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Tools & Automation
CLI tools, utilities, converters, workflow automation, and productivity helpers
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Showing 11,281–11,304 of 49,842 skills
- Epoch Prediction AveragingCollect test predictions each epoch via callback and combine with exponentially increasing weights favoring later epochsVotes: 0GitHub stars: 61
- Ema Model AveragingTracks an Exponential Moving Average of model weights during training and evaluates both live and EMA models for more stable predictions.Votes: 0GitHub stars: 61
- Dicom Ipp Z Slice SortOrder DICOM slices into a coherent 3D volume by sorting on ImagePositionPatient[2] (the Z coordinate in patient space), with a filename-integer fallback for series whose tag is missing — never trust filename alphabetical order, never trust InstanceNumberVotes: 0GitHub stars: 61
- Dbscan Ensemble FusionFuses 3D object detections from multiple models by clustering nearby predictions with DBSCAN and taking cluster centroids.Votes: 0GitHub stars: 61
- Ct Z Stack Orientation FlipDetect inverted CT slice ordering by comparing ImagePositionPatient[2] (the Z coordinate) of the first and last DICOM slice in a series, flipping the volume along axis 0 when needed so every patient ends up in canonical head→feet orderVotes: 0GitHub stars: 61
- Confidence Threshold MultilabelAssigns multiple labels per sample using a confidence threshold on sigmoid outputs with a fallback negative class.Votes: 0GitHub stars: 61
- Combinatorial Deletion Point MatchingMatch two unequal-length point sets by enumerating which points to drop from the longer set, searching over deletion combinationsVotes: 0GitHub stars: 61
- Clip Aesthetic ScoringScores image aesthetic quality by passing L2-normalized CLIP ViT-L/14 embeddings through a trained MLP regressor head.Votes: 0GitHub stars: 61
- Class Density Threshold Patch SamplingSample training patches from large images using per-class area-fraction thresholds to ensure each patch contains meaningful object coverageVotes: 0GitHub stars: 61
- Class Balanced Epoch UndersamplingDynamically undersample majority class each epoch with per-class keep probabilities for stochastic balanceVotes: 0GitHub stars: 61
- Brovey PansharpeningFuse low-resolution multispectral bands with a high-resolution panchromatic band using the Brovey transform to produce sharp multi-band imageryVotes: 0GitHub stars: 61
- Bce Dice Combined LossCombines BCE-with-logits and soft Dice loss with configurable weights for binary and multilabel segmentation training.Votes: 0GitHub stars: 61
- 3d Center Crop Zero PadSelect center slices from a 3D volume and zero-pad along depth when the scan has fewer slices than the target countVotes: 0GitHub stars: 61
- Make ReleasePrepare and publish a new release for the youtube-unofficial project. You manage the release process: update the changelog, determine the version bump, run pre-commit checks, bump the version, and push, and align GitHub release notes with the changelog.Votes: 0GitHub stars: 55
- CiCreate high-quality Git commits for all pending changes.Votes: 0GitHub stars: 55
- ReleasePrepare or publish a cargo-coupling version when the user requests a release.Votes: 0GitHub stars: 109
- MutantsRun cargo-mutants on selected Rust code and investigate gaps in tests revealed by surviving mutations.Votes: 0GitHub stars: 109
- Check BalanceCheck a Rust project's coupling health summary or run a requested CI quality gate.Votes: 0GitHub stars: 109
- AnalyzeRun cargo-coupling and interpret a Rust project's coupling report, history, or baseline diff.Votes: 0GitHub stars: 109
- SorrifierIsolates failing proof steps by replacing them with `sorry` and extracting them into standalone lemmas to modularize and decouple complex Lean 4 proofs.Votes: 0GitHub stars: 273
- SearchSearch tools for finding Lean theorems, lemmas, and definitions in MathlibVotes: 0GitHub stars: 273
- Code TransformCode transformation tools for repairing, simplifying, and extracting Lean proofsVotes: 0GitHub stars: 273
- Pipeline TestingTest and validate MaaFramework Pipeline JSON, recognition nodes, action nodes, CustomAction/CustomRecognition wiring, resource loading, and end-to-end task behavior. Use when running `run_pipeline`, checking OCR/TemplateMatch/ColorMatch ROI, validating `context.run_task()` results, auditing `action: Custom` or `recognition: Custom` registrations, or choosing the right resource-check command.Votes: 0GitHub stars: 66
- Pipeline OptionAdd runtime UI options (select/checkbox/switch/input) to MaaFramework option surfaces such as `assets/interface.json` or `assets/resource/tasks/**/*.json`. Use when adding a user-facing toggle, selector, checkbox, or input; wiring options to `pipeline_override`; aligning option paths with Python `context.get_node_data()` or CustomAction params; or reviewing option behavior across Pipeline JSON and Python.Votes: 0GitHub stars: 66