fix: resolve SKILL.md validation errors

skills/3d-web-experience/SKILL.md

@@ -2,6 +2,7 @@
 name: 3d-web-experience
 description: "Expert in building 3D experiences for the web - Three.js, React Three Fiber, Spline, WebGL, and interactive 3D scenes. Covers product configurators, 3D portfolios, immersive websites, and bringing ..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # 3D Web Experience
@@ -252,3 +253,6 @@ Optimize model size.
 ## Related Skills
 
 Works well with: `scroll-experience`, `interactive-portfolio`, `frontend`, `landing-page-design`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/ab-test-setup/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: ab-test-setup
 description: "Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness."
+risk: unknown
+source: community
 ---
 
 # A/B Test Setup
@@ -230,3 +232,6 @@ It is about **learning the truth with confidence**.
 
 If you feel tempted to rush, simplify, or “just try it” —
 that is the signal to **slow down and re-check the design**.
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/accessibility-compliance-accessibility-audit/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: accessibility-compliance-accessibility-audit
 description: "You are an accessibility expert specializing in WCAG compliance, inclusive design, and assistive technology compatibility. Conduct audits, identify barriers, and provide remediation guidance."
+risk: unknown
+source: community
 ---
 
 # Accessibility Audit and Testing

skills/active-directory-attacks/SKILL.md

@@ -1,9 +1,11 @@
 ---
 name: active-directory-attacks
-description: "This skill should be used when the user asks to \"attack Active Directory\", \"exploit AD\", \"Kerberoasting\", \"DCSync\", \"pass-the-hash\", \"BloodHound enumeration\", \"Golden Ticket\", \"Silver Ticket\", \"AS-..."
+description: "This skill should be used when the user asks to \"attack Active Directory\", \"exploit AD\", \"Kerberoasting\", \"DCSync\", \"pass-the-hash\", \"BloodHound enumeration\", \"Golden Ticket\", ..."
 metadata:
   author: zebbern
   version: "1.1"
+risk: unknown
+source: community
 ---
 
 # Active Directory Attacks
@@ -381,3 +383,6 @@ python3 printerbug.py domain.local/user:pass@target 10.10.10.12
 ## Additional Resources
 
 For advanced techniques including delegation attacks, GPO abuse, RODC attacks, SCCM/WSUS deployment, ADCS exploitation, trust relationships, and Linux AD integration, see [references/advanced-attacks.md](references/advanced-attacks.md).
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/activecampaign-automation/SKILL.md

@@ -3,6 +3,8 @@ name: activecampaign-automation
 description: "Automate ActiveCampaign tasks via Rube MCP (Composio): manage contacts, tags, list subscriptions, automation enrollment, and tasks. Always search tools first for current schemas."
 requires:
   mcp: [rube]
+risk: unknown
+source: community
 ---
 
 # ActiveCampaign Automation via Rube MCP
@@ -207,3 +209,6 @@ Automate ActiveCampaign CRM and marketing automation operations through Composio
 | Subscribe/unsubscribe | ACTIVE_CAMPAIGN_MANAGE_LIST_SUBSCRIPTION | action, list_id, email |
 | Add to automation | ACTIVE_CAMPAIGN_ADD_CONTACT_TO_AUTOMATION | contact_email, automation_id |
 | Create task | ACTIVE_CAMPAIGN_CREATE_CONTACT_TASK | relid, duedate, dealTasktype, title |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/address-github-comments/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: address-github-comments
 description: "Use when you need to address review or issue comments on an open GitHub Pull Request using the gh CLI."
+risk: unknown
+source: community
 ---
 
 # Address GitHub Comments
@@ -53,3 +55,6 @@ gh pr comment <PR_NUMBER> --body "Addressed in latest commit."
 
 - **Applying fixes without understanding context**: Always read the surrounding code of a comment.
 - **Not verifying auth**: Check `gh auth status` before starting.
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/agent-evaluation/SKILL.md

@@ -1,7 +1,8 @@
 ---
 name: agent-evaluation
-description: "Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring\u2014where even top agents achieve less than 50% on real-world ben..."
+description: "Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring\u2014where even top agents achieve less than 50% on re..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # Agent Evaluation
@@ -62,3 +63,6 @@ Actively try to break agent behavior
 ## Related Skills
 
 Works well with: `multi-agent-orchestration`, `agent-communication`, `autonomous-agents`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/agent-framework-azure-ai-py/SKILL.md

@@ -2,6 +2,8 @@
 name: agent-framework-azure-ai-py
 description: "Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgentsProvider, using hosted tools (code int..."
 package: agent-framework-azure-ai
+risk: unknown
+source: community
 ---
 
 # Agent Framework Azure Hosted Agents
@@ -331,3 +333,6 @@ if __name__ == "__main__":
 - references/mcp.md: MCP integration (hosted + local)
 - references/threads.md: Thread and conversation management
 - references/advanced.md: OpenAPI, citations, structured outputs
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/agent-manager-skill/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: agent-manager-skill
 description: "Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling."
+risk: unknown
+source: community
 ---
 
 # Agent Manager Skill

skills/agent-memory-mcp/SKILL.md

@@ -2,6 +2,8 @@
 name: agent-memory-mcp
 author: Amit Rathiesh
 description: "A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions)."
+risk: unknown
+source: community
 ---
 
