Design and evaluate real-time collaborative systems, sync flows, and failure handling.
The material indicates this skill is essentially prompt/documentation content for real-time and collaborative system design. It requires no secrets, declares no remote endpoints, and shows no local execution or data access capability, so the overall risk is low. The main caveat is supply-chain trust: although it is open-source on GitHub, it has very low adoption, unknown maintenance status, and no declared license.
The material explicitly states that no keys or environment variables are required. There is no request for API tokens, account credentials, or other sensitive authentication data, so credential exposure and misuse risk appears low.
No remote endpoints are declared, and the system flags it as prompt-only. Based on the provided material, it appears to be static design knowledge/prompt content rather than a tool that actively sends user data to external services.
There is no indication of installation steps, local process spawning, script execution, or system capability usage. Combined with the prompt-only classification, this appears to be a content-only skill without actual code execution privileges.
The material does not describe reading or writing local files, accessing databases, browsers, clipboards, or other user resources. Based on the available information, it does not involve actual data access permissions.
The source is an open-source GitHub repository, which is a positive factor because it is theoretically auditable. However, it has 0 stars, unknown maintenance status, and no declared license, so community validation and evidence of ongoing maintenance are weak. Further verification of repository integrity and maintenance is recommended before production use.
Copy the install command and let the AI configure it · recommended for beginners
Please install the "system-type-real-time" skill from askskill: 1. Download https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-real-time/SKILL.md 2. Save it as ~/.claude/skills/system-type-real-time/SKILL.md 3. Reload skills and tell me it's ready
Design a chat system architecture for 100,000 concurrent online users with bidirectional real-time communication. Explain connection management, message fan-out, presence, reconnection, message ordering guarantees, and common failure modes with mitigations.
A real-time chat system design covering core components, trade-offs, scaling approach, and fault-tolerance recommendations.
Review a multiplayer collaborative document editing design. Focus on state synchronization, conflict resolution, offline edit merging, cursor and presence display, and user experience risks under unstable networks.
A structured review outlining strengths, weaknesses, risks, and suggested improvements.
I need a backend update strategy for a live business dashboard. Provide plans for data push, subscription grouping, hot fan-out control, latency monitoring, degradation strategies, and recovery, and explain when to use WebSocket, SSE, or polling.
A live dashboard backend design recommendation covering protocol choice, scaling strategy, and reliability safeguards.
Patterns, failure modes, and anti-patterns for systems with persistent connections and real-time state synchronization.
What it is. Full-duplex, persistent TCP connection upgraded from HTTP. Both sides can send frames at any time. When to use. Bidirectional communication with low latency — chat, collaborative editing, multiplayer games, live trading. When the server needs to push AND the client needs to push back frequently. When to avoid. Unidirectional server-to-client updates (SSE is simpler). Infrequent updates where polling is adequate. Environments where intermediaries (corporate proxies, older load balancers) silently kill long-lived connections. Key decisions. Binary vs text frames, subprotocol negotiation, per-message compression (permessage-deflate has CPU cost), ping/pong interval tuning.
What it is. Unidirectional server-to-client stream over a standard HTTP response. Built-in reconnection with Last-Event-ID. Works through HTTP/2 multiplexing natively.
When to use. Live dashboards, notification feeds, stock tickers — anything where the server pushes and the client only needs HTTP requests for writes. When you want automatic reconnection semantics for free.
When to avoid. Bidirectional real-time communication. Binary data. When you need more than ~6 concurrent connections per domain in HTTP/1.1 browsers (HTTP/2 eliminates this).
What it is. Client sends a request; server holds it open until there's data or a timeout, then responds. Client immediately sends the next request. When to use. Fallback when WebSocket and SSE aren't available. Environments with aggressive proxies. When connection frequency is low enough that the overhead is acceptable. When to avoid. High-frequency updates (each message requires a full HTTP round-trip). The per-request overhead is substantial compared to persistent connections.
What it is. Multiplexed, bidirectional transport built on HTTP/3 (QUIC). Supports both reliable streams and unreliable datagrams. No head-of-line blocking. When to use. Latency-sensitive applications where packet loss shouldn't stall unrelated streams — gaming, live media, telemetry. When you need unreliable delivery (datagrams) alongside reliable streams. When to avoid. Browser support is still limited. When WebSocket meets your latency requirements. When you don't control the server infrastructure to support HTTP/3.
Every persistent connection follows the same pattern: establish → authenticate → maintain → recover.
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Design and assess enterprise integration patterns, legacy modernization, and orchestration strategies.
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