Claude Skills by yogsoth-ai

Classify stakeholders by Mitchell et al. framework (Power, Legitimacy, Urgency). Assigns salience category and identifies systematically excluded parties.

SOP: power analysis and required experiment count estimation

Track score trajectories, detect saturation/failure points — 15 benchmarks, 50 papers, 60 web searches

Determine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.

Design scaling experiments to characterize performance-resource relationships

Analyze behavior across scales — detect regime changes, identify capacity limits, fit scaling laws within regimes.

Detect regime changes in scaling behavior — breakpoints where behavior qualitatively shifts, mechanisms behind transitions.

Execute SCAMPER 7 operators on a target solution. Subagent self-selects best 2-3 operators for deepest exploration.

7 operators (Substitute/Combine/Adapt/Modify/Put/Eliminate/Reverse) for systematic transformation of existing solutions.

Construct distinct future scenarios spanning key uncertainties for portfolio stress testing.

Identify key uncertainty drivers using PESTEL framework scanning

Assess each scenario's impact on the research approach across multiple dimensions

Build rich narratives for surviving morphological configurations using Shell method

What might the future look like — construct multiple future scenarios, assess research approach robustness under different assumptions

Construct distinct future scenarios, evaluate portfolio performance under each, and identify vulnerabilities and robustness characteristics.

Comprehensive scenario analysis report synthesizing all scenario work

SOP: 评估研究问题的范围是否合适（太宽/合适/太窄）

Strategy: 调整研究问题范围 — zoom in/out 直到范围合适

Structured questioning SOP to determine research boundaries, depth, and breadth. Used during spec generation.

Broad landscape mapping strategy — quickly understand what exists in a field. Prioritizes breadth over depth with high paper-overview volume and minimal deep reading. Use when entering a new field or needing orientation before committing to deeper investigation.

Extract (Task, Dataset, Metric, Score, Conditions) tuples from a paper

Collect historical scores, fit saturation curves, detect inflection points

Tactic: 编排多维度评分 SOP，为所有 gaps 构建综合评估矩阵

Synthesize score matrix, rankings, and sensitivity analysis into a final recommendation.

Two-phase sensitivity — Morris quick screening to eliminate unimportant factors, then Sobol precise decomposition on survivors. Efficient allocation of analytical effort.

First eliminate non-qualifying candidates with non-compensatory rules, then score survivors with full MCDA methods.

SOP: design random seed strategy for reproducibility

Validate and prioritize starting papers for snowball surveys. Evaluates which seeds will yield the richest citation traces based on citation count, recency, and network position.

Select the final portfolio from the Pareto front by applying stakeholder preferences and decision criteria.

Design leave-one-out, influence diagnostics, subgroup analyses, and robustness checks

Sensitivity Analysis Campaign — identify which assumptions are most critical by measuring their impact on conclusions. 5 strategies (parameter-screening, variance-decomposition, assumption-criticality, uncertainty-propagation, decision-sensitivity), 3 tactics, 11 subagent SOPs.

Rank constraints by sensitivity — which ones most impact the outcome if they shift

Synthesize all sensitivity analysis results into a coherent report with prioritized recommendations.

Apply time/space/condition/scale separation to resolve physical contradictions where the same parameter must satisfy opposing requirements.

Rate failure mode severity 1-10 based on end-effect impact. Follows AIAG-VDA severity scale calibrated for research artifacts.

Remove one specified factor from the artifact's support structure and reason about how the conclusion changes.

Green Hat focused creative thinking within Six Hats framework

Complete Six Hats rotation (White→Red→Black→Yellow→Green→Blue) to force systematic perspective diversity.

Citation-chain-driven literature survey starting from seed papers. Traces research lineage in both forward (who cited this) and backward (what this cited) directions until saturation. High deep-read ratio (67%). Use when the user already has key papers and wants to find everything connected to them — ancestors, descendants, and branch points.

Sobol variance decomposition — compute first-order and total-order sensitivity indices for precise variance attribution.

Strategy: Multi-agent collaborative debate based on Du et al. Society of Mind. Agents share perspectives iteratively until convergence or divergence is detected.

Apply 6 types of Socratic questions to test claims and assumptions. Exposes weaknesses and strengthens reasoning.

Apply CCA to remove inconsistent combinations

Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent.

Quality gate for Research Specs. Checks for placeholders, consistency, scope, ambiguity, context protocol, and quantification. Mandatory before user review.

SOP: 应用 SPICE 框架结构化评估研究问题

SOP: 应用 SPIDER 框架结构化定性研究问题

Convert analogy insights into concrete feasible solutions. Transform abstract connections into actionable mechanisms.

Define gate criteria for each stage, evaluate candidates at each gate, and render go/kill/recycle decisions with evidence.

Simulate stakeholder perspectives to validate gap priorities. Assesses gap value from researcher, practitioner, funder, and end-user viewpoints.