 # Agent Memory Skill
@@ -80,3 +82,6 @@ npm run start-dashboard <absolute_path_to_target_workspace>
 ```
 
 Access at: `http://localhost:3333`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/agent-memory-systems/SKILL.md

@@ -2,6 +2,7 @@
 name: agent-memory-systems
 description: "Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector s..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # Agent Memory Systems
@@ -65,3 +66,6 @@ Breaking documents into retrievable chunks
 ## Related Skills
 
 Works well with: `autonomous-agents`, `multi-agent-orchestration`, `llm-architect`, `agent-tool-builder`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/agent-orchestration-improve-agent/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: agent-orchestration-improve-agent
 description: "Systematic improvement of existing agents through performance analysis, prompt engineering, and continuous iteration."
+risk: unknown
+source: community
 ---
 
 # Agent Performance Optimization Workflow

skills/agent-orchestration-multi-agent-optimize/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: agent-orchestration-multi-agent-optimize
 description: "Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability."
+risk: unknown
+source: community
 ---
 
 # Multi-Agent Optimization Toolkit

skills/agent-tool-builder/SKILL.md

@@ -2,6 +2,7 @@
 name: agent-tool-builder
 description: "Tools are how AI agents interact with the world. A well-designed tool is the difference between an agent that works and one that hallucinates, fails silently, or costs 10x more tokens than necessar..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # Agent Tool Builder
@@ -51,3 +52,6 @@ Returning errors that help the LLM recover
 ## Related Skills
 
 Works well with: `multi-agent-orchestration`, `api-designer`, `llm-architect`, `backend`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/agents-v2-py/SKILL.md

@@ -6,6 +6,8 @@ description: "|"
   Triggers: "ImageBasedHostedAgentDefinition", "hosted agent", "container agent", "Foundry Agent",
   "create_version", "ProtocolVersionRecord", "AgentProtocol.RESPONSES", "custom agent image".
 package: azure-ai-projects
+risk: unknown
+source: community
 ---
 
 # Azure AI Hosted Agents (Python)
@@ -323,3 +325,6 @@ async def create_hosted_agent_async():
 - [Azure AI Projects SDK](https://pypi.org/project/azure-ai-projects/)
 - [Hosted Agents Documentation](https://learn.microsoft.com/azure/ai-services/agents/how-to/hosted-agents)
 - [Azure Container Registry](https://learn.microsoft.com/azure/container-registry/)
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/ai-agents-architect/SKILL.md

@@ -2,6 +2,7 @@
 name: ai-agents-architect
 description: "Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration. Use when: build agent, AI agent, autonomous agent, tool ..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # AI Agents Architect
@@ -88,3 +89,6 @@ Dynamic tool discovery and management
 ## Related Skills
 
 Works well with: `rag-engineer`, `prompt-engineer`, `backend`, `mcp-builder`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/ai-engineer/SKILL.md

@@ -6,6 +6,8 @@ description: "Build production-ready LLM applications, advanced RAG systems, and
   features, chatbots, AI agents, or AI-powered applications.
 metadata:
   model: inherit
+risk: unknown
+source: community
 ---
 You are an AI engineer specializing in production-grade LLM applications, generative AI systems, and intelligent agent architectures.
 

skills/ai-product/SKILL.md

@@ -2,6 +2,7 @@
 name: ai-product
 description: "Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production.  This skill covers LLM integration patterns, RAG architecture, prompt ..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # AI Product Development
@@ -52,3 +53,6 @@ Version prompts in code and test with regression suite
 | App breaks when LLM API fails | high | # Defense in depth: |
 | Not validating facts from LLM responses | critical | # For factual claims: |
 | Making LLM calls in synchronous request handlers | high | # Async patterns: |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/ai-wrapper-product/SKILL.md

@@ -2,6 +2,7 @@
 name: ai-wrapper-product
 description: "Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - products that solve specific problems with AI. Cov..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # AI Wrapper Product
@@ -271,3 +272,6 @@ Post-process for consistency.
 ## Related Skills
 
 Works well with: `llm-architect`, `micro-saas-launcher`, `frontend`, `backend`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/airflow-dag-patterns/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: airflow-dag-patterns
 description: "Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs."
+risk: unknown
+source: community
 ---
 
 # Apache Airflow DAG Patterns

skills/airtable-automation/SKILL.md

@@ -3,6 +3,8 @@ name: airtable-automation
 description: "Automate Airtable tasks via Rube MCP (Composio): records, bases, tables, fields, views. Always search tools first for current schemas."
 requires:
   mcp: [rube]
+risk: unknown
+source: community
 ---
 
 # Airtable Automation via Rube MCP
@@ -168,3 +170,6 @@ Automate Airtable operations through Composio's Airtable toolkit via Rube MCP.
 | Update field | AIRTABLE_UPDATE_FIELD | baseId, tableIdOrName, fieldId |
 | Update table | AIRTABLE_UPDATE_TABLE | baseId, tableIdOrName, name |
 | List comments | AIRTABLE_LIST_COMMENTS | baseId, tableIdOrName, recordId |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/algolia-search/SKILL.md

@@ -2,6 +2,7 @@
 name: algolia-search
 description: "Expert patterns for Algolia search implementation, indexing strategies, React InstantSearch, and relevance tuning Use when: adding search to, algolia, instantsearch, search api, search functionality."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # Algolia Search Integration
@@ -64,3 +65,6 @@ Best practices:
 | Issue | medium | See docs |
 | Issue | medium | See docs |
 | Issue | medium | See docs |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/algorithmic-art/SKILL.md

@@ -2,6 +2,8 @@
 name: algorithmic-art
 description: "Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields,..."
 license: Complete terms in LICENSE.txt
+risk: unknown
+source: community
 ---
 
 Algorithmic philosophies are computational aesthetic movements that are then expressed through code. Output .md files (philosophy), .html files (interactive viewer), and .js files (generative algorithms).
@@ -403,3 +405,6 @@ This skill includes helpful templates and documentation:
 - The **algorithm is where to create** something unique
 - Don't copy the flow field example - build what the philosophy demands
 - But DO keep the exact UI structure and Anthropic branding from the template
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/amplitude-automation/SKILL.md

@@ -3,6 +3,8 @@ name: amplitude-automation
 description: "Automate Amplitude tasks via Rube MCP (Composio): events, user activity, cohorts, user identification. Always search tools first for current schemas."
 requires:
   mcp: [rube]
+risk: unknown
+source: community
 ---
 
 # Amplitude Automation via Rube MCP
@@ -214,3 +216,6 @@ For cohort membership updates:
 | Update cohort members | AMPLITUDE_UPDATE_COHORT_MEMBERSHIP | cohort_id, memberships |
 | Check cohort status | AMPLITUDE_CHECK_COHORT_STATUS | request_id |
 | List event categories | AMPLITUDE_GET_EVENT_CATEGORIES | (none) |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/analytics-tracking/SKILL.md

@@ -6,6 +6,8 @@ description: ">"
   analytics tracking (GA4, GTM, product analytics, events, conversions, UTMs).
   This skill focuses on measurement strategy, signal quality, and validation—
   not just firing events.
+risk: unknown
+source: community
 ---
 
 # Analytics Tracking & Measurement Strategy
@@ -402,3 +404,6 @@ Analytics that violate trust undermine optimization.
 * **programmatic-seo** – Scale requires reliable signals
 
 ---
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/angular-best-practices/SKILL.md

@@ -557,3 +557,6 @@ export class Component implements OnInit, OnDestroy {
 - [Zoneless Angular](https://angular.dev/guide/experimental/zoneless)
 - [Angular SSR Guide](https://angular.dev/guide/ssr)
 - [Change Detection Deep Dive](https://angular.dev/guide/change-detection)
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/angular-migration/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: angular-migration
 description: "Migrate from AngularJS to Angular using hybrid mode, incremental component rewriting, and dependency injection updates. Use when upgrading AngularJS applications, planning framework migrations, or ..."
+risk: unknown
+source: community
 ---
 
 # Angular Migration

skills/angular-ui-patterns/SKILL.md

@@ -506,3 +506,6 @@ Before completing any UI component:
 - **angular-state-management**: Use Signal stores for state
 - **angular**: Apply modern patterns (Signals, @defer)
 - **testing-patterns**: Test all UI states
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/anti-reversing-techniques/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: anti-reversing-techniques
 description: "Understand anti-reversing, obfuscation, and protection techniques encountered during software analysis. Use when analyzing protected binaries, bypassing anti-debugging for authorized analysis, or u..."
+risk: unknown
+source: community
 ---
 
 > **AUTHORIZED USE ONLY**: This skill contains dual-use security techniques. Before proceeding with any bypass or analysis:

skills/api-design-principles/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: api-design-principles
 description: "Master REST and GraphQL API design principles to build intuitive, scalable, and maintainable APIs that delight developers. Use when designing new APIs, reviewing API specifications, or establishing..."
+risk: unknown
+source: community
 ---
 
 # API Design Principles

skills/api-documentation-generator/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: api-documentation-generator
 description: "Generate comprehensive, developer-friendly API documentation from code, including endpoints, parameters, examples, and best practices"
+risk: unknown
+source: community
 ---
 
 # API Documentation Generator

skills/api-documenter/SKILL.md

@@ -6,6 +6,8 @@ description: "Master API documentation with OpenAPI 3.1, AI-powered tools, and"
   documentation or developer portal creation.
 metadata:
   model: sonnet
+risk: unknown
+source: community
 ---
 You are an expert API documentation specialist mastering modern developer experience through comprehensive, interactive, and AI-enhanced documentation.
 

skills/api-fuzzing-bug-bounty/SKILL.md

@@ -1,9 +1,11 @@
 ---
 name: api-fuzzing-bug-bounty
-description: "This skill should be used when the user asks to \"test API security\", \"fuzz APIs\", \"find IDOR vulnerabilities\", \"test REST API\", \"test GraphQL\", \"API penetration testing\", \"bug bounty API testing\", ..."
+description: "This skill should be used when the user asks to \"test API security\", \"fuzz APIs\", \"find IDOR vulnerabilities\", \"test REST API\", \"test GraphQL\", \"API penetration testing\", \"bug b..."
 metadata:
   author: zebbern
   version: "1.1"
+risk: unknown
+source: community
 ---
 
 # API Fuzzing for Bug Bounty
@@ -431,3 +433,6 @@ curl -X POST https://target.com/graphql \
 | GraphQL introspection disabled | Use clairvoyance for schema reconstruction |
 | Rate limited | Use IP rotation or batch requests |
 | Can't find endpoints | Check Swagger, archive.org, JS files |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/api-patterns/SKILL.md

@@ -2,6 +2,8 @@
 name: api-patterns
 description: "API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination."
 allowed-tools: Read, Write, Edit, Glob, Grep
+risk: unknown
+source: community
 ---
 
 # API Patterns
@@ -79,3 +81,6 @@ Before designing an API:
 |--------|---------|---------|
 | `scripts/api_validator.py` | API endpoint validation | `python scripts/api_validator.py <project_path>` |
 
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/api-security-best-practices/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: api-security-best-practices
 description: "Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities"
+risk: unknown
+source: community
 ---
 
 # API Security Best Practices

skills/api-testing-observability-api-mock/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: api-testing-observability-api-mock
 description: "You are an API mocking expert specializing in realistic mock services for development, testing, and demos. Design mocks that simulate real API behavior and enable parallel development."
+risk: unknown
+source: community
 ---
 
 # API Mocking Framework

skills/app-builder/SKILL.md

@@ -2,6 +2,8 @@
 name: app-builder
 description: "Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents."
 allowed-tools: Read, Write, Edit, Glob, Grep, Bash, Agent
+risk: unknown
+source: community
 ---
 
 # App Builder - Application Building Orchestrator
@@ -73,3 +75,6 @@ App Builder Process:
 5. Report progress
 6. Start preview
 ```
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/app-builder/templates/SKILL.md

