其他技能

LangChain tool creation and integration utilities for agent systems

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Perform closed-book frontier reasoning — complex problem solving from internalized knowledge without external retrieval or tool use.

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CrewAI multi-agent orchestration setup for collaborative AI systems

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Use when about to claim work is complete, fixed, or passing, before committing or creating PRs. Evidence before assertions.

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Microsoft AutoGen multi-agent configuration for conversational AI systems

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Validate implementation quality through custom checklists, scoring against constitution standards, specification coverage, and producing remediation recommendations.

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Use when you have a written implementation plan to execute in a separate session with review checkpoints between batches.

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Apply general knowledge reasoning across diverse domains — trivia, commonsense inference, analogy, and factual question answering.

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HNSW vector search for pattern similarity retrieval and knowledge graph maintenance with PageRank scoring, community detection, and 3-tier memory management.

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Use when starting any conversation. Establishes how to find and use skills, requiring skill invocation before any response.

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LangChain chain composition including SequentialChain, RouterChain, and LCEL patterns

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Observation capture and retrieval across sessions. Stores decisions, discoveries, and bugfix patterns. Searchable via tags and relevance scoring.

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Plan structure validation, phase completeness checks, reference integrity verification, and artifact existence confirmation. Provides the structured verification layer ensuring GSD artifacts are well-formed and complete.

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Urgent issue classification, root cause analysis, and fast-path routing for production hotfixes

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YAML frontmatter parsing and manipulation for .planning/ documents. Provides read, write, update, query, and validation operations on frontmatter blocks in GSD markdown artifacts.

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Final completion discipline including summary generation, plan document updates, and confirmation that all success criteria from the original plan are satisfied.

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Central utility skill for GSD operations. Provides config parsing, slug generation, timestamps, path operations, and orchestrates calls to other specialized skills. Acts as the unified entry point that the original gsd-tools.cjs provided via its lib/ modules (commands, config, core, init).

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Context priming before work (bd prime) and self-reflection after completion to extract patterns, gotchas, and decisions into the knowledge base.

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Decompose implementation plans into discrete work units with enumerated DoD items, file scope declarations, dependency mapping, and human checkpoint flags.

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Roadmap parsing, analysis, and mutation operations for ROADMAP.md. Handles phase and milestone lifecycle including add, insert (decimal), remove, complete, and requirements coverage analysis.

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Convert requirements into structured technical specifications with architecture decisions

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Specification creation and management for the Pilot Shell methodology. Covers semantic search, clarifying questions, structured spec generation, and iterative refinement.

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Execute work units through the rigorous 4-phase Metaswarm cycle (Implement -> Validate -> Adversarial Review -> Commit) with independent quality gate enforcement.

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Adversarial plan review by 3 independent reviewers (Feasibility, Completeness, Scope & Alignment) before presenting to user.

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