This skill should be used when the agent needs to give a spoken voice update to the user, or when reminded by a Stop hook to provide audio feedback. Use this skill to speak a short summary of what was accomplished.

CLI utility to communicate with other CLI Agents or Scripts in other tmux panes; use it only when user asks you to communicate with other CLI Agents or Scripts in other tmux panes.

Design patterns for the Langroid multi-agent LLM framework. Covers agent configuration, tools, task control, and integrations.

Use this skill when you learn one or more design pattern(s) in the Langroid (multi) agent framework, and want to make a note for future reference for yourself. Use this either autonomously, or when asked by the user to record a new pattern.

Create, review, run, inspect, pause, resume, and cancel durable JavaScript workflows that coordinate multiple headless Codex agents. Use for dynamic fan-out and fan-in, per-item analysis, multi-stage agent pipelines, loops or branches driven by worker results, long background runs, and ports of Claude Code dynamic workflows. Do not use for a small linear task that one Codex turn can handle directly.

For CLI agents WITHOUT subagent support (e.g., Codex CLI). Search previous code agent sessions for specific work, decisions, or code patterns.

Extract full context of the last task from the most recent parent session shown in the session lineage. Strategically uses sub-agents to avoid bloating your own context.

Run local ClawSweeper exact-item or committed-range reviews without GitHub mutation.

Use the Crabbox wrapper for validation across Linux, macOS, Windows, and WSL2, including delegated Blacksmith Testbox proof. Report the actual provider and id.

Guide for using ToolHive CLI (thv) to run and manage MCP servers and skills. Use when running, listing, stopping, building, or configuring MCP servers locally. Covers server lifecycle, registry browsing, secrets management, client registration, groups, container builds, exports, permissions, network isolation, authentication, and skill management (install, uninstall, list, info, build, push, validate). NOT for Kubernetes operator usage or ToolHive development/contributing.

Reviews vMCP code changes for known anti-patterns that make the codebase harder to understand or more brittle. Use when reviewing PRs, planning features, or refactoring vMCP code.

Creates ToolHive release PRs by analyzing commits since the last release, categorizing changes, recommending semantic version bump type (major/minor/patch), and triggering the release workflow. Use when cutting a release, preparing a new version, checking what changed since last release, or when the user mentions "release", "version bump", or "cut a release".

Analyzes current changes and suggests how to split them into smaller, reviewable PRs

Generates polished GitHub release notes for a ToolHive release by analyzing every merged PR, cross-referencing linked issues, dispatching expert agents to assess breaking changes, and producing a formatted release body. Use when the user provides a GitHub release URL, tag name, or says "release notes".

Implements a GitHub user story from planning through PR creation, with research, codebase analysis, and structured commits.

Reviews documentation for factual accuracy

Deploy the OpenTelemetry observability stack (Prometheus, Grafana, OTEL Collector) to a Kind cluster for testing toolhive telemetry. Use when you need to set up monitoring, metrics collection, or observability infrastructure.

Deploys a VirtualMCPServer configuration locally for manual testing and verification

Finds flaky tests on the main branch by analyzing GitHub Actions failures, ranks them by frequency, and enters parallel plan mode to design deflake strategies. Use when you want to find and fix the flakiest tests.

Augments human code review by summarizing changes, surfacing key review questions, assessing test coverage, and identifying low-risk sections. Use when reviewing a diff, PR, or code snippet as a senior review partner.