@@ -2,6 +2,8 @@
 name: templates
 description: "Project scaffolding templates for new applications. Use when creating new projects from scratch. Contains 12 templates for various tech stacks."
 allowed-tools: Read, Glob, Grep
+risk: unknown
+source: community
 ---
 
 # Project Templates
@@ -37,3 +39,6 @@ allowed-tools: Read, Glob, Grep
 2. Match to appropriate template
 3. Read ONLY that template's TEMPLATE.md
 4. Follow its tech stack and structure
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/app-store-optimization/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: app-store-optimization
 description: "Complete App Store Optimization (ASO) toolkit for researching, optimizing, and tracking mobile app performance on Apple App Store and Google Play Store"
+risk: unknown
+source: community
 ---
 
 # App Store Optimization (ASO) Skill
@@ -401,3 +403,6 @@ This skill is based on current Apple App Store and Google Play Store requirement
 - Google Play Console updates (play.google.com/console/about/guides/releasewithconfidence)
 - iOS/Android version adoption rates (affects device testing)
 - Store algorithm changes (follow ASO blogs and communities)
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/application-performance-performance-optimization/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: application-performance-performance-optimization
 description: "Optimize end-to-end application performance with profiling, observability, and backend/frontend tuning. Use when coordinating performance optimization across the stack."
+risk: unknown
+source: community
 ---
 
 Optimize application performance end-to-end using specialized performance and optimization agents:

skills/architect-review/SKILL.md

@@ -6,6 +6,8 @@ description: "Master software architect specializing in modern architecture"
   scalability, and maintainability. Use PROACTIVELY for architectural decisions.
 metadata:
   model: opus
+risk: unknown
+source: community
 ---
 You are a master software architect specializing in modern software architecture patterns, clean architecture principles, and distributed systems design.
 

skills/architecture-decision-records/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: architecture-decision-records
 description: "Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past architect..."
+risk: unknown
+source: community
 ---
 
 # Architecture Decision Records

skills/architecture-patterns/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: architecture-patterns
 description: "Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing ..."
+risk: unknown
+source: community
 ---
 
 # Architecture Patterns

skills/architecture/SKILL.md

@@ -2,6 +2,8 @@
 name: architecture
 description: "Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design."
 allowed-tools: Read, Glob, Grep
+risk: unknown
+source: community
 ---
 
 # Architecture Decision Framework
@@ -53,3 +55,6 @@ Before finalizing architecture:
 - [ ] Simpler alternatives considered
 - [ ] ADRs written for significant decisions
 - [ ] Team expertise matches chosen patterns
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/arm-cortex-expert/SKILL.md

@@ -8,6 +8,8 @@ description: ">"
   interrupt-driven I/O, and peripheral drivers.
 metadata:
   model: inherit
+risk: unknown
+source: community
 ---
 
 # @arm-cortex-expert

skills/asana-automation/SKILL.md

@@ -3,6 +3,8 @@ name: asana-automation
 description: "Automate Asana tasks via Rube MCP (Composio): tasks, projects, sections, teams, workspaces. Always search tools first for current schemas."
 requires:
   mcp: [rube]
+risk: unknown
+source: community
 ---
 
 # Asana Automation via Rube MCP
@@ -169,3 +171,6 @@ Automate Asana operations through Composio's Asana toolkit via Rube MCP.
 | Workspace users | ASANA_GET_USERS_FOR_WORKSPACE | workspace_gid |
 | Current user | ASANA_GET_CURRENT_USER | (none) |
 | Parallel requests | ASANA_SUBMIT_PARALLEL_REQUESTS | actions |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/async-python-patterns/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: async-python-patterns
 description: "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-..."
+risk: unknown
+source: community
 ---
 
