Browse 138,453 skills across 70 categories. Mirrored from majiayu000/claude-skill-registry.
Generate and interpret CE alternative and counterfactual explanations, including ensured filters and alternatives-specif...
Produce calibrated predict and predict_proba outputs, with optional uncertainty intervals, without generating explanatio...
Handle CE classification workflows for binary and multiclass prediction semantics and class-focused explanation behavior...
Audit source and tests for ADR-030 anti-patterns, determinism failures, API-boundary violations, and test-helper leakage...
Review code changes for CE coding standards, ADR conformance, and behavior or API regression risk.
Validate and preprocess input data for CE pipelines, handle mixed types and categorical features, and configure encoding...
Identify unreachable or non-contributing source code and separate true dead code from merely untested reachable paths, w...
Implement ADR-011 deprecation and removal workflows with correct warnings, migration notes, and release timeline handlin...
Adversarially challenge cleanup and test proposals for hidden risk, weak evidence, and coverage or behavior regressions,...
Write or repair NumPy-style docstrings for public CE APIs following STD-002 and contributor documentation rules.
Post-process CE explanations by narrating, plotting, inspecting rules, filtering features, and managing conjunctions.
Generate factual CE explanations and select the correct guarded versus standard factual workflow.
Implement fallback chains that always emit UserWarning and INFO logs per CE fallback-visibility policy.
Author tests that verify fallback visibility through opt-in fixtures, warning assertions, and INFO log side effects.
Guide CE integration with SHAP and LIME, compare explanation outputs, and configure the calibrated-explanations integrat...
Apply ADR-028 and STD-005 logging and observability rules, including governance versus operational separation.
Extend CE to non-tabular data modalities (vision, audio, timeseries, text) via ADR-033 plugin contracts, modality naming...
Configure and validate Mondrian and conditional calibration for subgroup-aware uncertainty and fairness-sensitive workfl...
Audit notebooks for public-API correctness, policy compliance, and private-member usage violations.
Read-only session primer for CE-first invariants, key files, and skill routing at session start.
Validate explanation payload schemas, metadata and provenance fields, and ADR-005 and ADR-028 governance invariants.
Configure CE caching, parallel execution, batch-size tuning, and FAST feature filtering per ADR-003 and ADR-004 for fast...
Build CE-first end-to-end pipelines using WrapCalibratedExplainer with fit, calibrate, and explain or predict sequencing...
Review visualization code for ADR-compliant PlotSpec behavior, lazy imports, and renderer correctness.
Author or extend PlotSpec-based visualizations with validated IR contracts and backend-agnostic rendering.
Audit plugin implementations for registry trust rules, metadata validity, and ADR contract compliance.
Scaffold interval, explanation, or plot plugins that satisfy registry metadata and trust-model contracts. For non-tabula...
Configure and interpret CE regression intervals for percentile conformal and thresholded probabilistic modes.
Map calibrated_explanations capabilities to EU AI Act, GDPR, AI Liability Directive, and Product Liability Directive obl...
Configure reject and defer decision policies and interpret RejectResult behavior in prediction and explanation flows.
Read release-plan state and select the next ADR-compliant actionable development step.
Execute the PyPI release checklist for calibrated-explanations: version bumps, changelog, build, validation, tagging, RT...
Analyze RELEASE_PLAN_v1.md for an upcoming release version and produce a detailed vX.Y.Z_plan.md implementation plan wit...
Identify the next release task from RELEASE_PLAN_v1.md and vX.Y.Z_plan.md, plan implementation, execute it, and verify c...
Audit RTD documentation for navigation, technical accuracy, audience fit, and ADR or standards consistency.
Write or revise RTD pages with audience-aware structure, CE-first examples, and correct toctree integration.
Audit save and load behavior for ADR-031 schema contracts, invariants, and round-trip safety.
Implement ADR-031 serializer and persistence APIs with versioned primitives and compatible load behavior.
