Building data extraction pipelines with LLMs requires consistent, validated JSON outputs. This skill provides expert guidance on using Cohere v2 JSON Schema mode for reliable entity extraction, classification, and structured data pipelines.

Building async applications in Python requires understanding complex patterns for concurrent execution, task management, and performance optimization. This skill provides comprehensive guidance on asyncio fundamentals, real-world patterns, and best practices for building high-performance non-blocking systems.

Administrative workflows for water licenses and fishing restrictions require specialized knowledge of regional Indigenous territory regulations. This skill helps clerks efficiently navigate complex water rights and fishing regulations for Pukaist and Nlaka'pamux territories.

Code changes often introduce bugs and regressions. This skill guides developers through safe code building and refactoring by preferring minimal, reviewable changes and clear validation steps.

When you need to summarize research materials, you often blend quotes with paraphrases or make unsupported claims. This skill ensures neutral synthesis with clear source attribution and explicit uncertainty flags about what is and is not supported by the provided text.

Debugging distributed local stacks can be chaotic with unclear error sources and risky restarts. This skill provides structured observability practices, log-focused debugging, and safe automation patterns for API, worker, and frontend components.

Managing complex multi-agent projects requires coordination across team members. This skill orchestrates Pukaist agents with a strict plan-first workflow, ensuring every task is approved before execution and maintaining system integrity through automated testing.

Editing very large Markdown research reports is challenging with context loss and citation errors. This skill uses surgical patches, structure JSON, and legal-grade citation rules to update documents safely while preserving all references and page anchors.

Process historical documents related to reserve reductions, settler encroachment, and railway takings. The skill ensures legal-grade transcription with metadata extraction, provenance verification, and strict factual-only output standards.

Process historical documents related to Indigenous governance and sovereignty claims. This skill ensures legal-grade accuracy through verbatim transcription and proper citation protocols. It helps researchers and legal teams organize evidence about Chief authority and title assertions.

Legal researchers need to systematically review and index historical records of Crown fiduciary breaches. This skill provides a clerk workflow to extract verbatim evidence from documents while maintaining legal-grade standards and neutrality.

Organizations processing historical legal documents need accurate, consistent analysis of evidence related to forced surrenders and duress. This clerk skill provides a structured workflow for identifying and indexing such evidence while maintaining strict factual standards.

Claude and other AI assistants waste tokens on verbose documentation. This skill teaches patterns to write dense, scannable docs that fit in context windows while preserving essential information.

Claude sometimes makes the same mistakes across conversations. This skill helps document errors as they happen so future sessions can check and avoid repeating them. The result is faster, more accurate assistance with fewer corrections needed.

Diagnosing Linux system issues requires expertise in CPU, memory, disk, and network metrics. GASP Diagnostics teaches Claude to fetch monitoring data and interpret it with context-aware analysis for devops and sysadmins.

Converting ebooks to separate chapter files takes time and requires specialized tools. This skill automatically extracts each chapter from an EPUB into its own markdown file with proper formatting and numbering.

Poor requirements lead to poor outputs. This skill checks user input for completeness, clarity, and standards alignment before work begins. It acts as the first gate in a quality pipeline.

This skill provides final validation that deliverables meet all quality standards. It evaluates across 6 dimensions and produces a quality score with actionable recommendations. Ensures nothing goes to users without meeting your standards.

Manual quality review takes hours and risks missing critical validation issues. This skill aggregates all validation results, calculates comprehensive quality metrics, and produces deployment-ready reports automatically.

Extract detailed text and visual data from PDF pages. This skill captures font metadata, text positions, and rendered images to enable accurate AI-driven HTML generation workflows.