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plugin-development
This skill provides expert guidance for developing Claude Code plugins, covering plugin structure, slash commands, auto-activating skills, and configuration best practices to ensure production-ready results.
progress-sync
This skill automatically synchronizes progress across all systems with one command, including auto-creating missing external issues in GitHub/JIRA/ADO when none exist, ensuring complete end-to-end tracking without manual intervention.
time-series-forecaster
This skill performs time series forecasting using ARIMA, Prophet, LSTM, and statistical methods to predict future trends, detect seasonality, and provide confidence intervals, integrated with SpecWeave's workflow for accurate temporal predictions.
model-explainer
This skill provides model interpretability using SHAP, LIME, and feature importance to explain why models make specific predictions. It helps build trust, debug models, and meet regulatory requirements by generating human-readable explanations for both individual predictions and overall model behavior.
increment-planner
Creates structured implementation plans for any type of software increment (features, hotfixes, bugs, etc.) by automatically generating numbered directories, templates, and preventing duplicates within user projects.
github-issue-standard
This skill enforces a mandatory, standardized format for all GitHub issues created by SpecWeave. It ensures issues have consistent titles with proper feature/user story links, checkable acceptance criteria and tasks, working GitHub URLs, and extracted priority metadata, improving traceability and workflow automation.
service-connect
This skill automatically orchestrates connections to external services by intelligently selecting the optimal method from MCP servers, REST APIs, SDKs, or CLIs, ensuring reliable access to databases and cloud platforms while avoiding common connection issues.
github-issue-tracker
Enables fine-grained task tracking within GitHub issues by automatically creating checklists with time estimates, posting detailed completion comments with change logs and time tracking, and managing task assignments and blockers for collaborative development teams.
billing-automation
This skill automates billing systems for recurring payments, invoicing, and subscription management, handling tasks like dunning, proration, and tax calculation to streamline SaaS and subscription-based revenue operations.
detector
This skill detects SpecWeave projects and provides workflow documentation for its slash commands. It explains how to use commands like /inc, /do, and /progress to manage development increments with features like auto-resume, auto-close, and progress tracking.
experiment-tracker
Organizes machine learning experiments by automatically configuring tracking tools (MLflow, Weights & Biases, or built-in) to log all runs within SpecWeave increments, ensuring reproducibility, team knowledge preservation, and easy experiment comparison.
jira-resource-validator
Automatically validates and creates missing Jira projects and boards, intelligently handling mixed ID/name configurations while updating .env files with correct IDs to ensure proper Jira integration setup.
architecture-alternatives
Expert in software architecture patterns and alternatives, helping teams make informed decisions on monoliths, microservices, serverless, and other approaches based on context, scale, and constraints.
claude
Imported from https://github.com/RchGrav/claudebox.
object_counter
Count occurrences of an object in the image using computer vision algorithm.
ac-branch-pi-model
AC branch pi-model power flow equations (P/Q and |S|) with transformer tap ratio and phase shift, matching `acopf-math-model.md` and MATPOWER branch fields. Use when computing branch flows in either direction, aggregating bus injections for nodal balance, checking MVA (rateA) limits, computing branch loading %, or debugging sign/units issues in AC power flow.
locational-marginal-prices
Extract locational marginal prices (LMPs) from DC-OPF solutions using dual values. Use when computing nodal electricity prices, reserve clearing prices, or performing price impact analysis.
imc-tuning-rules
Calculate PI/PID controller gains using Internal Model Control (IMC) tuning rules for first-order systems.
pdf-reading
Extract text, tables, and structured information from PDF documents using pdfplumber, PyPDF2, or pdftotext command-line tools.
suricata-offline-evejson
Running Suricata against PCAPs offline and validating results via eve.json
hierarchical-taxonomy-clustering
Build unified multi-level category taxonomy from hierarchical product category paths from any e-commerce companies using embedding-based recursive clustering with intelligent category naming via weighted word frequency analysis.
access-control-rbac
This skill implements role-based access control (RBAC) and other authorization models to manage user permissions securely. It provides ready-to-use code for fine-grained access control in applications like admin dashboards and multi-tenant systems.
manage-python-env
Quick reference for uv (fast Python package manager) operations to save tokens. Use when creating virtual environments, installing packages, managing dependencies, or when user asks about uv commands. Provides concise patterns for Python project setup and package management.
d20-magic
Provides structured rules and formulas for handling spellcasting in d20 system games. Covers spell save DCs, attack rolls, concentration checks, spell slots, and ritual casting. Includes concrete examples and references to external dice-rolling tools. Serves as a quick reference for GMs during gameplay.