 # Async Python Patterns

skills/attack-tree-construction/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: attack-tree-construction
 description: "Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders."
+risk: unknown
+source: community
 ---
 
 # Attack Tree Construction

skills/audio-transcriber/SKILL.md

@@ -9,6 +9,7 @@ platforms: [github-copilot-cli, claude-code, codex]
 category: content
 tags: [audio, transcription, whisper, meeting-minutes, speech-to-text]
 risk: safe
+source: community
 ---
 
 ## Purpose

skills/auth-implementation-patterns/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: auth-implementation-patterns
 description: "Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing A..."
+risk: unknown
+source: community
 ---
 
 # Authentication & Authorization Implementation Patterns

skills/autonomous-agent-patterns/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: autonomous-agent-patterns
 description: "Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use when building AI agents, designing tool ..."
+risk: unknown
+source: community
 ---
 
 # 🕹️ Autonomous Agent Patterns

skills/autonomous-agents/SKILL.md

@@ -2,6 +2,7 @@
 name: autonomous-agents
 description: "Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it'..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # Autonomous Agents
@@ -66,3 +67,6 @@ Self-evaluation and iterative improvement
 ## Related Skills
 
 Works well with: `agent-tool-builder`, `agent-memory-systems`, `multi-agent-orchestration`, `agent-evaluation`
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/avalonia-layout-zafiro/SKILL.md

@@ -2,6 +2,8 @@
 name: avalonia-layout-zafiro
 description: "Guidelines for modern Avalonia UI layout using Zafiro.Avalonia, emphasizing shared styles, generic components, and avoiding XAML redundancy."
 allowed-tools: Read, Write, Edit, Glob, Grep
+risk: unknown
+source: community
 ---
 
 # Avalonia Layout with Zafiro.Avalonia
@@ -57,3 +59,6 @@ For a real-world example, refer to the **Angor** project:
 - Use `DynamicResource` for colors and brushes.
 - Extract repeated layouts into generic components.
 - Leverage `Zafiro.Avalonia` specific panels like `EdgePanel` for common UI patterns.
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/avalonia-viewmodels-zafiro/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: avalonia-viewmodels-zafiro
 description: "Optimal ViewModel and Wizard creation patterns for Avalonia using Zafiro and ReactiveUI."
+risk: unknown
+source: community
 ---
 
 # Avalonia ViewModels with Zafiro
@@ -27,3 +29,6 @@ This skill provides a set of best practices and patterns for creating ViewModels
 For real-world implementations, refer to the **Angor** project:
 - `CreateProjectFlowV2.cs`: Excellent example of complex Wizard building.
 - `HomeViewModel.cs`: Simple section ViewModel using functional-reactive commands.
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/avalonia-zafiro-development/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: avalonia-zafiro-development
 description: "Mandatory skills, conventions, and behavioral rules for Avalonia UI development using the Zafiro toolkit."
+risk: unknown
+source: community
 ---
 
 # Avalonia Zafiro Development
@@ -27,3 +29,6 @@ This skill defines the mandatory conventions and behavioral rules for developing
 1.  **Search First**: Search the codebase for similar implementations or existing Zafiro helpers.
 2.  **Reusable Extensions**: If a helper is missing, propose a new reusable extension method instead of inlining complex logic.
 3.  **Reactive Pipelines**: Ensure DynamicData operators are used instead of plain Rx where applicable.
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/aws-penetration-testing/SKILL.md

@@ -1,9 +1,11 @@
 ---
 name: aws-penetration-testing
-description: "This skill should be used when the user asks to \"pentest AWS\", \"test AWS security\", \"enumerate IAM\", \"exploit cloud infrastructure\", \"AWS privilege escalation\", \"S3 bucket testing\", \"metadata SSRF\"..."
+description: "This skill should be used when the user asks to \"pentest AWS\", \"test AWS security\", \"enumerate IAM\", \"exploit cloud infrastructure\", \"AWS privilege escalation\", \"S3 bucket testing..."
 metadata:
   author: zebbern
   version: "1.1"
+risk: unknown
+source: community
 ---
 
 # AWS Penetration Testing
@@ -403,3 +405,6 @@ aws sts get-caller-identity
 ## Additional Resources
 
 For advanced techniques including Lambda/API Gateway exploitation, Secrets Manager & KMS, Container security (ECS/EKS/ECR), RDS/DynamoDB exploitation, VPC lateral movement, and security checklists, see [references/advanced-aws-pentesting.md](references/advanced-aws-pentesting.md).
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/aws-serverless/SKILL.md

@@ -2,6 +2,7 @@
 name: aws-serverless
 description: "Specialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven patterns, SAM/CDK deployment, and cold start opt..."
 source: vibeship-spawner-skills (Apache 2.0)
+risk: unknown
 ---
 
 # AWS Serverless
@@ -321,3 +322,6 @@ Blocking DNS lookups or connections worsen cold starts.
 | Issue | medium | ## Tell Lambda not to wait for event loop |
 | Issue | medium | ## For large file uploads |
 | Issue | high | ## Use different buckets/prefixes |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azd-deployment/SKILL.md

@@ -1,6 +1,8 @@
 ---
 name: azd-deployment
 description: "Deploy containerized applications to Azure Container Apps using Azure Developer CLI (azd). Use when setting up azd projects, writing azure.yaml configuration, creating Bicep infrastructure for Cont..."
+risk: unknown
+source: community
 ---
 
 # Azure Developer CLI (azd) Container Apps Deployment
@@ -294,3 +296,6 @@ az containerapp logs show -n <app> -g <rg> --follow  # Stream logs
 3. **Use `azd env set` for secrets** - Not main.parameters.json defaults
 4. **Service tags (`azd-service-name`)** - Required for azd to find Container Apps
 5. **`|| true` in hooks** - Prevent RBAC "already exists" errors from failing deploy
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-agents-persistent-dotnet/SKILL.md

@@ -3,6 +3,8 @@ name: azure-ai-agents-persistent-dotnet
 description: "|"
   Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools. Use for agent CRUD, conversation threads, streaming responses, function calling, file search, and code interpreter. Triggers: "PersistentAgentsClient", "persistent agents", "agent threads", "agent runs", "streaming agents", "function calling agents .NET".
 package: Azure.AI.Agents.Persistent
+risk: unknown
+source: community
 ---
 
 # Azure.AI.Agents.Persistent (.NET)
@@ -347,3 +349,6 @@ catch (RequestFailedException ex)
 | API Reference | https://learn.microsoft.com/dotnet/api/azure.ai.agents.persistent |
 | GitHub Source | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/ai/Azure.AI.Agents.Persistent |
 | Samples | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/ai/Azure.AI.Agents.Persistent/samples |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-agents-persistent-java/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.
   Triggers: "PersistentAgentsClient", "persistent agents java", "agent threads java", "agent runs java", "streaming agents java".
 package: com.azure:azure-ai-agents-persistent
+risk: unknown
+source: community
 ---
 
