Deploy Foundry hosted agents using GitHub Copilot SDK (GHCP) with BYOK authentication and Invocations protocol. Alternative to MAF (Agent + FoundryChatClient + ResponsesHostServer). Use when you need streaming SSE output, progressive skill discovery, or long tool loops (>120s) that hit Foundry gateway timeout with…
Discover AI Apps GBB IP catalog via MCP server. Search, list, filter, and inspect IPs (intellectual property assets) including metadata, thumbnails, and READMEs. USE FOR: find IP, search demos, list IPs, catalog, what demos are available, find solutions by service/pattern, get IP details, browse catalog, discover…
Headless Azure OpenAI PAYGO-vs-PTU cost analysis and sizing report. Wraps the analysis library of aiappsgbb/ptu-paygo-mix (NOT its Streamlit UI). Supports CSV token-usage input and Log Analytics queries via vendored KQL against AzureMetrics. Produces a markdown report, JSON data, and charts. Bundles a synthetic-data…
Build job-backed MCP servers for Foundry when the control plane must stay responsive and execution belongs in ACA Jobs. USE FOR: MCP Tasks, SEP-2663, ACA Jobs, durable result claims, callbacks, external job orchestration, and shared-image worker handoff. DO NOT USE FOR: producer-side MCP hosting (use foundry-mcp-aca)…
Use when adopting native Azure AgentOps for one existing agent. USE FOR: AgentOps, agent operations, per-agent operational readiness, Doctor, results.json/evidence.json review, release evidence, baseline decisions, trace-to-regression, workflow analysis, and standalone or Threadlight prerequisites. DO NOT USE FOR…
Design and improve task-centered web experiences: executive HTML reports, analytical comparisons, catalogs, dashboards, interactive tools, documentation, informational sites and navigable HTML presentations. Turn complex content into clear views, useful visual explanations and working navigation before styling. USE…
Execution memory and bounded recovery without planning bureaucracy. USE FOR: long-running or multi-phase work, repeated failed attempts, stalled tools, plan changes, resumption after compaction, child-session coordination, handoffs, stopping rabbit holes, reviewing real progress, or maintaining an execution ledger. DO…
Read-only maintenance doctor for an existing GitHub Copilot App or CLI setup. USE FOR: /copilot-doctor, setup health, broken MCP launchers, runtime and startup diagnosis, stale paths or commands, plugin and skill duplicates, trigger overlap, instruction conflicts, configuration drift, comparing local health scans, and…
Unreleased draft for service-native voice-based prompt agents in Microsoft Foundry Agent Service public preview. Uses a standalone Azure AI Projects voice client, not a hosted speech pipeline. USE FOR: Foundry voice agent, kind voice, prompt-voice, managed voice model, voice agent greeting, synthetic audio turn, voice…
Create and refine polished, evidence-backed HTML presentations using continuous visual narratives and purposeful exploration. Use for HTML or browser-based briefings, pitches, retrospectives and scrollytelling presentations. Deliver distinctive responsive web design suited to guided talks and independent reading. USE…
Reduce cost per successful task, TPM pressure and context size for Responses API apps and agents. Ordered ladder: prompt/tool-output diet, deferred tool loading with toolsearch + deferloading (gpt-5.4+), cache-friendly prefixes, allowedtools, reasoning effort/verbosity/maxoutputtokens, compaction, model right-sizing…
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