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- ▌ Developer Guide 6 · tools-only bundleThis guide covers everything you need to know to develop with the Aden Agent Framework.
- ▌ Developer Guide 7 · tools-only bundleThis guide covers everything you need to know to develop with the Aden Agent Framework.
- ▌ Developer Guide 8 · tools-only bundleThis guide covers everything you need to know to develop with the Aden Agent Framework.
- ▌ Developer Guide 9 · tools-only bundleThis guide covers everything you need to know to develop with the Aden Agent Framework.
- ▌ Improve Doc 2 · tools-only bundleAnalyze an existing markdown document, classify sections by Diataxis type, identify issues, and interactively refine each section.
- ▌ View Composition · tools-only bundleKeep view bodies under 10 composed elements. Extract subviews when bodies grow large.
- ▌ Environment Variables · tools-only bundleElevenLabs provides premium text-to-speech and speech-to-text capabilities with high-quality voice generation, voice cloning, and emotional control.
- ▌ Draft Docs 2 · tools-only bundleGenerate Reference or How-To documentation drafts to docs/drafts/ for review before publishing.
- ▌ Conversation Components · tools-only bundleComponents for building chat-style interfaces with messages, attachments, and intelligent auto-scrolling.
- ▌ Prompt Input Components · tools-only bundleAdvanced text input components with file attachments, drag-and-drop, speech input, and comprehensive state management.
- ▌ Effective Copilot Prompts For Azure Troubleshooting · tools-only bundleThis guide provides proven prompting patterns for using GitHub Copilot to accelerate Azure troubleshooting. Each pattern includes context on when to use it, example prompts, and tips for best results.
- ▌ Clinvar Lookup Usage Guide · tools-only bundleQuery ClinVar for variant pathogenicity classifications, review status, and disease associations using REST API or local VCF files.
- ▌ Clip Motif Analysis Usage Guide · tools-only bundleFind enriched sequence motifs at CLIP-seq binding sites to characterize RBP binding preferences.
- ▌ Quality Filtering Usage Guide · tools-only bundleQuality filtering removes low-quality bases and reads that could cause downstream issues. Sliding window trimming preserves high-quality data while removing degraded 3' ends common in Illumina sequencing.
- ▌ Epitope Prediction Usage Guide · tools-only bundlePredict B-cell and T-cell epitopes from protein sequences using IEDB tools for vaccine design and antibody development.
- ▌ Edna Metabarcoding Usage Guide · tools-only bundleEnvironmental DNA (eDNA) metabarcoding identifies species from trace DNA shed into water, soil, or air.
- ▌ Hla Typing Usage Guide · tools-only bundleCall HLA alleles from NGS data (WGS, WES, or RNA-seq) for transplant matching, neoantigen prediction, and pharmacogenomic screening.
- ▌ Nanopore Methylation Calling Usage Guide · tools-only bundleThis guide covers detecting DNA methylation directly from Oxford Nanopore sequencing data.
- ▌ Amr Detection Usage Guide · tools-only bundleIdentify antimicrobial resistance genes in bacterial genomes and metagenomes using curated databases like NCBI AMRFinderPlus, ResFinder, and CARD.
- ▌ Amr Surveillance Usage Guide · tools-only bundleDetect and track antimicrobial resistance genes using AMRFinderPlus for surveillance and clinical interpretation.
- ▌ Checklists And Discovery Questions · tools-only bundleThings MCP documentation doesn't tell you - context-dependent questions, trade-offs, and validation points.
- ▌ Copilot Prompt Files Guidelines · tools-only bundleInstructions for creating effective and maintainable prompt files that guide GitHub Copilot in delivering consistent, high-quality outcomes across any repository.
- ▌ Step 7 Design Document Static Web Application · tools-only bundleThis document provides a comprehensive design overview of the static-webapp-test infrastructure deployed on Azure. It serves as the technical reference for operations, maintenance, and future enhancements.
- ▌ Azure Design Document Static Webapp Test · tools-only bundleThis document provides a comprehensive design overview of the static-webapp-test infrastructure deployed on Azure. It serves as the technical reference for operations, maintenance, and future enhancements.
- ▌ Objection Handling Guide · tools-only bundleThis guide provides evidence-based responses to common concerns about GitHub Copilot for IT Professionals. Each objection includes the underlying concern, a recommended response, and supporting evidence.
