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Claude Skills by yogsoth-ai
github.com/yogsoth-ai1,223 skills7 installs1,449 views
- Propagate UncertaintyPropagate input/parameter uncertainty through a model or reasoning chain to estimate output distributions, tail behavior, and uncertainty contributions.Votes: 0GitHub stars: 499
- Quantify Information ValueEstimate the value of resolving uncertainty (e.g., EVPI/EVSI or qualitative equivalent) to prioritize which unknowns justify further evidence or experiments.Votes: 0GitHub stars: 499
- Quantify Resource GapQuantify resource demand, available supply, gap, severity, and uncertainty for a research/experiment plan.Votes: 0GitHub stars: 499
- Rank CandidatesRank, classify, screen, or select typed candidates under explicit criteria and supplied hard constraints. Object schema and decision mode are parameters; pairwise and portfolio cases may jump to dedicated tactics.Votes: 0GitHub stars: 499
- Reductio Counterexample AnalysisNegate claims, derive consequences, search contradictions/counterexamples, then refine scope rather than merely defend the original wording.Votes: 0GitHub stars: 499
- Refine ClaimRepair a claim via scope narrowing, lemma incorporation, or decomposition while preserving explanatory power.Votes: 0GitHub stars: 499
- Represent Mechanism EdgeRepresent a directed mechanism edge with pathway, sign/direction, assumptions, falsifier, strength, and evidence provenance.Votes: 0GitHub stars: 499
- Resolve Inventive ContradictionTurn a design or research contradiction into targeted transformations using inventive-principle and separation reasoning, then evaluate whether the transformed configuration resolves the contradiction without creating a worse one.Votes: 0GitHub stars: 499
- Robustness AnalysisGenerate plausible model variants and test whether conclusions converge across assumption/model choices.Votes: 0GitHub stars: 499
- Rotate PerspectiveApply one perspective at a time to reinterpret the same target while holding the underlying evidence/object fixed; record changed assumptions, objectives, risks, and opportunities.Votes: 0GitHub stars: 499
- Run Convergence RoundRun one structured revision round that updates arguments/evidence rather than merely averaging opinions.Votes: 0GitHub stars: 499
- Scope DomainDefine ontology/model scope, inclusion boundaries, granularity, and intended use before structural extraction.Votes: 0GitHub stars: 499
- Score Fmea RiskScore severity, occurrence, detectability, and derive action priority for a failure mode.Votes: 0GitHub stars: 499
- Score ObjectScore a typed object against an explicit rubric with evidence, uncertainty, and rationale. The parent tactic supplies the object schema and rubric (candidate, gap, claim, obstacle, etc.).Votes: 0GitHub stars: 499
- Screen Evidence MultistageApply explicit staged inclusion/exclusion screening (title/abstract/full evidence or equivalent) with reasons and auditability.Votes: 0GitHub stars: 499
- Search Minimal FlipSearch for the smallest change to variables/assumptions/conditions that flips a target conclusion, decision, or causal claim.Votes: 0GitHub stars: 499
- Select Critical CaseSelect most-likely, least-likely, or otherwise inference-maximizing cases that can decisively support/refute a claim under explicit case-selection logic.Votes: 0GitHub stars: 499
- Select Experimental BaselineSelect fair SOTA/simple/oracle/control baselines with provenance and rationale matched to the experimental claim.Votes: 0GitHub stars: 499
- Select From FrontierSelect a preferred frontier point/portfolio and state the sacrificed alternatives/tradeoffs.Votes: 0GitHub stars: 499
- Select Inventive PrincipleSelect one or more inventive principles appropriate to a contradiction or transformation objective and state why each principle applies.Votes: 0GitHub stars: 499
- Select Next PairSelect the next comparison pair to maximize expected information gain.Votes: 0GitHub stars: 499
- Select Seed EvidenceSelect and rank high-information seed sources for iterative evidence expansion using quality, recency, relevance, and network position.Votes: 0GitHub stars: 499
- Select Solution VariantsSelect candidate variants under fitness, novelty, constraint, and diversity criteria while avoiding premature population collapse.Votes: 0GitHub stars: 499
- Select Statistical MethodSelect statistical inference/estimation method from design, distribution, sample size, pairing, multiplicity, and decision objective.Votes: 0GitHub stars: 499
