技術寫作

Intelligently onboards brownfield projects by merging existing CLAUDE.md backups into SpecWeave structure. Extracts project-specific knowledge, domain context, team conventions, and technical details from backup CLAUDE.md files, then distributes content to appropriate SpecWeave folders without bloating CLAUDE.md. Activates for: merge docs, merge claude, onboard brownfield, import existing docs, claude backup, specweave merge-docs.

Comprehensive ML model evaluation with multiple metrics, cross-validation, and statistical testing. Activates for "evaluate model", "model metrics", "model performance", "compare models", "validation metrics", "test accuracy", "precision recall", "ROC AUC". Generates detailed evaluation reports with visualizations and statistical significance tests, integrated with SpecWeave increment documentation.

This skill should be used when creating a skill for a CLI tool. Use when users ask to document a command-line tool, create CLI guidance, or build a skill for terminal commands. Essential for systematically introspecting CLI tools through help text, man pages, GitHub repos, and online research, then organizing findings into effective skill documentation.

Security guidelines for secure coding and code review. This skill should be used when architecting/designing systems, writing code, or reviewing code. Use proactively when discussing vulnerabilities, OWASP, injection attacks, XSS, CSRF, SQL injection, authentication, authorization, access control, encryption, secrets management, input validation, or secure coding practices. (user)

Navigate and load project living documentation for context. Provides a table of contents for specs, ADRs, architecture docs, and operations runbooks. Use when implementing features, making design decisions, or needing project context. Keywords - living docs, context, ADR, architecture, specs, documentation, project knowledge.

Expert in analyzing and recommending release strategies for software projects. Detects existing release patterns in brownfield projects (git tags, CI/CD workflows, changelogs, version files). Suggests optimal strategies based on architecture (single-repo, multi-repo, monorepo, microservices), team size, deployment frequency, and dependencies. Creates comprehensive release-strategy.md in living docs (.specweave/docs/internal/delivery/ or projects/{id}/delivery/). Activates for release strategy, versioning strategy, multi-repo releases, monorepo versioning, semantic versioning, coordinated releases, independent releases, release planning, version alignment, brownfield release analysis, deployment strategy, CI/CD release, how to version, release best practices.

Expert knowledge of SpecWeave framework structure, rules, conventions, and increment lifecycle. Deep understanding of source-of-truth discipline, increment naming, living docs sync. Covers SpecWeave-specific hooks (post-task-completion), and increment discipline. Activates for specweave rules, increment lifecycle, source of truth, increment naming, tasks.md format, spec.md structure, living docs sync, specweave hooks, where do files go, how to use specweave, specweave best practices, specweave conventions.

Generates comprehensive specifications (spec.md, plan.md, tasks.md with embedded tests) for SpecWeave increments using proven templates and flexible structure. Activates when users create new increments, plan features, or need structured documentation. Keywords: specification, spec, plan, tasks, tests, increment planning, feature planning, requirements.

Generates and reviews Salesforce Apex code with 2025 best practices and 150-point scoring. Use when writing Apex classes, triggers, test classes, batch jobs, or reviewing existing Apex code for bulkification, security, and SOLID principles.

Guide for working with gomponents, a pure Go HTML component library. Use this skill when reading or writing gomponents code, or when building HTML views in Go applications.

Technical writing expert for API documentation, README files, tutorials, changelog management, and developer documentation. Covers style guides, information architecture, versioning docs, OpenAPI/Swagger, and documentation-as-code. Activates for technical writing, API docs, README, changelog, tutorial writing, documentation, technical communication, style guide, OpenAPI, Swagger, developer docs.

Coding standards discovery and documentation expert. Analyzes codebase to detect naming conventions, patterns, anti-patterns, and best practices. Generates or updates coding standards documentation in .specweave/docs/internal/governance/. Detects ESLint/Prettier configs, analyzes TypeScript/JavaScript patterns, finds security issues, and creates evidence-based standards with confidence levels. Activates for analyze coding standards, discover conventions, code style analysis, detect patterns, coding guidelines, what are the standards, code quality check, naming conventions, linting rules, best practices analysis, standards audit, code review standards, detect anti-patterns.

Apply language-specific style guide rules to your code. Use when writing or reviewing code to ensure consistency with best practices.

Python coding standards with automatic version detection. Use when writing, reviewing, or refactoring Python to ensure adherence to LBYL exception handling patterns, modern type syntax (list[str], str | None), pathlib operations, ABC-based interfaces, absolute imports, and explicit error boundaries at CLI level. Also provides production-tested code smell patterns from Dagster Labs for API design, parameter complexity, and code organization. Essential for maintaining erk's dignified Python standards.

Write clear technical prose. Multi-layer review ensures structure, clarity, and evidence quality.

Comprehensive progress synchronization expert. Explains when and how to use /sw:sync-progress for multi-system sync (tasks → docs → external tools). AUTO-CREATES missing external issues. Activates for sync progress, update progress, sync everything, sync all systems, sync to GitHub, sync to JIRA, how to sync, progress synchronization, multi-system sync, create github issue, no github issue linked.

Salesforce data operations expert with 130-point scoring. Use when writing SOQL queries, creating test data, performing bulk data operations, or importing/exporting data via sf CLI.

Generate configuration reference documentation from conclaude-schema.json using src/bin/generate-docs.rs. USE WHEN the schema file changes, configuration options are added/modified, or documentation needs to be regenerated for the website.

Manages ML experiment tracking with MLflow, Weights & Biases, or SpecWeave's built-in tracking. Activates for "track experiments", "MLflow", "wandb", "experiment logging", "compare experiments", "hyperparameter tracking". Automatically configures tracking tools to log to SpecWeave increment folders, ensuring all experiments are documented and reproducible. Integrates with SpecWeave's living docs for persistent experiment knowledge.

Prepares Pine Scripts for publication in TradingView's community library with proper documentation and compliance. Use when preparing to publish, adding documentation, ensuring House Rules compliance, writing descriptions, or finalizing scripts for release. Triggers on "publish", "release", "documentation", "House Rules", or preparation requests.