chapter-analyzer
Validates and analyzes Docusaurus MDX chapters for structure, pedagogical quality, and component usage.
chapter-outline-generator
Generates comprehensive chapter outlines for books, including key topics, subtopics, learning objectives, and estimated word counts. Use this when the user needs help structuring a book chapter or creating a table of contents.
character-development-assistant
Creates detailed character profiles including backstory, personality traits, motivations, relationships, and character arcs. Use when the user needs help developing compelling, multi-dimensional characters for their story.
chatbot-implementation
Details of the RAG Chatbot, including UI and backend logic.
database-orm
Interaction with NeonDB Postgres using Drizzle ORM.
deployment-build
Knowledge of the Vercel deployment pipeline, hybrid build scripts, and environment configuration.
devops-quality
Code quality standards, linting rules, and CI/CD principles.
docusaurus-advanced
Deep dive into the Docusaurus configuration, plugins, and custom fields.
grammar-style-enhancer
Analyzes prose for grammar errors, style inconsistencies, clarity issues, and readability problems. Provides specific suggestions for improvement while preserving the author's unique voice. Use when the user needs help polishing their writing, improving clarity, or maintaining consistent style.
next-js-patterns
Best practices and patterns for Next.js App Router, Server Actions, and Routing in this project.
plot-consistency-checker
Analyzes narrative plot points, timelines, and story events to identify inconsistencies, plot holes, continuity errors, and pacing issues. Use when the user needs help ensuring their story remains logically consistent and well-paced.
project-architecture
Overview of the project's tech stack, directory structure, and architectural patterns.
rag-pipeline
Details on the Retrieval Augmented Generation pipeline, Ingestion, and Vector Search.
research-fact-checker
Assists authors in researching topics, verifying facts, and ensuring accuracy in their writing. Particularly useful for historical fiction, non-fiction, science fiction, and any genre requiring real-world accuracy. Use when the user needs help with research or fact-checking.
robotics-subject-expert
Domain knowledge for Physical AI, ROS 2, and Humanoid Robotics.
ui-design-system
The Design System, Theme, and UX rules for the Physical AI Hub.
ai-chapter-consolidate
Use AI to merge individual page HTML files into a unified chapter document. Creates continuous document format for improved reading experience and semantic consistency.
ai-html-generate
Use AI to recreate PDF page as semantic HTML. Consumes three inputs (PNG image, parsed text, ASCII preview) for complete contextual understanding and accurate generation.
ai-visual-accuracy-check
Use AI to compare rendered HTML to original PDF page. AI makes contextual judgment about visual accuracy with explainable reasoning. BLOCKING quality gate - stops pipeline if score below 85%.
ascii-preview-generate
Use AI to create ASCII text-based preview of PDF page layout. Transforms visual and extracted data into structured ASCII representation for HTML generation.
code-analysis
Check if code is readable by non-developers - clear names, plain English comments, no jargon
reviewdog
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commit-drafter
Automatically draft commit messages by analyzing git status and staged changes
draft-commit
Create a thoughtful, supportive commit message from your staged changes.
format-standardize
Standardize formatting and apply consistent style to the deliverable. Use after generation to ensure the output matches the user's formatting standards and conventions.
generate-output
Create the deliverable (code, documentation, tests, content) following the user's standards and best practices. Use after validation passes to actually build the work product.
html-structure-validate
Validate HTML5 structure and basic syntax. BLOCKING quality gate - stops pipeline if validation fails. Ensures deterministic output quality.
pdf-page-extract
Extract rich data from PDF pages including text spans with metadata, rendered PNG images, and page mapping. Creates persistent artifacts for downstream processing.
quality-report-generate
Generate comprehensive quality report with metrics and verification. Produces final CHAPTER_XX_VERIFICATION.md and quality_metrics.json for deployment approval.
quality-verify
Verify the final deliverable meets all quality criteria before delivery. Use as the final validation step to ensure the output meets the user's quality standards across all 6 dimensions.
validate-requirements
Validate that input meets prerequisites based on the user's saved standards for the project type. Use at the start of any quality pipeline to ensure the user has provided sufficient requirements.
epub-chapter-extractor
Extract all chapters from an EPUB file into separate markdown files. Use when the user wants to split an EPUB into individual chapter files, extract EPUB chapters, or convert an ebook to separate markdown documents.
gasp-diagnostics
System diagnostics using GASP (General AI Specialized Process monitor). Use when user asks about Linux system performance, requests system checks, mentions GASP, asks to diagnose hosts, or says things like "check my system" or "what's wrong with [hostname]". Can actively fetch GASP metrics from hosts via HTTP or interpret provided JSON output.
error-memory
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llm-doc-writer
Write token-efficient documentation for LLM context. Use when creating CLAUDE.md, README, technical docs, agent instructions, or any documentation consumed by AI assistants.
coercion-duress
Clerk for forced surrenders, threats, procedural irregularities, and lack of informed consent; use for Coercion_Duress queue.
fiduciary-duty-negligence
Clerk for Crown fiduciary breaches, fund mismanagement, conflicts of interest, and failure to protect reserve lands; use for Fiduciary_Duty_Negligence queue.
governance-sovereignty
Clerk for Chief/Council authority, assertions of title, self-government, and resistance to federal imposition; use for Governance_Sovereignty queue.
land-reduction-trespass
Clerk for reserve reduction, trespass, survey errors, and railway takings; use when processing the Land_Reduction_Trespass queue.
large-report-editor
Edits and compiles very large Markdown research reports using surgical patches, structure JSON, and legal‑grade citation rules.
sast-bandit
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manager-planner
Orchestrates Pukaist agents, enforces plan-first workflow, runs integrity tests, and delegates tasks; use for coordination or system audits.
project-operator
Operates and debugs the local stack (API/worker/frontend); focuses on observability, logs, and safe automation.
research-synthesizer
Synthesizes provided sources neutrally; separates quotes from paraphrase and avoids ungrounded claims.
software-engineer
Builds and refactors code safely; prefers small diffs, clear validation steps, and testable outcomes.
water-rights-fishing
Clerk for water licenses, irrigation, riparian rights, and fishing restrictions affecting Pukaist/Nlaka'pamux; use for Water_Rights_Fishing queue.
async-python-patterns
Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations.
cohere-v2-python
Master Cohere v2 Chat API with Python, specializing in entity extraction using JSON Schema mode for structured outputs. Use when extracting entities from text, building data extraction pipelines, implementing NER systems, or requiring validated JSON responses from LLMs.
python-packaging
Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, creating CLI tools, or distributing Python code.
python-performance-optimization
Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
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