Decomposes a contextualized plan into atomic, independently executable tasks with complete embedded context, registered through the plan API. Use after SAM Stage 3 Context Integration produces the contextualized plan artifact — when the plan is ready for task generation with CLEAR ordering, CoVe checks, and dependency graphs for parallel execution.
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Jamie-BitFlight/claude_skills☆ 67Updated Oct 20, 2026
Executes SAM Stage 5 — opens an attempt on a single ARTIFACT:TASK, dispatches it to a fresh stateless agent session, runs quality gates, and records an ARTIFACT:EXECUTION with implementation results and verification output on the task. Use when Stage 4 Task Decomposition is complete and tasks are ready for execution, when re-executing a task after Stage 6 returns NEEDS_WORK, or when dispatching a task to a language-appropriate specialist agent via the development harness pipeline.
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Jamie-BitFlight/claude_skills☆ 67Updated Oct 20, 2026
SAM-style feature initiation workflow — discovery through codebase analysis, architecture spec, task decomposition, validation, and context manifest. Use when a user asks to add a feature, plan a feature, or convert an idea into an executable SAM plan.
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Jamie-BitFlight/claude_skills☆ 67Updated Oct 20, 2026
Operate as an agentic engineer using eval-first execution, decomposition, and cost-aware model routing.
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ComeOnOliver/skillshub☆ 64Updated Jun 24, 2026
Patterns for multi-agent coordination, task decomposition, handoffs, and workflow orchestration. Best practices for building and managing agent systems.
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diegosouzapw/awesome-omni-skill☆ 64Updated Mar 2, 2026
Expert agent organizer specializing in multi-agent orchestration, team assembly, and workflow optimization. Masters task decomposition, agent selection, and coordination strategies with focus on achieving optimal team performance and resource utilization.
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diegosouzapw/awesome-omni-skill☆ 64Updated Mar 2, 2026
Expert agent organizer specializing in multi-agent orchestration, team assembly, and workflow optimization. Masters task decomposition, agent selection, and coordination strategies with focus on achieving optimal team performance and resource utilization.
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diegosouzapw/awesome-omni-skill☆ 64Updated Mar 2, 2026
Use when verifying information (fact, number, quote, event, statement) against authoritative primary sources, or cross-checking a number via one-level metric decomposition (Z = P × Q). Triggers: "verify X", "is this true", "find the original source", "where is this number from", "two sources disagree", "is it true X never did Y". Covers five scenarios: (1) basic truthfulness check, (2) completeness / out-of-context quoting, (3) one-level reasoning verification, (4) negative-statement handling, (5) multi-source conflict side-by-side output. Dig into whitelisted primary sources only (user-supplied files, official websites & databases, authoritative industry sources); cited reports / charts / datasets must be downloaded and read locally to count as verified — if download is blocked, hand the link to the user. If nothing can be found, plainly state "cannot verify" rather than guessing, patching, or citing secondary paraphrases. Always reply in the user's question language.
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genli-ai/market-research-skills☆ 63Updated Jun 9, 2026
把项目目标分解为可执行工作包时使用。适用于项目启动、Sprint 规划、需求拆任务。优先使用 WBS(Work Breakdown Structure)逐层分解到 5~60 分钟粒度。
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zhaoxuya520/AI-Fullstack-Delivery-Workflow☆ 53Updated May 19, 2026
Decomposes portfolio risk with factor attribution, idiosyncratic risk, and marginal contribution to risk analysis. Use when decomposing portfolio risk, attributing risk sources, or analyzing factor risk contribution.
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CaseMark/skills☆ 46Updated Oct 17, 2026
Constructs ROIC decomposition with invested capital measurement, operating return analysis, and value creation vs destruction assessment. Use when analyzing ROIC, building capital return frameworks, or assessing value creation.
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CaseMark/skills☆ 46Updated Oct 17, 2026
Evaluates market structure dynamics with order book analysis, spread decomposition, and information asymmetry assessment. Use when analyzing market structure, evaluating trading venues, or assessing execution quality.
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CaseMark/skills☆ 46Updated Oct 17, 2026
Process external specifications through transformation, classification, gap analysis, component discovery, and decomposition. Creates workflow items with classified context.
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LiorCohen/sdd☆ 43Updated Feb 24, 2026
Analyze specifications and decompose into independent changes.
