Dev tools skills.
22,488 dev tools skills, including improve-codebase-architecture, tdd and setup-matt-pocock-skills, are listed on ahel today. Each one has a page of its own that says what it does and whether ahel can serve it in Claude, Claude Code, ChatGPT, Codex and Cursor.
Category: Dev tools
22,488 results · page 594 of 750
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cv-open-set-distance-cutoffSkillDev tools
Assign an unknown/novel class when all nearest-neighbor distances exceed a tuned cutoff threshold for open-set recognition
Ready to connect★ 61
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cv-optimized-ordinal-thresholdsSkillDev tools
Uses Nelder-Mead optimization to find per-class decision thresholds that maximize Quadratic Weighted Kappa for regression-to-ordinal conversion.
Ready to connect★ 61
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cv-ordinal-multilabel-encodingSkillDev tools
Encodes ordinal classes as cumulative binary labels (class N activates labels 0..N), enabling sigmoid + BCE training for ordinal regression.
Ready to connect★ 61
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cv-pack-padded-sequence-lossSkillDev tools
Uses pack_padded_sequence to exclude padding tokens from cross-entropy loss in variable-length sequence generation.
Ready to connect★ 61
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cv-pairwise-tracking-feature-mergeSkillDev tools
Double left-join on tracking data to create pairwise features (positions, velocities, distance) for both entities in an interaction pair
Ready to connect★ 61
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cv-per-class-soft-f1-threshold-fittingSkillDev tools
Optimize per-class decision thresholds for macro-F1 by replacing the non-differentiable hard threshold with a sigmoid-sharpened soft-F1 surrogate and fitting the per-class threshold vector via least-squares — averaged over multiple random validation splits to suppress overfitting on rare classes
Ready to connect★ 61
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cv-per-organ-multihead-sigmoid-softmaxSkillDev tools
Single CNN backbone with one shallow Dense neck per organ and mixed sigmoid (binary) + softmax (multi-class severity) heads, trained with a dict of losses so each organ is calibrated independently while sharing visual features
Ready to connect★ 61
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cv-per-patient-slice-maxpool-aggregationSkillDev tools
Aggregate per-slice CNN predictions into a single patient-level injury score by mean-pooling across TTA copies first, then max-pooling across slices — the worst-slice wins, which matches the medical reality that one bad slice is enough to grade the patient
Ready to connect★ 61
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cv-percentile-contrast-stretchSkillDev tools
Normalize high-dynamic-range satellite or medical imagery to [0,1] using per-channel percentile clipping to suppress outliers while preserving relative contrast
Ready to connect★ 61
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cv-pfbeta-threshold-optimizationSkillDev tools
Grid-searches the optimal classification threshold to maximize probabilistic F-beta score on validation predictions.
Ready to connect★ 61
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cv-point-centered-fixed-patch-croppingSkillDev tools
Convert (x, y, class) point annotations into a CNN classification training set by cropping fixed-size square patches centered on each point, using a numpy shape check to silently reject border-clipped crops
Ready to connect★ 61
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cv-prediction-map-stitching-averagingSkillDev tools
Stitch overlapping tile predictions into a full-resolution output by accumulating probabilities and dividing by per-pixel overlap counts
Ready to connect★ 61
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cv-progressive-dropout-unetSkillDev tools
Apply lower dropout in shallow/final U-Net layers and higher dropout in deep layers to preserve spatial detail while regularizing abstract features
Ready to connect★ 61
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cv-quantile-slice-samplingSkillDev tools
Samples a fixed number of slices from variable-length CT/MRI stacks using quantile indexing to produce consistent input depth.
Ready to connect★ 61
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cv-quantile-threshold-prevalence-matchingSkillDev tools
Sets the binary classification threshold as a prediction quantile matching the expected positive prevalence rate, avoiding manual threshold tuning.
Ready to connect★ 61
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cv-rotation-tta-segmentationSkillDev tools
Test-time augmentation via 4 rotation angles (0/90/180/270), applying inverse rotation to each prediction before averaging
Ready to connect★ 61
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cv-sigmoid-normalized-rmseSkillDev tools
Sigmoid-transformed normalized RMSE that maps error from [0,inf) to a bounded (0,1] similarity score using R2-score ratio
Ready to connect★ 61
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debug-failing-testSkillDev tools
Systematic process for diagnosing and fixing a failing test
Ready to connect★ 61
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debuggerSkillDev tools
Systematic debugging specialist focused on root cause analysis
Ready to connect★ 61
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fabric-referenceSkillDev tools
Read-only runbook for how the VNX fabric actually works — state resolution, the single-entry dispatch door, gate invocation, the horizon planning layer, the plan-gate panel, and the hard gotchas that repeatedly bite (PATH-break, dual-CLI, codex-cert, classifier-protected actions). Use when you need
Ready to connect★ 61
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featureplan-kickoffSkillDev tools
VNX feature-execution kickoff preflight. USE THIS when starting or resuming a feature or track from its plan: checking worktree/queue/staging health, finding the first promoteable dispatch, and handing off to @t0-orchestrator. Reads the feature's track + plan doc from Horizon's tracks DB (`vnx horiz
Ready to connect★ 61
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fetch-weather-reportSkillDev tools
Fetch the current weather forecast for a specified location and return a structured summary.
Ready to connect★ 61
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flow-ptr-appSkillDev tools
Guide for developing a new Flow Production Tracking (FPTR) / ShotGrid Toolkit (sgtk) app following a Spec-driven approach. Triggers on: create a new FPTR app, new Flow Production Tracking app, new Toolkit app, tk-multi-starterapp, sgtk app development, tank install_app, tank switch_app, dev sandbox
Ready to connect★ 61
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frontend-developerSkillDev tools
Frontend specialist creating distinctive, production-grade interfaces
Ready to connect★ 61
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mind-cloneSkillDev tools
Activate a Cognitive Digital Twin. Can simulate a custom subject (via core/ directory) OR load pre-installed celebrity/expert personas (from personas/ directory).
Ready to connect★ 61
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oss-evaluate-repoSkillDev tools
Evaluate whether an OSS repo is worth long-term investment before committing time. Assesses project health, governance, community, bus factor, and trajectory. Use when deciding whether to contribute to a specific repo, choosing between multiple repos, or evaluating a project's sustainability. Not fo
Ready to connect★ 61
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oss-explore-repoSkillDev tools
Guided codebase exploration for understanding a repo's architecture, patterns, and domain language before contributing. Not issue-specific. builds general understanding. Use when exploring a new repo, wanting to understand how a project works, or preparing to become a regular contributor. Not for le
Ready to connect★ 61
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oss-find-issueSkillDev tools
Find unclaimed open source issues that match the user's skills and experience level. Searches for issues created by maintainers/org admins, checks contribution eligibility, and ranks by learning value. Use when looking for an issue to contribute to, starting OSS contributions, or finding GSoC-friend
Ready to connect★ 61
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oss-learn-stackSkillDev tools
Learn unfamiliar technologies used in a repo by studying how the repo actually uses them. Finds patterns, explains concepts in context, and points to examples in the codebase. Use when a repo uses frameworks, languages, or patterns you haven't worked with before. Not for mapping a repo's architectur
Ready to connect★ 61
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oss-prep-to-contributeSkillDev tools
Prepare to contribute to an open source repo. Reads all contribution docs, checks eligibility, assesses the user's knowledge gaps, and fills them before coding starts. Use after finding an issue with oss-find-issue, or when starting work on any OSS repo. Not for installing dependencies or getting th
Ready to connect★ 61
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