- ▌ Objection Handling Guide 2 · tools-only bundleThis guide provides evidence-based responses to common concerns about GitHub Copilot for IT Professionals. Each objection includes the underlying concern, a recommended response, and supporting evidence.
- ▌ Uat Test Assistant · tools-only bundleYou are a User Acceptance Testing specialist who guides users through creating and executing UAT tests for their Azure services.
- ▌ Bicep Code Agent · tools-only bundleUse as structural skeletons (replicate badges, TOC, navigation, attribution exactly).
- ▌ Bicep Code Agent 2 · tools-only bundleThese skills are your single source of truth. Do NOT use hardcoded values.
- ▌ Bicep Code Agent 4 · tools-only bundleThese skills are your single source of truth. Do NOT use hardcoded values.
- ▌ Scoring Rubrics · tools-only bundleDetailed rubrics for each of the 5 judging dimensions. Judges use these to assign consistent 1-5 scores.
- ▌ Effective Prompts For Documentation Generation · tools-only bundle❌ Vague: "Generate documentation" ✅ Specific: "Generate a Markdown architecture document with Mermaid diagrams, resource inventory table, and cost analysis section"
- ▌ Volcano Plot Customization Usage Guide · tools-only bundleVolcano plots display statistical significance (-log10 p-value) vs effect size (log2 fold change) for differential expression or association results, with customizable thresholds and gene labels.
- ▌ Diversity Analysis Usage Guide · tools-only bundleDiversity analysis characterizes microbial community structure through alpha (within-sample) and beta (between-sample) diversity metrics using phyloseq and vegan.
- ▌ Periodicity Detection Usage Guide · tools-only bundleDiscovers periodic signals of unknown period in time-series omics data. Uses Lomb-Scargle periodograms for irregularly sampled data, autocorrelation for fundamental period estimation, and wavelet time-frequency…
- ▌ Modern Structure Prediction · tools-only bundlePredict protein structures using state-of-the-art ML models including ESMFold, AlphaFold3, Chai-1, and Boltz-1.
- ▌ Etl Patterns Reference · tools-only bundledlt (data load tool) handles schema inference, pagination, and loading automatically.
- ▌ Respond To Pr Feedback 4 · tools-only bundlePost replies to bot review comments after you've evaluated the feedback and made fixes.
- ▌ Step 7 Operations Runbook Static Web Application · tools-only bundleDeployments are automatic via GitHub Actions when code is pushed to main branch.
- ▌ Operations Runbook Static Webapp Test · tools-only bundleDeployments are automatic via GitHub Actions when code is pushed to main branch.
- ▌ Documentation And Script Updates Summary · tools-only bundleThis document summarizes all the updates made to ensure users can easily use the Azure Pricing MCP Server.
- ▌ Tools Module · tools-only bundleProvides AI agent capabilities through a robust tool system with decorators and specialized implementations.
- ▌ UI Module Src Tunacode UI · tools-only bundlesrc/tunacode/ui/ - User interface layer for the TunaCode TUI application.
- ▌ Github Copilot Pilot Success Checklist · tools-only bundleDocument what worked, what didn't, and recommendations for rollout
- ▌ Github Copilot Pilot Success Checklist 2 · tools-only bundleDocument what worked, what didn't, and recommendations for rollout
- ▌ Github Copilot Pilot Success Checklist 3 · tools-only bundleDocument what worked, what didn't, and recommendations for rollout
- ▌ Clinvar Clinical Significance Interpretation Guide · tools-only bundleClinVar uses standardized terminology to describe the clinical significance of genetic variants.
- ▌ Context Optimization Reference · tools-only bundleThis document provides detailed technical reference for context optimization techniques and strategies.
- ▌ Implementation Manager 3 · tools-only bundleA skill for querying and managing feature implementation task files. Provides programmatic access to task status for orchestrators coordinating multi-step feature implementations.
- ▌ Toml Python Integration · tools-only bundleWork with TOML configuration files using the tomlkit library, which preserves comments and formatting during read-modify-write cycles.
- ▌ Key Capabilities · tools-only bundleHatchling is a modern, standards-compliant Python build backend that replaces legacy setuptools for package building.
- ▌ Claude Code Plugins System Complete Reference January 2026 · tools-only bundlePlugins extend Claude Code with skills, agents, hooks, MCP servers, and LSP servers. This reference provides complete technical specifications for creating and distributing plugins.
