Microservice Assembly Coordinator¶
Overview¶
The MicroserviceAssemblyCoordinator is one of the most critical orchestrators in the ConnectSoft AI Software Factory. It is responsible for the autonomous generation and assembly of full-stack microservices, driven by domain models, clean architecture blueprints, and event-driven principles.
Once the foundational infrastructure is prepared (via ProjectBootstrapOrchestrator) and the domain context is defined (via SolutionBlueprintCoordinator), this coordinator takes over to:
- Generate solution scaffolds using .NET Core templates
- Create structured projects for Application, Domain, Infrastructure, Contracts, and Tests
- Wire Clean Architecture layers, ports, and adapters using ConnectSoft patterns
- Trigger adapter generation (e.g., HTTP, gRPC, messaging)
- Initialize service-level telemetry, configuration, and CI integration
- Emit events that indicate readiness for CI, deployment, or further orchestration
The coordinator is multi-service aware: it can generate one or many services in parallel, based on upstream service definitions. It is also edition-aware, capable of customizing services based on business model constraints or feature flags.
By fully automating service creation from strategic intent to functional codebase, the MicroserviceAssemblyCoordinator eliminates weeks of manual engineering effort and ensures architecture compliance, scalability, and traceability from day one.
Position in the Execution Flow¶
The MicroserviceAssemblyCoordinator is activated after both the infrastructure provisioning and service blueprinting stages are complete.
Specifically, it is triggered once:
DevOpsArtifactsReadyis emitted by theProjectBootstrapOrchestratorSolutionBlueprintGeneratedis available from theSolutionBlueprintCoordinator
It marks the transition from system design to executable implementation β turning abstract blueprints into real, Git-tracked, testable, and deployable microservices.
π§ Execution Context¶
- Phase: Generation & Assembly
- Depends on:
- DevOps infrastructure
- Bounded context + service boundaries
- Domain aggregates and contracts
- Enables:
- Commit of service codebases
- Pipeline generation and first build
- Adapter generation
- Observability setup
𧬠Execution Flow Diagram¶
flowchart TD
ProjectBootstrapOrchestrator -->|DevOpsArtifactsReady| MicroserviceAssemblyCoordinator
SolutionBlueprintCoordinator -->|SolutionBlueprintGenerated| MicroserviceAssemblyCoordinator
MicroserviceAssemblyCoordinator --> AdapterScaffoldCoordinator
MicroserviceAssemblyCoordinator --> PipelineGenerator
MicroserviceAssemblyCoordinator --> DevOpsAgentCoordinator
MicroserviceAssemblyCoordinator --> ObservabilityMapCoordinator
This coordinator is pivotal in turning architectural intent into operational software, and is designed to scale across 100s or 1000s of independently versioned services.
Responsibilities¶
The MicroserviceAssemblyCoordinator orchestrates the end-to-end generation, assembly, and registration of one or more microservices based on clean architecture, DDD, and ConnectSoft templates.
It coordinates AI agents, Git operations, infrastructure hooks, and documentation generators to ensure each service is production-ready at birth.
π§© Core Responsibilities¶
- β Interpret service definitions from the domain blueprint
- β
Trigger the
Microservice Generator Agentto scaffold services using .NET templates - β Apply Clean Architecture layering: Application, Domain, Infrastructure, Contracts
- β Organize folders, namespaces, and project files according to ConnectSoft patterns
- β Generate basic endpoints (REST, gRPC) if applicable
- β Create unit/integration test harnesses and validation rules
- β Tag services with traceability metadata (project_id, trace_id, context, edition)
- β Push generated code to Git repositories with commit messages
- β
Emit
MicroserviceReadyForCIevent to initiate CI/CD bootstrapping - β
Pass control to downstream coordinators (e.g.,
AdapterScaffoldCoordinator,ObservabilityMapCoordinator)
π§ Optional / Conditional Duties¶
| Condition | Responsibility |
|---|---|
edition_id present |
Apply edition-specific scaffolding constraints |
featureFlags.enabled |
Inject toggles or conditional logic |
multiRuntimeEnabled |
Create cross-runtime support layers (e.g., REST + gRPC + messaging) |
This coordinator serves as the automated software architect and builder, ensuring every microservice is aligned, autonomous, and auditable before integration begins.
Triggering Events¶
The MicroserviceAssemblyCoordinator is invoked when upstream signals confirm that the infrastructure is ready and service blueprints are available for execution.
It is entirely event-driven and ensures that coordination only begins when all necessary inputs are in place.
π¦ Primary Triggering Events¶
| Event | Source Coordinator | Description |
|---|---|---|
DevOpsArtifactsReady |
ProjectBootstrapOrchestrator | Indicates that all Git repositories, pipelines, and service connections are provisioned. |
SolutionBlueprintGenerated |
SolutionBlueprintCoordinator | Contains the domain-driven blueprint with service boundaries, contracts, and modeling context. |
π Optional Retry / Re-entry Events¶
| Event | Description |
|---|---|
RetryMicroserviceAssembly |
Manually or automatically re-attempt microservice generation for failed or modified definitions. |
RehydrateServiceScaffold |
Used for backfilling generated service codebases during recovery or environment sync. |
π§ Event Filtering¶
- The coordinator filters events by:
project_idservice_idorbounded_contextassembly_state != completed- Ensures idempotent orchestration across multiple cycles or parallel service groups.