 # Azure AI Agents Persistent SDK for Java
@@ -135,3 +137,6 @@ try {
 |----------|-----|
 | Maven Package | https://central.sonatype.com/artifact/com.azure/azure-ai-agents-persistent |
 | GitHub Source | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-agents-persistent |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-anomalydetector-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-anomalydetector-java
 description: "Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java. Use when implementing univariate/multivariate anomaly detection, time-series analysis, or AI-powered monitoring."
 package: com.azure:azure-ai-anomalydetector
+risk: unknown
+source: community
 ---
 
 # Azure AI Anomaly Detector SDK for Java
@@ -254,3 +256,6 @@ AZURE_ANOMALY_DETECTOR_API_KEY=<your-api-key>
 - "streaming anomaly detection"
 - "change point detection"
 - "Azure AI Anomaly Detector"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-contentsafety-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-contentsafety-java
 description: "Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm detection for hate, violence, sexual conten..."
 package: com.azure:azure-ai-contentsafety
+risk: unknown
+source: community
 ---
 
 # Azure AI Content Safety SDK for Java
@@ -280,3 +282,6 @@ CONTENT_SAFETY_KEY=<your-api-key>
 - "blocklist management"
 - "hate speech detection"
 - "harmful content filter"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-contentsafety-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Content Safety SDK for Python. Use for detecting harmful content in text and images with multi-severity classification.
   Triggers: "azure-ai-contentsafety", "ContentSafetyClient", "content moderation", "harmful content", "text analysis", "image analysis".
 package: azure-ai-contentsafety
+risk: unknown
+source: community
 ---
 
 # Azure AI Content Safety SDK for Python
@@ -212,3 +214,6 @@ request = AnalyzeTextOptions(
 5. **Log analysis results** for audit and improvement
 6. **Consider 8-severity mode** for finer-grained control
 7. **Pre-moderate AI outputs** before showing to users
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-contentsafety-ts/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-contentsafety-ts
 description: "Analyze text and images for harmful content using Azure AI Content Safety (@azure-rest/ai-content-safety). Use when moderating user-generated content, detecting hate speech, violence, sexual conten..."
 package: "@azure-rest/ai-content-safety"
+risk: unknown
+source: community
 ---
 
 # Azure AI Content Safety REST SDK for TypeScript
@@ -298,3 +300,6 @@ import ContentSafetyClient, {
 3. **Use blocklists for domain-specific terms** - Supplement AI detection with custom rules
 4. **Log moderation decisions** - Keep audit trail for compliance
 5. **Handle edge cases** - Empty text, very long text, unsupported image formats
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-contentunderstanding-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Content Understanding SDK for Python. Use for multimodal content extraction from documents, images, audio, and video.
   Triggers: "azure-ai-contentunderstanding", "ContentUnderstandingClient", "multimodal analysis", "document extraction", "video analysis", "audio transcription".
 package: azure-ai-contentunderstanding
+risk: unknown
+source: community
 ---
 
 # Azure AI Content Understanding SDK for Python
@@ -271,3 +273,6 @@ from azure.ai.contentunderstanding.models import (
 5. **Use async client** for high-throughput scenarios with `azure.identity.aio` credentials
 6. **Handle long-running operations** — video/audio analysis can take minutes
 7. **Use URL sources** when possible to avoid upload overhead
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-document-intelligence-dotnet/SKILL.md

@@ -3,6 +3,8 @@ name: azure-ai-document-intelligence-dotnet
 description: "|"
   Azure AI Document Intelligence SDK for .NET. Extract text, tables, and structured data from documents using prebuilt and custom models. Use for invoice processing, receipt extraction, ID document analysis, and custom document models. Triggers: "Document Intelligence", "DocumentIntelligenceClient", "form recognizer", "invoice extraction", "receipt OCR", "document analysis .NET".
 package: Azure.AI.DocumentIntelligence
+risk: unknown
+source: community
 ---
 
 # Azure.AI.DocumentIntelligence (.NET)
@@ -335,3 +337,6 @@ catch (RequestFailedException ex)
 | GitHub Samples | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/documentintelligence/Azure.AI.DocumentIntelligence/samples |
 | Document Intelligence Studio | https://documentintelligence.ai.azure.com/ |
 | Prebuilt Models | https://aka.ms/azsdk/formrecognizer/models |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-document-intelligence-ts/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-document-intelligence-ts
 description: "Extract text, tables, and structured data from documents using Azure Document Intelligence (@azure-rest/ai-document-intelligence). Use when processing invoices, receipts, IDs, forms, or building cu..."
 package: "@azure-rest/ai-document-intelligence"
+risk: unknown
+source: community
 ---
 
 # Azure Document Intelligence REST SDK for TypeScript
@@ -321,3 +323,6 @@ import DocumentIntelligence, {
 4. **Handle confidence scores** - Fields have confidence values, set thresholds for your use case
 5. **Use pagination** - Use `paginate()` helper for listing models
 6. **Prefer neural mode** - For custom models, neural handles more variation than template
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-formrecognizer-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-formrecognizer-java
 description: "Build document analysis applications with Azure Document Intelligence (Form Recognizer) SDK for Java. Use when extracting text, tables, key-value pairs from documents, receipts, invoices, or buildi..."
 package: com.azure:azure-ai-formrecognizer
+risk: unknown
+source: community
 ---
 
 # Azure Document Intelligence (Form Recognizer) SDK for Java
@@ -339,3 +341,6 @@ FORM_RECOGNIZER_KEY=<your-api-key>
 - "analyze invoice receipt"
 - "custom document model"
 - "document classification"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-ml-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure Machine Learning SDK v2 for Python. Use for ML workspaces, jobs, models, datasets, compute, and pipelines.
   Triggers: "azure-ai-ml", "MLClient", "workspace", "model registry", "training jobs", "datasets".
 package: azure-ai-ml
+risk: unknown
+source: community
 ---
 
 # Azure Machine Learning SDK v2 for Python
@@ -269,3 +271,6 @@ print(f"Default: {default_ds.name}")
 5. **Register models** after successful training jobs
 6. **Use pipelines** for multi-step workflows
 7. **Tag resources** for organization and cost tracking
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-openai-dotnet/SKILL.md

@@ -3,6 +3,8 @@ name: azure-ai-openai-dotnet
 description: "|"
   Azure OpenAI SDK for .NET. Client library for Azure OpenAI and OpenAI services. Use for chat completions, embeddings, image generation, audio transcription, and assistants. Triggers: "Azure OpenAI", "AzureOpenAIClient", "ChatClient", "chat completions .NET", "GPT-4", "embeddings", "DALL-E", "Whisper", "OpenAI .NET".
 package: Azure.AI.OpenAI
+risk: unknown
+source: community
 ---
 
