zavora-ai

Bootstrap new ADK-Rust applications with correct crate/features, provider setup, and verification steps. Use when starting a new agent app or converting an existing Rust app to ADK-Rust.

Build and debug ADK graph workflows with checkpoints, routing, interrupts, and state reducers. Use when implementing graph-based orchestration in adk-graph.

Select and configure ADK-Rust model providers and feature flags with environment validation. Use when choosing Gemini/OpenAI/Anthropic/DeepSeek/Groq/Ollama/mistralrs for a project.

Implement realtime voice agents with ADK-Rust, including audio formats, event handling, and streaming reliability. Use when building or debugging voice interactions in adk-realtime.

Add ADK-Rust tools, MCP integrations, and ADK UI protocol outputs safely. Use when building function tools, MCP toolsets, browser tools, or UI render tools.

Design and implement ADK-Rust agent workflow patterns including LLM, sequential, parallel, loop, and multi-agent orchestration. Use when building or refactoring agent topology.

Add evaluation, telemetry, and guardrails to ADK-Rust systems as one quality loop. Use when hardening agent behavior before production release.

Use ADK Studio code generation and perform release-readiness checks for ADK-Rust changes. Use when validating generated projects, examples, and release quality gates.

Inspect agent capabilities, skills, subagents, MCP servers, permissions, protocols, and runtime readiness. Use when users ask what the agent can do, which capabilities are installed or connected, why a tool is unavailable, or whether an operation is governed…

Inspect and manage desktops, endpoints, device fleets, services, processes, packages, and operating-system settings through connected device tools. Use for device health, inventory, diagnostics, remediation, desktop automation, ITSM incidents, or fleet…

Create, inspect, edit, and verify Microsoft Word DOCX documents while preserving structure and formatting. Use for Word documents, reports, letters, memos, templates, tracked changes, comments, or any task whose primary input or output is a .docx file.

Search, read, organize, draft, and send email through connected email services. Use for inbox triage, threaded correspondence, attachments, reply drafting, or sending messages; treat sending, deleting, moving, and changing labels as external writes.

Read, create, merge, split, OCR, annotate, fill, redact, and visually verify PDF documents. Use whenever a PDF is an input or required output, including forms, scanned documents, extracted tables, and print-ready reports.

Create, inspect, edit, and verify PowerPoint PPTX presentations, including layouts, templates, notes, charts, and images. Use whenever a slide deck, presentation, PowerPoint file, or .pptx input or output is requested.

Explore repositories, implement focused code changes, run tests, diagnose failures, and review diffs. Use for development, debugging, refactoring, testing, dependency work, CI failures, or release preparation in a source repository.

Perform current, source-grounded web and domain research with citations and explicit uncertainty. Use for research, news, comparisons, market evidence, technical documentation, laws, medical information, or any claim that may have changed.

Recover from FocusFailure, user_active and wrong-window input when using computer-use-mcp.

Desktop automation with computer-use-mcp. Use when controlling native macOS/Windows apps via accessibility, OCR, screenshots or scripting — not for pure git/file/http tasks.

Drive Blender with the official Blender MCP for everything inside the app, and computer-use only for what has no API. Never read Blender through the accessibility tree.

Fill and operate form fields. Accessibility where the app exposes it, the page's own DOM in a browser, pixels only when neither is available.

Prefer AppleScript/JXA (macOS) or PowerShell (Windows) via run_script before GUI automation.

Windows admin tasks via filesystem, registry, process_kill, and PowerShell — not GUI clicks.

Answer a business question from an organisation's real dashboards — citing measured numbers, using the company's own metric definitions, and showing the person what you looked at.

Orchestrate revenue operations — create and send invoices, track collections, manage expenses, reconcile payments, and generate financial reports (P&L, balance sheet, cash flow). Use when creating invoices, checking overdue payments, tracking revenue,…

Orchestrate governed analytics — query revenue metrics, build dashboards, analyze conversion funnels, detect anomalies, forecast growth, and explain metric changes. Use when checking KPIs, building dashboards, analyzing funnels, detecting anomalies,…

Orchestrate procurement operations — manage suppliers, create purchase orders, run RFQs, manage contracts, three-way match, budget control, diversity tracking, risk scoring, price benchmarking, demand forecasting, and negotiation prep. Use when sourcing…

Orchestrate logistics across ShipEngine, Shippo, Sendy (Africa), and Google Maps — create shipments, compare carrier rates, track packages, optimize routes, validate addresses, and generate labels. Use when shipping orders, tracking packages, comparing…

Orchestrate CRM workflows across Salesforce, HubSpot, Zoho, and Pipedrive — customer 360 lookups, deal pipeline management, activity logging, and customer onboarding. Use when looking up a customer, checking deal status, logging a call or meeting, reviewing…

Orchestrate multi-step workflows with approval gates, state machines, and conditional branching. Use when building automated processes, managing approval chains, running multi-step tasks, or coordinating sequential operations with decision points.

Manage session state and memory — store/retrieve typed data, replay snapshots, resume interrupted workflows, and redact sensitive information. Use when persisting context, resuming workflows, recalling previous data, managing cross-session memory, or cleaning…

Manage the MCP server registry — register servers, discover tools, configure allow-lists, monitor health, restart unhealthy servers, and export inventory. Use when onboarding MCP servers, checking available tools, managing permissions, monitoring health, or…

Evaluate governance policies, manage approvals, simulate policy changes, and export audit evidence. Use when checking if an action is allowed, requesting approvals, simulating policy impact, requesting exceptions, or generating compliance reports.