc rot. Requires a Kubernetes cluster with ToolHive CRDs installed.

Test ToolHive documentation by executing the steps in tutorials and guides against a real environment, verifying that examples are correct and ToolHive has not regressed. Use when the user asks to test, validate, or verify documentation such as: "test the vault integration tutorial", "verify the K8s quickstart", "check the CLI install docs", "test toolhive vault integration in kubernetes", or any request to run through a doc's instructions to confirm they work. Supports both Kubernetes-based docs (tutorials, K8s guides) and CLI-based docs.

Updates vMCP YAML examples in documentation, verifies against toolhive source, and creates e2e tests