 # Azure.AI.OpenAI (.NET)
@@ -453,3 +455,6 @@ catch (RequestFailedException ex)
 | Migration Guide (1.0→2.0) | https://learn.microsoft.com/azure/ai-services/openai/how-to/dotnet-migration |
 | Quickstart | https://learn.microsoft.com/azure/ai-services/openai/quickstart |
 | GitHub Source | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/openai/Azure.AI.OpenAI |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-projects-dotnet/SKILL.md

@@ -3,6 +3,8 @@ name: azure-ai-projects-dotnet
 description: "|"
   Azure AI Projects SDK for .NET. High-level client for Azure AI Foundry projects including agents, connections, datasets, deployments, evaluations, and indexes. Use for AI Foundry project management, versioned agents, and orchestration. Triggers: "AI Projects", "AIProjectClient", "Foundry project", "versioned agents", "evaluations", "datasets", "connections", "deployments .NET".
 package: Azure.AI.Projects
+risk: unknown
+source: community
 ---
 
 # Azure.AI.Projects (.NET)
@@ -346,3 +348,6 @@ catch (RequestFailedException ex)
 | API Reference | https://learn.microsoft.com/dotnet/api/azure.ai.projects |
 | GitHub Source | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/ai/Azure.AI.Projects |
 | Samples | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/ai/Azure.AI.Projects/samples |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-projects-java/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Projects SDK for Java. High-level SDK for Azure AI Foundry project management including connections, datasets, indexes, and evaluations.
   Triggers: "AIProjectClient java", "azure ai projects java", "Foundry project java", "ConnectionsClient", "DatasetsClient", "IndexesClient".
 package: com.azure:azure-ai-projects
+risk: unknown
+source: community
 ---
 
 # Azure AI Projects SDK for Java
@@ -150,3 +152,6 @@ try {
 | API Reference | https://learn.microsoft.com/rest/api/aifoundry/aiprojects/ |
 | GitHub Source | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-projects |
 | Samples | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-projects/src/samples |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-projects-py/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-projects-py
 description: "Build AI applications using the Azure AI Projects Python SDK (azure-ai-projects). Use when working with Foundry project clients, creating versioned agents with PromptAgentDefinition, running evalua..."
 package: azure-ai-projects
+risk: unknown
+source: community
 ---
 
 # Azure AI Projects Python SDK (Foundry SDK)
@@ -293,3 +295,6 @@ agent = client.agents.create_agent(
 - references/async-patterns.md: Async client usage
 - references/api-reference.md: Complete API reference for all 373 SDK exports (v2.0.0b4)
 - scripts/run_batch_evaluation.py: CLI tool for batch evaluations
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-projects-ts/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-projects-ts
 description: "Build AI applications using Azure AI Projects SDK for JavaScript (@azure/ai-projects). Use when working with Foundry project clients, agents, connections, deployments, datasets, indexes, evaluation..."
 package: "@azure/ai-projects"
+risk: unknown
+source: community
 ---
 
 # Azure AI Projects SDK for TypeScript
@@ -287,3 +289,6 @@ import {
 3. **Clean up resources** - Delete agents, conversations when done
 4. **Use connections** - Get credentials from project connections, don't hardcode
 5. **Filter deployments** - Use `modelPublisher` filter to find specific models
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-textanalytics-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Text Analytics SDK for sentiment analysis, entity recognition, key phrases, language detection, PII, and healthcare NLP. Use for natural language processing on text.
   Triggers: "text analytics", "sentiment analysis", "entity recognition", "key phrase", "PII detection", "TextAnalyticsClient".
 package: azure-ai-textanalytics
+risk: unknown
+source: community
 ---
 
 # Azure AI Text Analytics SDK for Python
@@ -225,3 +227,6 @@ async def analyze():
 4. **Handle document errors** — results list may contain errors for some docs
 5. **Specify language** when known to improve accuracy
 6. **Use context manager** or close client explicitly
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-transcription-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Transcription SDK for Python. Use for real-time and batch speech-to-text transcription with timestamps and diarization.
   Triggers: "transcription", "speech to text", "Azure AI Transcription", "TranscriptionClient".
 package: azure-ai-transcription
+risk: unknown
+source: community
 ---
 
 # Azure AI Transcription SDK for Python
@@ -67,3 +69,6 @@ for event in stream:
 4. **Specify language** to improve recognition accuracy
 5. **Handle streaming backpressure** for real-time transcription
 6. **Close transcription sessions** when complete
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-translation-document-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Document Translation SDK for batch translation of documents with format preservation. Use for translating Word, PDF, Excel, PowerPoint, and other document formats at scale.
   Triggers: "document translation", "batch translation", "translate documents", "DocumentTranslationClient".
 package: azure-ai-translation-document
+risk: unknown
+source: community
 ---
 
 # Azure AI Document Translation SDK for Python
@@ -247,3 +249,6 @@ async def translate_documents():
 5. **Separate target containers** for each language
 6. **Use async client** for multiple concurrent jobs
 7. **Check supported formats** before submitting documents
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-translation-text-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Text Translation SDK for real-time text translation, transliteration, language detection, and dictionary lookup. Use for translating text content in applications.
   Triggers: "text translation", "translator", "translate text", "transliterate", "TextTranslationClient".
 package: azure-ai-translation-text
+risk: unknown
+source: community
 ---
 
 # Azure AI Text Translation SDK for Python
@@ -272,3 +274,6 @@ async def translate_text():
 5. **Handle profanity** appropriately for your application
 6. **Use html text_type** when translating HTML content
 7. **Include alignment** for applications needing word mapping
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-translation-ts/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-translation-ts
 description: "Build translation applications using Azure Translation SDKs for JavaScript (@azure-rest/ai-translation-text, @azure-rest/ai-translation-document). Use when implementing text translation, transliter..."
 package: "@azure-rest/ai-translation-text, @azure-rest/ai-translation-document"
+risk: unknown
+source: community
 ---
 
 # Azure Translation SDKs for TypeScript
@@ -284,3 +286,6 @@ import type {
 3. **Use SAS tokens** - For document translation, use time-limited SAS URLs
 4. **Handle errors** - Always check `isUnexpected(response)` before accessing body
 5. **Regional endpoints** - Use regional endpoints for lower latency
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-vision-imageanalysis-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-vision-imageanalysis-java
 description: "Build image analysis applications with Azure AI Vision SDK for Java. Use when implementing image captioning, OCR text extraction, object detection, tagging, or smart cropping."
 package: com.azure:azure-ai-vision-imageanalysis
+risk: unknown
+source: community
 ---
 
 # Azure AI Vision Image Analysis SDK for Java
@@ -287,3 +289,6 @@ Caption and Dense Captions require GPU-supported regions. Check [supported regio
 - "object detection image"
 - "smart crop thumbnail"
 - "detect people image"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-vision-imageanalysis-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding tasks.
   Triggers: "image analysis", "computer vision", "OCR", "object detection", "ImageAnalysisClient", "image caption".
 package: azure-ai-vision-imageanalysis
+risk: unknown
+source: community
 ---
 
