mcp-architect-analyze-mcpAnalyze existing MCP server implementation for optimization opportunities and best practice compliance. 分析現有MCP服務器實現,識別優化機會與最佳實踐合規性。
mcp-architect-citation-verification-pattern4-layer shape for MCP tools emitting source-linked claims — source-exists, claim-derivable, no-over-extension, no-hallucinated-cite. Use when: MCP tool returns sourced facts, summaries, citations; readers follow output links; reviewing research/synthesis/doc-gen server citing URLs/file-paths/memory-
mcp-architect-client-guidanceMCP error responses guide clients toward success via progressive enhancement, similar-tool suggestions, parameter corrections, schema hints. 錯誤即漸進引導、模糊匹配、模式提示。 Use when: error messages, did-you-mean, similar tools, parameter suggestions, schema hints, MCP error handling, guide client, helpful errors
mcp-architect-conflict-aware-responseResponse schema for MCP tools consuming 2+ sources — surface disagreement structurally, no silent winner-pick. conflicts[] only when sources disagree. Use when: MCP tool synthesizing across sources (research synthesis, multi-doc Q&A, cross-reference, multi-source memory recall), tool answering with
mcp-architect-context-compressionMaximize info per token in MCP responses via abbreviation, schema optimization, selective fields, efficient formatting. 壓縮MCP響應、token預算分配。 Use when: token efficiency, compress responses, reduce token usage, minimize context, compact format, token optimization, reducing MCP response token consumption
mcp-architect-design-mcpDesign new MCP server with interactive guidance and generate comprehensive JSON skeleton specification. 交互式引導設計新MCP服務器,生成完整JSON骨架規範。
mcp-architect-mcp-architecturePatterns for organizing, naming, and structuring multi-tool MCP servers (10+ tools). 多工具MCP服務器架構、分組、命名慣例。Use when: user asks to organize MCP tools, structure multi-tool MCP, design MCP architecture, group MCP tools, organize 10+ tools, or discusses how to architect complex MCP servers with many tool
mcp-architect-mcp-examplesReal-world MCP patterns from production servers. 實例展示搜碼、瀏覽器代理、進程管理諸模式。Use when: user asks for MCP examples, real-world patterns, code search patterns, browser proxy patterns, process management patterns, show me examples, or wants to see actual implementations from lci, agnt, or other real MCPs.
mcp-architect-multiview-retrieval-patternRetrieval MCP progressive disclosure: default single mode; dense/lexical/symbolic/multiview opt-in flags. Index-once query-many. Use when: retrieval MCP over corpus with multiple index types (semantic + lexical + symbolic + graph), tool hitting recall cliff on multi-hop, consumers want opt-in expens
mcp-architect-progressive-discoveryInfo/discovery tool pattern for layered MCP capability exploration. 漸進披露能力、info工具模式。Use when: user asks to implement info tool, create discovery tool, progressive disclosure, help system, enumerate MCP capabilities, info tool pattern, or discusses how users discover what MCP server can do.
mcp-architect-recommendermcp-architect 唯一自動網關 — route MCP-server design/architecture intent to right manual skill. Use when: design or analyze MCP server, organize multi-tool MCP, tool schema/error/response design, token-efficient responses, progressive discovery, retrieval modes, citation or conflict response shapes, MCP e
mcp-architect-response-optimizationPatterns for human/LLM-readable MCP responses with automation flags, token/ID cross-tool references, confidence-based progressive detail. 人機雙讀響應、自動化標誌、token優化。 Use when: JSON flags, token IDs, cross-tool references, progressive detail, response optimization, human and LLM readable, automation flags,
mcp-architect-tool-designDesign individual MCP tools with clear input/output schemas, error handling, token-efficient responses. 單工具設計、I/O模式、漸進詳情、錯誤處理。 Use when: design MCP tool, create tool schema, tool best practices, input validation, output schema, error handling for tools, designing individual MCP tools with proper sch