- ▌ MCP Server Development · tools-only bundleThe model must defer to python3-development for general Python project structure.
- ▌ Claude Code Swarm Orchestration · tools-only bundleMaster multi-agent orchestration using Claude Code's TeammateTool and Task system.
- ▌ Opinionated Python Development Skill · tools-only bundleOrchestration guide for Python development using specialized agents and modern Python 3.11-3.14 patterns.
- ▌ Opinionated Python Development Skill 2 · tools-only bundleOrchestration guide for Python development using specialized agents and modern Python 3.11-3.14 patterns.
- ▌ Commit Message Format · tools-only bundleThe scope is a module, component, or directory name - never a description of the change itself.
- ▌ Embedded Debug Tools 2 · tools-only bundleCommands for flashing, debugging, and inspecting nRF52 and STM32 targets.
- ▌ MCP Server Development 2 · tools-only bundleSPECIALIZATION: FastMCP 3.x framework (Python, decorator-based, provider/transform architecture) FALLBACK: Generic Python SDK, TypeScript SDK also covered
- ▌ Commit Message Format 2 · tools-only bundleThe scope is a module, component, or directory name - never a description of the change itself.
- ▌ Agent Skills Open Standard · tools-only bundleThe Agent Skills format is an open standard for extending AI agent capabilities with specialized knowledge and workflows. Originally developed by Anthropic, adopted by 25+ agent products.
- ▌ Opinionated Python Development Skill 3 · tools-only bundleOrchestration guide for Python development using specialized agents and modern Python 3.11-3.14 patterns.
- ▌ Agent Skills Open Standard 2 · tools-only bundleThe Agent Skills format is an open standard for extending AI agent capabilities with specialized knowledge and workflows. Originally developed by Anthropic, adopted by 25+ agent products.
- ▌ Conventional Commits 3 · tools-only bundleCompose commit messages following the Conventional Commits v1.0.0 specification for structured commit history, automated changelog generation, and semantic versioning.
- ▌ Opinionated Python Development Skill 4 · tools-only bundleOrchestration guide for Python development using specialized agents and modern Python 3.11-3.14 patterns.
- ▌ Custom Instructions File Guidelines · tools-only bundleInstructions for creating effective and maintainable custom instruction files that guide GitHub Copilot in generating domain-specific code and following project conventions.
- ▌ Gitlab Skill · tools-only bundleGitLab CI/CD pipeline configuration, GitLab Flavored Markdown documentation, gitlab-ci-local testing expertise. Covers .gitlab-ci.yml syntax, GLFM rendering rules, local pipeline execution, GitLab CI Steps composition.
- ▌ Gitlab Skill 2 · tools-only bundleGitLab CI/CD pipeline configuration, GitLab Flavored Markdown documentation, gitlab-ci-local testing expertise. Covers .gitlab-ci.yml syntax, GLFM rendering rules, local pipeline execution, GitLab CI Steps composition.
- ▌ Airflow Adapter Pattern · tools-only bundleEnables compatibility with both Airflow 2.x (/api/v1) and 3.x (/api/v2).
- ▌ Gitlab Skill 3 · tools-only bundleGitLab CI/CD pipeline configuration, GitLab Flavored Markdown documentation, gitlab-ci-local testing expertise. Covers .gitlab-ci.yml syntax, GLFM rendering rules, local pipeline execution, GitLab CI Steps composition.
- ▌ Refactoring Workflow · tools-only bundleRefactoring LLM resources and prompts is the intentional restructuring of prompt content, tool definitions, and supporting context (e.g., skills, instructions, examples, guardrails) to improve composability, clarity…
- ▌ Gitlab Skill 4 · tools-only bundleGitLab CI/CD pipeline configuration, GitLab Flavored Markdown documentation, gitlab-ci-local testing expertise. Covers .gitlab-ci.yml syntax, GLFM rendering rules, local pipeline execution, GitLab CI Steps composition.
- ▌ Tomcat Web XML Dasel Query Patterns · tools-only bundleLoad this skill when querying a web.xml deployment descriptor — enumerating servlets, inspecting filter chains, listing listeners, extracting context parameters, or finding servlets by init-param value.
- ▌ Home Assistant With Zigbee2mqtt Docker Setup · tools-only bundleDeploy Home Assistant and Zigbee2MQTT in Docker containers for Zigbee device integration and testing.
- ▌ Configuring Local Deep Research With Environment Variables · tools-only bundleNote the double underscore (__) between the section and setting name.
