Write and evaluate effective Python tests using pytest. Use when writing tests, reviewing test code, debugging test failures, or improving test coverage. Covers test design, fixtures, parameterization, mocking, and async testing.
Review an incoming external issue (and any gated-closed PR behind it) and decide whether to assign the contributor or decline. Use when the maintainer says "look at this issue", "review issue.
Monitor and respond to automated PR reviews (Codex bot). Use when pushing a PR, checking review status, or responding to bot feedback. Handles the full cycle of push -> wait for review -> evaluate comments -> fix -> re-push.
Build, modify, debug, migrate, review, or verify TypeScript MCP servers and MCP Apps with mcp-use. Use for tools, resources, prompts, middleware, Views, authentication, Skills over MCP, scaffolding, and advanced features.
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".
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…
Use narsil-mcp code intelligence tools effectively. Use when searching code, finding symbols, analyzing call graphs, scanning for security vulnerabilities, exploring dependencies, or performing static analysis on indexed repositories.
Use when working in a repository that uses bd or Beads for durable project task tracking, issue dependencies, blocker management, multi-session handoff, or shared work memory. Trigger when the user asks to find ready work, claim or close tasks, create follow-up work, inspect blockers, recover project context, or…
Generate polished native DOCX documents with Python when the user needs a real .docx deliverable such as a report, proposal, memo, brief, plan, analysis, comparison, meeting pack, customer-facing document, policy draft, or structured working document. Use this whenever the output should be editable in Word or another…
Generate polished native PDF artifacts with Python when the user needs a real .pdf deliverable such as a printable brief, final report, fixed-layout summary, handout, proposal export, one-pager, or presentation-quality document that should render consistently across machines. Use this whenever fixed layout matters…
Generate professional native PowerPoint decks with Python when the user needs a real .pptx presentation such as an executive briefing, strategy deck, project update, proposal deck, investor-style summary, training deck, sales presentation, product overview, or structured slide-based artifact. Use this whenever the…
Integration with Mobilia Public API — a RESTful CRM for real estate agencies. Use when working with Mobilia's inmuebles (properties), clientes (contacts/leads), agentes (agents), agenda (visits), campanas (campaigns), grupos, cuentas, or estados administrativos.
Comprehensive MCP server development guide covering FastMCP 2.14.3 features, Anthropic standards, ecosystem integration, and production deployment across all agentic IDEs.