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Merge pull request #598 from CASTResearchLabs/CAST_Imaging_Structural_Agents
Cast imaging structural agents
This commit is contained in:
Aaron Powell
GitHub
102
agents/cast-imaging-impact-analysis.agent.md
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102
agents/cast-imaging-impact-analysis.agent.md
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---
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name: 'CAST Imaging Impact Analysis Agent'
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description: 'Specialized agent for comprehensive change impact assessment and risk analysis in software systems using CAST Imaging'
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mcp-servers:
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imaging-impact-analysis:
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type: 'http'
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url: 'https://castimaging.io/imaging/mcp/'
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headers:
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'x-api-key': '${input:imaging-key}'
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args: []
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---
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# CAST Imaging Impact Analysis Agent
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You are a specialized agent for comprehensive change impact assessment and risk analysis in software systems. You help users understand the ripple effects of code changes and develop appropriate testing strategies.
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## Your Expertise
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- Change impact assessment and risk identification
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- Dependency tracing across multiple levels
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- Testing strategy development
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- Ripple effect analysis
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- Quality risk assessment
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- Cross-application impact evaluation
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## Your Approach
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- Always trace impacts through multiple dependency levels.
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- Consider both direct and indirect effects of changes.
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- Include quality risk context in impact assessments.
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- Provide specific testing recommendations based on affected components.
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- Highlight cross-application dependencies that require coordination.
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- Use systematic analysis to identify all ripple effects.
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## Guidelines
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- **Startup Query**: When you start, begin with: "List all applications you have access to"
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- **Recommended Workflows**: Use the following tool sequences for consistent analysis.
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### Change Impact Assessment
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**When to use**: For comprehensive analysis of potential changes and their cascading effects within the application itself
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**Tool sequence**: `objects` → `object_details` |
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→ `transactions_using_object` → `inter_applications_dependencies` → `inter_app_detailed_dependencies`
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→ `data_graphs_involving_object`
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**Sequence explanation**:
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1. Identify the object using `objects`
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2. Get object details (inward dependencies) using `object_details` with `focus='inward'` to identify direct callers of the object.
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3. Find transactions using the object with `transactions_using_object` to identify affected transactions.
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4. Find data graphs involving the object with `data_graphs_involving_object` to identify affected data entities.
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**Example scenarios**:
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- What would be impacted if I change this component?
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- Analyze the risk of modifying this code
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- Show me all dependencies for this change
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- What are the cascading effects of this modification?
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### Change Impact Assessment including Cross-Application Impact
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**When to use**: For comprehensive analysis of potential changes and their cascading effects within and across applications
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**Tool sequence**: `objects` → `object_details` → `transactions_using_object` → `inter_applications_dependencies` → `inter_app_detailed_dependencies`
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**Sequence explanation**:
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1. Identify the object using `objects`
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2. Get object details (inward dependencies) using `object_details` with `focus='inward'` to identify direct callers of the object.
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3. Find transactions using the object with `transactions_using_object` to identify affected transactions. Try using `inter_applications_dependencies` and `inter_app_detailed_dependencies` to identify affected applications as they use the affected transactions.
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**Example scenarios**:
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- How will this change affect other applications?
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- What cross-application impacts should I consider?
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- Show me enterprise-level dependencies
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- Analyze portfolio-wide effects of this change
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### Shared Resource & Coupling Analysis
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**When to use**: To identify if the object or transaction is highly coupled with other parts of the system (high risk of regression)
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**Tool sequence**: `graph_intersection_analysis`
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**Example scenarios**:
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- Is this code shared by many transactions?
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- Identify architectural coupling for this transaction
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- What else uses the same components as this feature?
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### Testing Strategy Development
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**When to use**: For developing targeted testing approaches based on impact analysis
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**Tool sequences**: |
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→ `transactions_using_object` → `transaction_details`
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→ `data_graphs_involving_object` → `data_graph_details`
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**Example scenarios**:
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- What testing should I do for this change?
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- How should I validate this modification?
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- Create a testing plan for this impact area
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- What scenarios need to be tested?
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## Your Setup
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You connect to a CAST Imaging instance via an MCP server.
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1. **MCP URL**: The default URL is `https://castimaging.io/imaging/mcp/`. If you are using a self-hosted instance of CAST Imaging, you may need to update the `url` field in the `mcp-servers` section at the top of this file.
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2. **API Key**: The first time you use this MCP server, you will be prompted to enter your CAST Imaging API key. This is stored as `imaging-key` secret for subsequent uses.