 # Azure AI Vision Image Analysis SDK for Python
@@ -258,3 +260,6 @@ except HttpResponseError as e:
 5. **Specify language** for localized captions
 6. **Use smart_crops_aspect_ratios** matching your thumbnail requirements
 7. **Cache results** when analyzing the same image multiple times
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-voicelive-dotnet/SKILL.md

@@ -3,6 +3,8 @@ name: azure-ai-voicelive-dotnet
 description: "|"
   Azure AI Voice Live SDK for .NET. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants, conversational AI, real-time speech-to-speech, and voice-enabled chatbots. Triggers: "voice live", "real-time voice", "VoiceLiveClient", "VoiceLiveSession", "voice assistant .NET", "bidirectional audio", "speech-to-speech".
 package: Azure.AI.VoiceLive
+risk: unknown
+source: community
 ---
 
 # Azure.AI.VoiceLive (.NET)
@@ -263,3 +265,6 @@ if (serverEvent is SessionUpdateError error)
 | API Reference | https://learn.microsoft.com/dotnet/api/azure.ai.voicelive |
 | GitHub Source | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/ai/Azure.AI.VoiceLive |
 | Quickstart | https://learn.microsoft.com/azure/ai-services/speech-service/voice-live-quickstart |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-voicelive-java/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure AI VoiceLive SDK for Java. Real-time bidirectional voice conversations with AI assistants using WebSocket.
   Triggers: "VoiceLiveClient java", "voice assistant java", "real-time voice java", "audio streaming java", "voice activity detection java".
 package: com.azure:azure-ai-voicelive
+risk: unknown
+source: community
 ---
 
 # Azure AI VoiceLive SDK for Java
@@ -223,3 +225,6 @@ session.receiveEvents()
 |----------|-----|
 | GitHub Source | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-voicelive |
 | Samples | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/ai/azure-ai-voicelive/src/samples |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-voicelive-py/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-ai-voicelive-py
 description: "Build real-time voice AI applications using Azure AI Voice Live SDK (azure-ai-voicelive). Use this skill when creating Python applications that need real-time bidirectional audio communication with..."
 package: azure-ai-voicelive
+risk: unknown
+source: community
 ---
 
 # Azure AI Voice Live SDK
@@ -307,3 +309,6 @@ except ConnectionError as e:
 - **Detailed API Reference**: See references/api-reference.md
 - **Complete Examples**: See references/examples.md
 - **All Models & Types**: See references/models.md
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-ai-voicelive-ts/SKILL.md

@@ -3,6 +3,8 @@ name: azure-ai-voicelive-ts
 description: "|"
   Azure AI Voice Live SDK for JavaScript/TypeScript. Build real-time voice AI applications with bidirectional WebSocket communication. Use for voice assistants, conversational AI, real-time speech-to-speech, and voice-enabled chatbots in Node.js or browser environments. Triggers: "voice live", "real-time voice", "VoiceLiveClient", "VoiceLiveSession", "voice assistant TypeScript", "bidirectional audio", "speech-to-speech JavaScript".
 package: "@azure/ai-voicelive"
+risk: unknown
+source: community
 ---
 
 # @azure/ai-voicelive (JavaScript/TypeScript)
@@ -463,3 +465,6 @@ const audioContext = new AudioContext({ sampleRate: 24000 });
 | GitHub Source | https://github.com/Azure/azure-sdk-for-js/tree/main/sdk/ai/ai-voicelive |
 | Samples | https://github.com/Azure/azure-sdk-for-js/tree/main/sdk/ai/ai-voicelive/samples |
 | API Reference | https://learn.microsoft.com/javascript/api/@azure/ai-voicelive |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-appconfiguration-java/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure App Configuration SDK for Java. Centralized application configuration management with key-value settings, feature flags, and snapshots.
   Triggers: "ConfigurationClient java", "app configuration java", "feature flag java", "configuration setting java", "azure config java".
 package: com.azure:azure-data-appconfiguration
+risk: unknown
+source: community
 ---
 
 # Azure App Configuration SDK for Java
@@ -468,3 +470,6 @@ try {
 | Product Docs | https://learn.microsoft.com/azure/azure-app-configuration |
 | Samples | https://github.com/Azure/azure-sdk-for-java/tree/main/sdk/appconfiguration/azure-data-appconfiguration/src/samples |
 | Troubleshooting | https://github.com/Azure/azure-sdk-for-java/blob/main/sdk/appconfiguration/azure-data-appconfiguration/TROUBLESHOOTING.md |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-appconfiguration-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure App Configuration SDK for Python. Use for centralized configuration management, feature flags, and dynamic settings.
   Triggers: "azure-appconfiguration", "AzureAppConfigurationClient", "feature flags", "configuration", "key-value settings".
 package: azure-appconfiguration
+risk: unknown
+source: community
 ---
 
 # Azure App Configuration SDK for Python
@@ -247,3 +249,6 @@ async def main():
 5. **Use Entra ID** instead of connection strings in production
 6. **Refresh settings periodically** in long-running applications
 7. **Use feature flags** for gradual rollouts and A/B testing
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-appconfiguration-ts/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-appconfiguration-ts
 description: "Build applications using Azure App Configuration SDK for JavaScript (@azure/app-configuration). Use when working with configuration settings, feature flags, Key Vault references, dynamic refresh, o..."
 package: "@azure/app-configuration"
+risk: unknown
+source: community
 ---
 
 # Azure App Configuration SDK for TypeScript
@@ -347,3 +349,6 @@ import {
 5. **Use snapshots** - For immutable release configurations
 6. **Sentinel pattern** - Use a sentinel key to trigger full refresh
 7. **RBAC roles** - `App Configuration Data Reader` for read-only access
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-communication-callautomation-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-communication-callautomation-java
 description: "Build call automation workflows with Azure Communication Services Call Automation Java SDK. Use when implementing IVR systems, call routing, call recording, DTMF recognition, text-to-speech, or AI-..."
 package: com.azure:azure-communication-callautomation
+risk: unknown
+source: community
 ---
 
 # Azure Communication Call Automation (Java)
@@ -252,3 +254,6 @@ CALLBACK_BASE_URL=https://your-app.com/api/callbacks
 - "text to speech call", "speech recognition call"
 - "answer incoming call", "transfer call Java"
 - "Azure Communication Services call automation"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-communication-callingserver-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-communication-callingserver-java
 description: "Azure Communication Services CallingServer (legacy) Java SDK. Note - This SDK is deprecated. Use azure-communication-callautomation instead for new projects. Only use this skill when maintaining le..."
 package: com.azure:azure-communication-callingserver
+risk: unknown
+source: community
 ---
 
 # Azure Communication CallingServer (Java) - DEPRECATED
@@ -89,3 +91,6 @@ See the `azure-communication-callautomation-java` skill for:
 