- ▌ Configuring Local Deep Research With Environment Variables 2 · tools-only bundleNote the double underscore (__) between the section and setting name.
- ▌ Configuring Local Deep Research With Environment Variables 3 · tools-only bundleNote the double underscore (__) between the section and setting name.
- ▌ Configuring Local Deep Research With Environment Variables 4 · tools-only bundleNote the double underscore (__) between the section and setting name.
- ▌ Azure Cost Estimate Documentation Standards 2 · tools-only bundleAgents MUST start from the appropriate template and fill it in. Do not re-embed long templates in agent bodies.
- ▌ Azure Cost Estimate Documentation Standards 4 · tools-only bundleAgents MUST start from the appropriate template and fill it in. Do not re-embed long templates in agent bodies.
- ▌ Transaction And Account Errors · tools-only bundleCommon errors when sending transactions and managing accounts on Algorand.
- ▌ Github Actions CI CD Best Practices · tools-only bundleAs GitHub Copilot, you are an expert in designing and optimizing CI/CD pipelines using GitHub Actions.
- ▌ Step 2 Architecture Assessment Static Webapp Test · tools-only bundleA lightweight static web application with Azure SQL backend for internal workflow validation. Architecture optimized for cost while maintaining acceptable reliability for non-critical workloads.
- ▌ Step 2 Architecture Assessment Static Web Application · tools-only bundleA lightweight static web application with Azure SQL backend for internal workflow validation. Architecture optimized for cost while maintaining acceptable reliability for non-critical workloads.
- ▌ Audit Agent Lifecycle 2 · tools-only bundleValidates that agents can actually accomplish what they claim to do by examining the alignment between agent descriptions, prompt instructions, tool access, skill dependencies, and delegation patterns.
- ▌ Sam Stage 4 Task Decomposition · tools-only bundleYou are the task decomposition agent for the SAM pipeline. You break a contextualized plan into atomic tasks that can each be executed by a fresh, stateless agent with zero prior context.
- ▌ Install Script · tools-only bundleInstall or update the dasel v3 binary from GitHub Releases into user-space (~/.local/bin on Linux/WSL2/macOS, %LOCALAPPDATA%\Programs\dasel on Windows).
- ▌ Azure Cost Estimate Documentation Standards · tools-only bundleAgents MUST start from the appropriate template and fill it in. Do not re-embed long templates in agent bodies.
- ▌ Azure Cost Estimate Documentation Standards 3 · tools-only bundleAgents MUST start from the appropriate template and fill it in. Do not re-embed long templates in agent bodies.
- ▌ Azure Cost Estimate Documentation Standards 5 · tools-only bundleAgents MUST start from the appropriate template and fill it in. Do not re-embed long templates in agent bodies.
- ▌ CI CD And Infrastructure Documentation · tools-only bundleThis document describes the continuous integration, security scanning, and development infrastructure used by the Local Deep Research project.
- ▌ CI CD And Infrastructure Documentation 2 · tools-only bundleThis document describes the continuous integration, security scanning, and development infrastructure used by the Local Deep Research project.
- ▌ CI CD And Infrastructure Documentation 3 · tools-only bundleThis document describes the continuous integration, security scanning, and development infrastructure used by the Local Deep Research project.
- ▌ CI CD And Infrastructure Documentation 4 · tools-only bundleThis document describes the continuous integration, security scanning, and development infrastructure used by the Local Deep Research project.
- ▌ CI CD And Infrastructure Documentation 5 · tools-only bundleThis document describes the continuous integration, security scanning, and development infrastructure used by the Local Deep Research project.
- ▌ Docker Compose Guide · tools-only bundleThis guide covers Docker Compose setup for Local Deep Research. For the quickest start, see the Quick Start section below.
- ▌ Docker Compose Guide 2 · tools-only bundleThis guide covers Docker Compose setup for Local Deep Research. For the quickest start, see the Quick Start section below.
- ▌ Azure Service Lifecycle Validation · tools-only bundleAzure Verified Modules are maintained by Microsoft and automatically exclude deprecated SKUs.
- ▌ Frontend Build System Guide · tools-only bundleLocal Deep Research uses a modern frontend build system with npm for package management and Vite for bundling.
- ▌ Frontend Build System Guide 2 · tools-only bundleLocal Deep Research uses a modern frontend build system with npm for package management and Vite for bundling.