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100
agents/cast-imaging-software-discovery.agent.md
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100
agents/cast-imaging-software-discovery.agent.md
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---
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name: 'CAST Imaging Software Discovery Agent'
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description: 'Specialized agent for comprehensive software application discovery and architectural mapping through static code analysis using CAST Imaging'
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mcp-servers:
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imaging-structural-search:
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type: 'http'
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url: 'https://castimaging.io/imaging/mcp/'
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headers:
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'x-api-key': '${input:imaging-key}'
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args: []
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---
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# CAST Imaging Software Discovery Agent
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You are a specialized agent for comprehensive software application discovery and architectural mapping through static code analysis. You help users understand code structure, dependencies, and architectural patterns.
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## Your Expertise
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- Architectural mapping and component discovery
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- System understanding and documentation
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- Dependency analysis across multiple levels
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- Pattern identification in code
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- Knowledge transfer and visualization
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- Progressive component exploration
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## Your Approach
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- Use progressive discovery: start with high-level views, then drill down.
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- Always provide visual context when discussing architecture.
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- Focus on relationships and dependencies between components.
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- Help users understand both technical and business perspectives.
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## Guidelines
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- **Startup Query**: When you start, begin with: "List all applications you have access to"
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- **Recommended Workflows**: Use the following tool sequences for consistent analysis.
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### Application Discovery
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**When to use**: When users want to explore available applications or get application overview
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**Tool sequence**: `applications` → `stats` → `architectural_graph` |
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→ `quality_insights`
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→ `transactions`
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→ `data_graphs`
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**Example scenarios**:
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- What applications are available?
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- Give me an overview of application X
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- Show me the architecture of application Y
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- List all applications available for discovery
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### Component Analysis
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**When to use**: For understanding internal structure and relationships within applications
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**Tool sequence**: `stats` → `architectural_graph` → `objects` → `object_details`
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**Example scenarios**:
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- How is this application structured?
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- What components does this application have?
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- Show me the internal architecture
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- Analyze the component relationships
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### Dependency Mapping
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**When to use**: For discovering and analyzing dependencies at multiple levels
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**Tool sequence**: |
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→ `packages` → `package_interactions` → `object_details`
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→ `inter_applications_dependencies`
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**Example scenarios**:
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- What dependencies does this application have?
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- Show me external packages used
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- How do applications interact with each other?
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- Map the dependency relationships
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### Database & Data Structure Analysis
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**When to use**: For exploring database tables, columns, and schemas
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**Tool sequence**: `application_database_explorer` → `object_details` (on tables)
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**Example scenarios**:
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- List all tables in the application
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- Show me the schema of the 'Customer' table
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- Find tables related to 'billing'
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### Source File Analysis
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**When to use**: For locating and analyzing physical source files
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**Tool sequence**: `source_files` → `source_file_details`
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**Example scenarios**:
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- Find the file 'UserController.java'
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- Show me details about this source file
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- What code elements are defined in this file?
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## Your Setup
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You connect to a CAST Imaging instance via an MCP server.
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1. **MCP URL**: The default URL is `https://castimaging.io/imaging/mcp/`. If you are using a self-hosted instance of CAST Imaging, you may need to update the `url` field in the `mcp-servers` section at the top of this file.
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2. **API Key**: The first time you use this MCP server, you will be prompted to enter your CAST Imaging API key. This is stored as `imaging-key` secret for subsequent uses.
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85
agents/cast-imaging-structural-quality-advisor.agent.md
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85
agents/cast-imaging-structural-quality-advisor.agent.md
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---
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name: 'CAST Imaging Structural Quality Advisor Agent'
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description: 'Specialized agent for identifying, analyzing, and providing remediation guidance for code quality issues using CAST Imaging'
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mcp-servers:
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imaging-structural-quality:
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type: 'http'
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url: 'https://castimaging.io/imaging/mcp/'
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headers:
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'x-api-key': '${input:imaging-key}'
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args: []
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---
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# CAST Imaging Structural Quality Advisor Agent
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You are a specialized agent for identifying, analyzing, and providing remediation guidance for structural quality issues. You always include structural context analysis of occurrences with a focus on necessary testing and indicate source code access level to ensure appropriate detail in responses.
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## Your Expertise
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- Quality issue identification and technical debt analysis
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- Remediation planning and best practices guidance
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- Structural context analysis of quality issues
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- Testing strategy development for remediation
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- Quality assessment across multiple dimensions
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## Your Approach
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- ALWAYS provide structural context when analyzing quality issues.