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LiorCohen/sdd☆ 43Updated Feb 24, 2026
Create a new team composition file following the agent-almanac team template and registry conventions. Covers team purpose definition, member selection, coordination pattern choice, task decomposition design, machine-readable configuration block, registry integration, and README automation. Use when defining a multi-agent workflow, composing agents for a complex review process, or creating a coordinated group for recurring collaborative tasks.
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pjt222/agent-almanac☆ 42Updated Oct 21, 2026
Create a Work Breakdown Structure (WBS) and WBS Dictionary from project charter deliverables. Covers hierarchical decomposition, WBS coding, effort estimation, dependency identification, and critical path candidates. Use after a project charter is approved, when planning a classic or waterfall project with defined deliverables, breaking a large initiative into manageable work packages, or establishing a basis for effort estimation and resource planning.
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pjt222/agent-almanac☆ 42Updated Oct 21, 2026
Four-stage alchemical code transmutation — nigredo (decomposition), albedo (purification), citrinitas (illumination), rubedo (synthesis) — with meditate and heal checkpoints between stages. Transforms tangled or legacy code into optimized, well-structured output through systematic material analysis. Use when transforming legacy code into modern equivalents, refactoring deeply tangled modules where incremental fixes keep failing, converting a codebase between paradigms, or when simpler refactoring approaches have stalled and a full-cycle transformation is needed.
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pjt222/agent-almanac☆ 42Updated Oct 21, 2026
Run all 5 decomposition validators (req-has-module, code-annotation-maps-to-module, visibility-rule-enforcement, anaemic-context-detection, granularity-match) on the project, reporting violations.
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SteveGJones/ai-first-sdlc-practices☆ 41Updated Oct 5, 2026
Prevents premature execution on ambiguous requests. Analyzes request clarity using 5W1H decomposition, surfaces hidden assumptions, and generates structured clarifying questions before work begins. Use at the start of any non-trivial task, or when a request could be interpreted multiple ways. Triggers on "뭘 원하는건지", "요구사항 정리", "clarify", "what exactly", "scope", "requirements", "정확히 뭘", "before we start".
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TheStack-ai/swing-skills☆ 41Updated Apr 30, 2026
Exposes Claude's reasoning chain as an auditable, decomposable artifact. Quick mode (default) gives assumption inventory + weakest-link in 2 stages. Full mode (--full) adds decision branching, confidence decomposition, and falsification conditions. Triggers on "왜 그렇게 생각해", "reasoning", "근거", "show your work", "어떻게 그 결론이", "trace", "판단 근거", "why do you think that".
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TheStack-ai/swing-skills☆ 41Updated Apr 30, 2026
Evaluates whether work-in-design is ready to hand off from a chat design conversation to autonomous execution (Claude Code, n8n, agent runtime). Runs a 7-condition gate: spec stability, verification surface, invariants, pump-primer, work decomposition, rollback cost, token budget headroom. Three invocation modes — deliberate (caller provides work_context, returns JSON verdict), proactive sensing (Claude detects handoff signals in design conversation and offers the check), conversational walkthrough (Claude walks the 7 conditions as discussion topics). Returns structured JSON in all modes. Use when designing a Claude Code deployment, scoping an autonomous run, or deciding next move. Trigger on: "ready to hand off," "ready for execution," "is this CC-ready," "handoff check," "walk me through readiness," "are we ready to ship this," "should I just hand this off," or proactive detection. Do NOT use for evaluating completed work, runtime selection, or prompt quality. Profile-agnostic.
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drayline/rootnode-skills☆ 40Updated Sep 14, 2026
Phase 3: Dependency decomposition. Only invoke when explicitly requested by the user or by the yoink orchestrator.
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theogbrand/yoink☆ 38Updated Apr 5, 2026
Orchestrate complex development with AUTOMATIC parallel subagent execution, continuous dispatch scheduling, dependency analysis, file conflict detection, and IOSM quality gates. Analyzes task dependencies, builds critical path, launches parallel background workers with lock management, monitors progress, auto-spawns from discoveries. Use for multi-file features, parallel implementation streams, automated task decomposition, brownfield refactoring, or when user mentions "parallel agents", "orchestrate", "swarm", "continuous dispatch", "automatic scheduling", "PRD", "quality gates", "decompose work", "Mixed/brownfield".
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rokoss21/swarm-iosm☆ 37Updated Jan 19, 2026
EEG preprocessing and analysis — filtering, artifact removal, time-frequency decomposition, and ERP workflows.
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aicodedecode/awesome-muse-skills☆ 28Updated Oct 10, 2026