- Sequence WorkTopologically sequence dependent work while prioritizing fail-fast/high-risk branches.Votes: 0GitHub stars: 499
- Set ThresholdDefine a justified minimum acceptable threshold for each non-compensatory criterion.Votes: 0GitHub stars: 499
- Sharpen Falsifiable ClaimSteelman a claim into its strongest precise, bounded, testable form while making hidden quantifiers, scope, mechanisms, and commitments explicit.Votes: 0GitHub stars: 499
- Simulate Emergent PropertiesProject selected structures into a candidate blend and reason through properties, affordances, contradictions, or mechanisms that emerge only in the blend.Votes: 0GitHub stars: 499
- Specify BoundariesState applicability assumptions, scope, and known boundary conditions.Votes: 0GitHub stars: 499
- Specify Execution EnvironmentSpecify environment variables that materially affect interpretation or reproducibility: hardware, software, data, configuration, and versioning.Votes: 0GitHub stars: 499
- Specify MetricsDefine primary/secondary metrics, estimands, directionality, uncertainty reporting, and decision thresholds before analysis.Votes: 0GitHub stars: 499
- Specify RelationshipSpecify direction, functional form, and theoretical basis of relationships among variables.Votes: 0GitHub stars: 499
- Specify Reproducibility ProtocolDefine exact/statistical/conceptual reproduction target and the controls needed to test it.Votes: 0GitHub stars: 499
- Structural TransformationDecompose a system and apply component/function transformations such as remove, substitute, combine, redistribute, divide, or reverse.Votes: 0GitHub stars: 499
- Structured Red TeamMap attack surfaces, generate attack vectors, execute probes, and aggregate weaknesses into a resilience picture.Votes: 0GitHub stars: 499
- Surface AssumptionsEnumerate explicit and implicit assumptions in a claim, model, method, decision, or design.Votes: 0GitHub stars: 499
- Synthesize Field PanoramaSummarize candidate fields by maturity, competition, entry barrier, tractability, and publication/opportunity structure.Votes: 0GitHub stars: 499
- Synthesize IdeaIntegrate generated fragments into a coherent candidate with mechanism, provenance, and next-test hooks.Votes: 0GitHub stars: 499
- Synthesize Literature EvidenceBuild a reproducible literature evidence base. Scoping, systematic, deep, narrative, and snowball are execution modes selected from intent and budget, not separate strategy nodes.Votes: 0GitHub stars: 499
- Synthesize Meta Analytic EvidenceDesign or execute a quantitative evidence synthesis with pairwise/network/cumulative/heterogeneity/bias modes while preserving study-level quality and sensitivity logic.Votes: 0GitHub stars: 499
- Test Risky PredictionDerive a risky/nontrivial prediction uniquely or strongly implied by an explanation and test whether available evidence supports it; distinguish post-hoc accommodation from prospective constraint.Votes: 0GitHub stars: 499
- Test Structure PreservationTest whether the proposed mapping preserves the required relations/operations/invariants and actively search for a minimal counterexample to preservation.Votes: 0GitHub stars: 499
- Trace Assumption CascadeTrace downstream claims, methods, and conclusions that fail when a selected assumption is invalidated; distinguish local from cascading failure.Votes: 0GitHub stars: 499
- Trace Causal ChainTrace ordered causal chains including intermediate nodes, branches, and loops with explicit because/mechanism links.Votes: 0GitHub stars: 499
- Trace Citation NeighborhoodExpand an evidence set through backward/forward citation chaining and terminate using explicit relevance/saturation criteria, independent of the retrieval tool used.Votes: 0GitHub stars: 499
- Trace Patent FamilyTrace priority, family membership, forward/backward citations, and continuation relationships until relevant family structure stabilizes.Votes: 0GitHub stars: 499
- Transform ComponentApply an explicit structural/function operator such as remove, substitute, combine, divide, redirect, redistribute, or reverse.Votes: 0GitHub stars: 499
- Type RelationClassify relations among entities using an explicit relation ontology and state evidence/assumptions for the type.Votes: 0GitHub stars: 499
- Update Confidence From EvidenceUpdate confidence in a concept, relation, claim, or model component from new supporting/contradicting evidence with explicit rationale.Votes: 0GitHub stars: 499
- Update Cumulative EvidenceUpdate a cumulative evidence estimate/order as new studies or evidence blocks arrive and detect when inference changes materially over time.Votes: 0GitHub stars: 499