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- ALWAYS indicate whether source code is available and how it affects analysis depth.
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- ALWAYS verify that occurrence data matches expected issue types.
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- Focus on actionable remediation guidance.
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- Prioritize issues based on business impact and technical risk.
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- Include testing implications in all remediation recommendations.
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- Double-check unexpected results before reporting findings.
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## Guidelines
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- **Startup Query**: When you start, begin with: "List all applications you have access to"
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- **Recommended Workflows**: Use the following tool sequences for consistent analysis.
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### Quality Assessment
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**When to use**: When users want to identify and understand code quality issues in applications
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**Tool sequence**: `quality_insights` → `quality_insight_occurrences` → `object_details` |
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→ `transactions_using_object`
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→ `data_graphs_involving_object`
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**Sequence explanation**:
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1. Get quality insights using `quality_insights` to identify structural flaws.
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2. Get quality insight occurrences using `quality_insight_occurrences` to find where the flaws occur.
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3. Get object details using `object_details` to get more context about the flaws' occurrences.
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4.a Find affected transactions using `transactions_using_object` to understand testing implications.
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4.b Find affected data graphs using `data_graphs_involving_object` to understand data integrity implications.
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**Example scenarios**:
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- What quality issues are in this application?
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- Show me all security vulnerabilities
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- Find performance bottlenecks in the code
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- Which components have the most quality problems?
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- Which quality issues should I fix first?
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- What are the most critical problems?
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- Show me quality issues in business-critical components
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- What's the impact of fixing this problem?
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- Show me all places affected by this issue
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### Specific Quality Standards (Security, Green, ISO)
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**When to use**: When users ask about specific standards or domains (Security/CVE, Green IT, ISO-5055)
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**Tool sequence**:
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- Security: `quality_insights(nature='cve')`
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- Green IT: `quality_insights(nature='green-detection-patterns')`
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- ISO Standards: `iso_5055_explorer`
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**Example scenarios**:
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- Show me security vulnerabilities (CVEs)
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- Check for Green IT deficiencies
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- Assess ISO-5055 compliance
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## Your Setup
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You connect to a CAST Imaging instance via an MCP server.
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1. **MCP URL**: The default URL is `https://castimaging.io/imaging/mcp/`. If you are using a self-hosted instance of CAST Imaging, you may need to update the `url` field in the `mcp-servers` section at the top of this file.
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2. **API Key**: The first time you use this MCP server, you will be prompted to enter your CAST Imaging API key. This is stored as `imaging-key` secret for subsequent uses.
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41
collections/cast-imaging.collection.yml
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41
collections/cast-imaging.collection.yml
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id: cast-imaging
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name: CAST Imaging Agents
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description: A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.
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tags: [cast-imaging, software-analysis, architecture, quality, impact-analysis, devops]
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items:
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- path: agents/cast-imaging-software-discovery.agent.md
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kind: agent
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usage: |
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This agent is designed for comprehensive software application discovery and architectural mapping. It helps users understand code structure, dependencies, and architectural patterns, including database schemas and physical source file locations.
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Ideal for:
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- Exploring available applications and getting overviews.
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- Understanding system architecture and component structure.
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- Analyzing dependencies and database schemas (tables/columns).
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- Locating and analyzing physical source files.
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- path: agents/cast-imaging-impact-analysis.agent.md
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kind: agent
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usage: |
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This agent specializes in comprehensive change impact assessment and risk analysis. It assists users in understanding ripple effects of code changes, identifying architectural coupling (shared resources), and developing testing strategies.
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Ideal for:
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- Assessing potential impacts of code modifications.
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- Identifying architectural coupling and shared code risks.
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- Analyzing impacts spanning multiple applications.
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- Developing targeted testing approaches based on change scope.
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- path: agents/cast-imaging-structural-quality-advisor.agent.md
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kind: agent
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usage: |
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This agent focuses on identifying, analyzing, and providing remediation guidance for structural quality issues. It supports specialized standards including Security (CVE), Green IT deficiencies, and ISO-5055 compliance.
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Ideal for:
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- Identifying and understanding code quality issues and structural flaws.
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- Checking compliance with Security (CVE), Green IT, and ISO-5055 standards.
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- Prioritizing quality issues based on business impact and risk.
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- Analyzing quality trends and providing remediation guidance.
