83,201 skills sorted by stars.
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...
[CELEBRATE:milestones-only|fmt=1-line+1-emoji]=>[OWNERSHIP:user]
Celebrate completions. Give emotional reward at the right moments.
Advanced Celery patterns including canvas workflows, priority queues, rate limiting, multi-queue routing, and production...
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.