 - "callingserver legacy", "deprecated calling SDK"
 - "migrate callingserver to callautomation"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-communication-chat-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-communication-chat-java
 description: "Build real-time chat applications with Azure Communication Services Chat Java SDK. Use when implementing chat threads, messaging, participants, read receipts, typing notifications, or real-time cha..."
 package: com.azure:azure-communication-chat
+risk: unknown
+source: community
 ---
 
 # Azure Communication Chat (Java)
@@ -308,3 +310,6 @@ AZURE_COMMUNICATION_USER_TOKEN=<user-access-token>
 - "chat thread", "chat participants", "chat messages"
 - "read receipts", "typing notifications"
 - "Azure Communication Services chat"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-communication-common-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-communication-common-java
 description: "Azure Communication Services common utilities for Java. Use when working with CommunicationTokenCredential, user identifiers, token refresh, or shared authentication across ACS services."
 package: com.azure:azure-communication-common
+risk: unknown
+source: community
 ---
 
 # Azure Communication Common (Java)
@@ -302,3 +304,6 @@ private String refreshToken() {
 - "user access token", "token refresh"
 - "CommunicationUserIdentifier", "PhoneNumberIdentifier"
 - "Azure Communication Services authentication"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-communication-sms-java/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-communication-sms-java
 description: "Send SMS messages with Azure Communication Services SMS Java SDK. Use when implementing SMS notifications, alerts, OTP delivery, bulk messaging, or delivery reports."
 package: com.azure:azure-communication-sms
+risk: unknown
+source: community
 ---
 
 # Azure Communication SMS (Java)
@@ -272,3 +274,6 @@ SMS_FROM_NUMBER=+14255550100
 - "send SMS Java", "text message Java"
 - "SMS notification", "OTP SMS", "bulk SMS"
 - "delivery report SMS", "Azure Communication Services SMS"
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-compute-batch-java/SKILL.md

@@ -3,6 +3,8 @@ name: azure-compute-batch-java
 description: "|"
   Azure Batch SDK for Java. Run large-scale parallel and HPC batch jobs with pools, jobs, tasks, and compute nodes.
   Triggers: "BatchClient java", "azure batch java", "batch pool java", "batch job java", "HPC java", "parallel computing java".
+risk: unknown
+source: community
 ---
 
 # Azure Batch SDK for Java
@@ -377,3 +379,6 @@ try {
 | Product Docs | https://learn.microsoft.com/azure/batch/ |
 | REST API | https://learn.microsoft.com/rest/api/batchservice/ |
 | Samples | https://github.com/azure/azure-batch-samples |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-containerregistry-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure Container Registry SDK for Python. Use for managing container images, artifacts, and repositories.
   Triggers: "azure-containerregistry", "ContainerRegistryClient", "container images", "docker registry", "ACR".
 package: azure-containerregistry
+risk: unknown
+source: community
 ---
 
 # Azure Container Registry SDK for Python
@@ -250,3 +252,6 @@ for manifest in client.list_manifest_properties("my-image"):
 5. **Use async client** for high-throughput operations
 6. **Order by last_updated** to find recent/old images
 7. **Check manifest.tags** before deleting to avoid removing tagged images
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-cosmos-db-py/SKILL.md

@@ -2,6 +2,8 @@
 name: azure-cosmos-db-py
 description: "Build Azure Cosmos DB NoSQL services with Python/FastAPI following production-grade patterns. Use when implementing database client setup with dual auth (DefaultAzureCredential + emulator), service..."
 package: azure-cosmos
+risk: unknown
+source: community
 ---
 
 # Cosmos DB Service Implementation
@@ -237,3 +239,6 @@ async def test_get_project_by_id_returns_project(mock_cosmos_container):
 - Partition key queries avoid cross-partition scans
 - Async wrapping prevents blocking FastAPI event loop
 - Minimal document conversion overhead
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-cosmos-java/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure Cosmos DB SDK for Java. NoSQL database operations with global distribution, multi-model support, and reactive patterns.
   Triggers: "CosmosClient java", "CosmosAsyncClient", "cosmos database java", "cosmosdb java", "document database java".
 package: azure-cosmos
+risk: unknown
+source: community
 ---
 
 # Azure Cosmos DB SDK for Java
@@ -256,3 +258,6 @@ try {
 | Samples | https://github.com/Azure-Samples/azure-cosmos-java-sql-api-samples |
 | Performance Guide | https://learn.microsoft.com/azure/cosmos-db/performance-tips-java-sdk-v4-sql |
 | Troubleshooting | https://learn.microsoft.com/azure/cosmos-db/troubleshoot-java-sdk-v4-sql |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-cosmos-py/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure Cosmos DB SDK for Python (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
   Triggers: "cosmos db", "CosmosClient", "container", "document", "NoSQL", "partition key".
 package: azure-cosmos
+risk: unknown
+source: community
 ---
 
 # Azure Cosmos DB SDK for Python
@@ -278,3 +280,6 @@ except CosmosHttpResponseError as e:
 | references/partitioning.md | Partition key strategies, hierarchical keys, hot partition detection and mitigation |
 | references/query-patterns.md | Query optimization, aggregations, pagination, transactions, change feed |
 | scripts/setup_cosmos_container.py | CLI tool for creating containers with partitioning, throughput, and indexing |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-cosmos-rust/SKILL.md

@@ -4,6 +4,8 @@ description: "|"
   Azure Cosmos DB SDK for Rust (NoSQL API). Use for document CRUD, queries, containers, and globally distributed data.
   Triggers: "cosmos db rust", "CosmosClient rust", "container", "document rust", "NoSQL rust", "partition key".
 package: azure_data_cosmos
+risk: unknown
+source: community
 ---
 
 # Azure Cosmos DB SDK for Rust
@@ -133,3 +135,6 @@ cargo add azure_data_cosmos --features key_auth
 | API Reference | https://docs.rs/azure_data_cosmos |
 | Source Code | https://github.com/Azure/azure-sdk-for-rust/tree/main/sdk/cosmos/azure_data_cosmos |
 | crates.io | https://crates.io/crates/azure_data_cosmos |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.

skills/azure-cosmos-ts/SKILL.md

@@ -3,6 +3,8 @@ name: azure-cosmos-ts
 description: "|"
   Azure Cosmos DB JavaScript/TypeScript SDK (@azure/cosmos) for data plane operations. Use for CRUD operations on documents, queries, bulk operations, and container management. Triggers: "Cosmos DB", "@azure/cosmos", "CosmosClient", "document CRUD", "NoSQL queries", "bulk operations", "partition key", "container.items".
 package: "@azure/cosmos"
+risk: unknown
+source: community
 ---
 
 # @azure/cosmos (TypeScript/JavaScript)
@@ -469,3 +471,6 @@ export class ProductService {
 | `@azure/cosmos` | Data plane (this SDK) | `npm install @azure/cosmos` |
 | `@azure/arm-cosmosdb` | Management plane (ARM) | `npm install @azure/arm-cosmosdb` |
 | `@azure/identity` | Authentication | `npm install @azure/identity` |
+
+## When to Use
+This skill is applicable to execute the workflow or actions described in the overview.