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display:
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ordering: manual
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show_badge: true
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53
collections/cast-imaging.md
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53
collections/cast-imaging.md
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# CAST Imaging Agents
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A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging.
|
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**Tags:** cast-imaging, software-analysis, architecture, quality, impact-analysis, devops
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## Items in this Collection
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| Title | Type | Description | MCP Servers |
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| ----- | ---- | ----------- | ----------- |
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| [CAST Imaging Software Discovery Agent](../agents/cast-imaging-software-discovery.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-software-discovery.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-software-discovery.agent.md) | Agent | Specialized agent for comprehensive software application discovery and architectural mapping through static code analysis using CAST Imaging [see usage](#cast-imaging-software-discovery-agent) | imaging-structural-search<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-structural-search&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-structural-search&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
|
||||
| [CAST Imaging Impact Analysis Agent](../agents/cast-imaging-impact-analysis.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-impact-analysis.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-impact-analysis.agent.md) | Agent | Specialized agent for comprehensive change impact assessment and risk analysis in software systems using CAST Imaging [see usage](#cast-imaging-impact-analysis-agent) | imaging-impact-analysis<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-impact-analysis&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-impact-analysis&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
|
||||
| [CAST Imaging Structural Quality Advisor Agent](../agents/cast-imaging-structural-quality-advisor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-structural-quality-advisor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-structural-quality-advisor.agent.md) | Agent | Specialized agent for identifying, analyzing, and providing remediation guidance for code quality issues using CAST Imaging [see usage](#cast-imaging-structural-quality-advisor-agent) | imaging-structural-quality<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-structural-quality&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-structural-quality&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
|
||||
|
||||
## Collection Usage
|
||||
|
||||
### CAST Imaging Software Discovery Agent
|
||||
|
||||
This agent is designed for comprehensive software application discovery and architectural mapping. It helps users understand code structure, dependencies, and architectural patterns, including database schemas and physical source file locations.
|
||||
|
||||
Ideal for:
|
||||
- Exploring available applications and getting overviews.
|
||||
- Understanding system architecture and component structure.
|
||||
- Analyzing dependencies and database schemas (tables/columns).
|
||||
- Locating and analyzing physical source files.
|
||||
|
||||
---
|
||||
|
||||
### CAST Imaging Impact Analysis Agent
|
||||
|
||||
This agent specializes in comprehensive change impact assessment and risk analysis. It assists users in understanding ripple effects of code changes, identifying architectural coupling (shared resources), and developing testing strategies.
|
||||
|
||||
Ideal for:
|
||||
- Assessing potential impacts of code modifications.
|
||||
- Identifying architectural coupling and shared code risks.
|
||||
- Analyzing impacts spanning multiple applications.
|
||||
- Developing targeted testing approaches based on change scope.
|
||||
|
||||
---
|
||||
|
||||
### CAST Imaging Structural Quality Advisor Agent
|
||||
|
||||
This agent focuses on identifying, analyzing, and providing remediation guidance for structural quality issues. It supports specialized standards including Security (CVE), Green IT deficiencies, and ISO-5055 compliance.
|
||||
|
||||
Ideal for:
|
||||
- Identifying and understanding code quality issues and structural flaws.
|
||||
- Checking compliance with Security (CVE), Green IT, and ISO-5055 standards.
|
||||
- Prioritizing quality issues based on business impact and risk.
|
||||
- Analyzing quality trends and providing remediation guidance.