Audit the skills catalog for frontmatter quality, trigger precision, structural hygiene, and registry synchronization.
Create or refactor skills with precise triggers, reusable assets and references, and synchronized registry updates.
Synchronize all skill registries with filesystem inventory after any skill add, remove, rename, or move.
Analyze standards compliance by interpreting the standards's intent, verifying that implementation and RTD satisfy every...
Audit existing tests for ADR-030 anti-patterns, redundancy risk, and compliance with repository test standards.
Write individual CE test cases for specified modules or behaviors using AAA structure, public-API focus, and coverage-ga...
Design tests to close documented coverage gaps identified by gap analysis, without padding. Adapts recommendations for O...
Identify redundant or low-value tests using unique-lines and overlap evidence while preserving behavior coverage, with O...
Orchestrate end-to-end ADR-030 test-quality remediation by routing work across specialist skills (ce-test-pruning-expert...
"Context Engineering 101 curriculum slide generation. Use this skill when working on CE101 curriculum to: (1) Generate s...
Write production-ready CEL (Common Expression Language) code for Kubernetes ValidatingAdmissionPolicies, CRD validation...
[CELEBRATE:milestones-only|fmt=1-line+1-emoji]=>[OWNERSHIP:user]
Celebrate completions. Give emotional reward at the right moments.
This skill generates self-contained p5.js celebration animations for educational MicroSims. Use this skill when users re...
Advanced Celery patterns including canvas workflows, priority queues, rate limiting, multi-queue routing, and production...
Celery configuration templates for all frameworks (Django, Flask, FastAPI, standalone). Use when configuring Celery, set...
Celery background task patterns for Python apps. Use when implementing background jobs, scheduled tasks, email sending,...
Extract celestial entities from narrative text. Use when analyzing galaxies, nebulae, black holes, star systems, moons,...
Automated cell type annotation using reference-based methods including CellTypist, scPred, SingleR, and Azimuth for cons...
Guidance for cell-free protein synthesis (CFPS) optimization. Use when: (1) Planning CFPS experiments, (2) Troubleshooti...
Cell segmentation from multiplexed tissue images. Covers deep learning (Cellpose, Mesmer) and classical approaches for n...
LLM-driven multi-agent framework for automated single-cell analysis.
Infer ligand-receptor interactions and cell-cell communication networks from single-cell RNA-seq data using the LIANA+ f...
Visualize cell-cell communication inference results from CellCellCommunication process. Creates publication-ready networ...
#1 on DeepResearch Bench (Feb 2026). Any-to-Any AI for agents. Combines deep reasoning with all modalities through sophi...
AI-powered cell-free RNA analysis from liquid biopsy for cancer detection, tissue-of-origin identification, and non-inva...
Cell Ranger skill for 10X Genomics single-cell data processing
Annotates cell clusters with biological cell type labels using multiple methods: direct assignment, ScType, scCATCH, hit...
AI-powered analysis of cellular senescence for aging research, cancer therapy response, and senolytic drug development.
Query CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with sca...
Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or...
Advanced human-AI co-creation methodology - the Centaur Principle in practice. Master the art of combining human creativ...
Invariant manifold tangent to center eigenspace
在CentOS系统中配置、撤销和删除网络接口的IP地址，包括静态IP设置和临时IP删除操作。
Triage and resolve CentOS issues using RHEL-compatible tooling, SELinux-aware practices, and firewalld.
Centralized settings pattern for all configuration and environment variables. Use when adding or accessing settings, sec...
首席执行官专家，精通战略规划、商业决策、融资管理和团队建设
Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Inc...
Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use...
Generates executive business briefings, weekly audits, and strategic reports. Use when creating Monday Morning CEO Brief...
Automated weekly CEO Briefing generation with AI-powered business insights, task analytics, proactive suggestions, and c...
Use when building a personal productivity or operating system for a CEO, founder, or executive - when user mentions annu...