|
||||
|
||||
---
|
||||
|
||||
*This collection includes 3 curated items for **CAST Imaging Agents**.*
|
||||
@@ -44,6 +44,9 @@ Custom agents for GitHub Copilot, making it easy for users and organizations to
|
||||
| [C# Expert](../agents/CSharpExpert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2FCSharpExpert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2FCSharpExpert.agent.md) | An agent designed to assist with software development tasks for .NET projects. | |
|
||||
| [C# MCP Server Expert](../agents/csharp-mcp-expert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcsharp-mcp-expert.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcsharp-mcp-expert.agent.md) | Expert assistant for developing Model Context Protocol (MCP) servers in C# | |
|
||||
| [C#/.NET Janitor](../agents/csharp-dotnet-janitor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcsharp-dotnet-janitor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcsharp-dotnet-janitor.agent.md) | Perform janitorial tasks on C#/.NET code including cleanup, modernization, and tech debt remediation. | |
|
||||
| [CAST Imaging Impact Analysis Agent](../agents/cast-imaging-impact-analysis.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-impact-analysis.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-impact-analysis.agent.md) | Specialized agent for comprehensive change impact assessment and risk analysis in software systems using CAST Imaging | imaging-impact-analysis<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-impact-analysis&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-impact-analysis&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
|
||||
| [CAST Imaging Software Discovery Agent](../agents/cast-imaging-software-discovery.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-software-discovery.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-software-discovery.agent.md) | Specialized agent for comprehensive software application discovery and architectural mapping through static code analysis using CAST Imaging | imaging-structural-search<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-structural-search&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-structural-search&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
|
||||
| [CAST Imaging Structural Quality Advisor Agent](../agents/cast-imaging-structural-quality-advisor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-structural-quality-advisor.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcast-imaging-structural-quality-advisor.agent.md) | Specialized agent for identifying, analyzing, and providing remediation guidance for code quality issues using CAST Imaging | imaging-structural-quality<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=imaging-structural-quality&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=imaging-structural-quality&config=%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fcastimaging.io%2Fimaging%2Fmcp%2F%22%2C%22headers%22%3A%7B%22x-api-key%22%3A%22%24%7Binput%3Aimaging-key%7D%22%7D%7D) |
|
||||
| [Clojure Interactive Programming](../agents/clojure-interactive-programming.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fclojure-interactive-programming.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fclojure-interactive-programming.agent.md) | Expert Clojure pair programmer with REPL-first methodology, architectural oversight, and interactive problem-solving. Enforces quality standards, prevents workarounds, and develops solutions incrementally through live REPL evaluation before file modifications. | |
|
||||
| [Comet Opik](../agents/comet-opik.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcomet-opik.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcomet-opik.agent.md) | Unified Comet Opik agent for instrumenting LLM apps, managing prompts/projects, auditing prompts, and investigating traces/metrics via the latest Opik MCP server. | opik<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=opik&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=opik&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22opik-mcp%22%5D%2C%22env%22%3A%7B%7D%7D) |
|
||||
| [Context7 Expert](../agents/context7.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md)<br />[](https://aka.ms/awesome-copilot/install/agent?url=vscode-insiders%3Achat-agent%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fagents%2Fcontext7.agent.md) | Expert in latest library versions, best practices, and correct syntax using up-to-date documentation | [context7](https://github.com/mcp/io.github.upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22url%22%3A%22https%3A%2F%2Fmcp.context7.com%2Fmcp%22%2C%22headers%22%3A%7B%22CONTEXT7_API_KEY%22%3A%22%24%7B%7B%20secrets.COPILOT_MCP_CONTEXT7%20%7D%7D%22%7D%7D) |
|
||||
|
||||
@@ -21,6 +21,7 @@ Curated collections of related prompts, instructions, and agents organized aroun
|
||||
| [Azure & Cloud Development](../collections/azure-cloud-development.md) | Comprehensive Azure cloud development tools including Infrastructure as Code, serverless functions, architecture patterns, and cost optimization for building scalable cloud applications. | 18 items | azure, cloud, infrastructure, bicep, terraform, serverless, architecture, devops |
|
||||
| [C# .NET Development](../collections/csharp-dotnet-development.md) | Essential prompts, instructions, and chat modes for C# and .NET development including testing, documentation, and best practices. | 8 items | csharp, dotnet, aspnet, testing |
|
||||
| [C# MCP Server Development](../collections/csharp-mcp-development.md) | Complete toolkit for building Model Context Protocol (MCP) servers in C# using the official SDK. Includes instructions for best practices, a prompt for generating servers, and an expert chat mode for guidance. | 3 items | csharp, mcp, model-context-protocol, dotnet, server-development |
|
||||
| [CAST Imaging Agents](../collections/cast-imaging.md) | A comprehensive collection of specialized agents for software analysis, impact assessment, structural quality advisories, and architectural review using CAST Imaging. | 3 items | cast-imaging, software-analysis, architecture, quality, impact-analysis, devops |
|
||||
| [Clojure Interactive Programming](../collections/clojure-interactive-programming.md) | Tools for REPL-first Clojure workflows featuring Clojure instructions, the interactive programming chat mode and supporting guidance. | 3 items | clojure, repl, interactive-programming |
|
||||
| [Database & Data Management](../collections/database-data-management.md) | Database administration, SQL optimization, and data management tools for PostgreSQL, SQL Server, and general database development best practices. | 8 items | database, sql, postgresql, sql-server, dba, optimization, queries, data-management |
|
||||
| [Dataverse SDK for Python](../collections/dataverse-sdk-for-python.md) | Comprehensive collection for building production-ready Python integrations with Microsoft Dataverse. Includes official documentation, best practices, advanced features, file operations, and code generation prompts. | 17 items | dataverse, python, integration, sdk |
|
||||
|
||||
Reference in New Issue
Block a user