This tight event-driven model ensures high concurrency, safe reentry, and granular coordination control across large service landscapes.
Inputs¶
To generate each microservice accurately and contextually, the MicroserviceAssemblyCoordinator consumes a combination of domain artifacts, infrastructure metadata, and configuration signals emitted by upstream agents and coordinators.
π₯ Required Inputs¶
| Input | Type | Description |
|---|---|---|
project_id |
string | Unique identifier for the current software factory project. |
trace_id |
string | Root orchestration trace for end-to-end observability. |
boundedContextId |
string | The ID of the bounded context to which this service belongs. |
serviceBlueprints[] |
object[] | Collection of service definitions including name, domain model, ports, adapters, and options. |
gitRepoMap |
map | Mapping of each service to a target Git repo and branch. |
templateId |
string | Identifier for the ConnectSoft microservice template to use (e.g., cs-cleanarch-api-v1). |
runtimeEnvironment |
string | Target runtime tier (dev, test, staging, prod). |
devOpsProjectUri |
string | Azure DevOps project endpoint for Git and CI/CD integration. |
π Optional / Conditional Inputs¶
| Input | Type | Purpose |
|---|---|---|
edition_id |
string | Enables edition-specific scaffolding (e.g., regulatory overlays, subscription features). |
featureFlags[] |
string[] | Conditional logic injected during scaffold (e.g., "audit", "multi-tenant"). |
domainModel.yaml |
file | Shared YAML file defining aggregates, value objects, commands, and queries. |
securityProfile |
object | Security requirements to include in service initialization (e.g., auth, claims). |
adapterBlueprints[] |
object[] | Definitions for external communication ports (HTTP, gRPC, messaging) to generate. |
These inputs enable the coordinator to assemble microservices with full context β from DDD alignment to infrastructure readiness β producing consistent, compliant, and extensible foundations.
Outputs¶
The MicroserviceAssemblyCoordinator emits a range of outputs that signal the successful generation, scaffolding, and registration of microservices. These outputs are consumed by downstream coordinators and agents to continue CI/CD setup, adapter generation, observability mapping, and human approvals.
π€ Primary Outputs¶
| Output | Type | Description |
|---|---|---|
MicroserviceReadyForCI |
Event | Signals that a generated service is ready to be connected to a CI pipeline. |
ScaffoldCommitCompleted |
Event | Confirms code has been pushed to the designated Git repository. |
MicroserviceGenerated.yaml |
Artifact | Contains metadata and configuration for the generated service. |
serviceDirectory/ |
Files | Full source code for the microservice, organized using Clean Architecture. |
π Event Payload: MicroserviceReadyForCI¶
{
"service_id": "claims-service",
"project_id": "proj-42",
"trace_id": "abc-123-xyz",
"repo_url": "https://dev.azure.com/org/project/_git/claims-service",
"template_id": "cs-cleanarch-api-v1",
"runtime_environment": "development",
"layer_map": ["Application", "Domain", "Infrastructure", "Contracts"],
"adapters": ["REST", "gRPC"]
}
````
### π§© File/Artifact Structure (Simplified)
These outputs provide the technical handoff for:
- CI/CD setup (
PipelineGenerator) - Adapter completion (
AdapterScaffoldCoordinator) - Documentation and monitoring agents
- Human engineers reviewing or customizing the scaffold
Collaborating Agents¶
The MicroserviceAssemblyCoordinator functions as a multi-agent orchestrator, coordinating a suite of generation, validation, and integration agents to fulfill its responsibilities. Each collaborating agent plays a specific role in turning a service blueprint into a working, committed codebase.
π€ Core Collaborating Agents¶
| Agent | Role |
|---|---|
Microservice Generator Agent |
Generates the microservice scaffold using ConnectSoft templates. |
Adapter Generator Agent |
Produces external interface adapters (HTTP, gRPC, messaging). |
Git Commit Agent |
Pushes the generated code to the appropriate Git repository with traceable commit messages. |
CleanArchitecture Validator Agent |
Ensures compliance with Clean Architecture rules and project structure. |
FeatureToggle Injection Agent |
Injects conditional logic based on edition or feature flags. |
π Agent Interaction Model¶
Microservice Generator Agentreceives full service blueprint and emits source folder.CleanArchitecture Validator Agentscans the generated scaffold for compliance.Adapter Generator Agentadds outbound adapters based on port/interface needs.FeatureToggle Injection Agentmodifies service logic for flags likemulti-tenant,audit, orhipaa-mode.Git Commit Agentprepares.gitignore,README.md, version files, and pushes to Git.
π§ Optional Agents (on-demand)¶
| Agent | Condition |
|---|---|
Edition Policy Agent |
Used if the service blueprint is tied to a specific edition. |
Security Adapter Generator |
Generates token/auth/claims logic for protected endpoints. |
Documentation Bootstrap Agent |
Starts initial MkDocs or OpenAPI structure for the service. |
The coordinator delegates responsibilities using skill calls, semantic prompts, or event-based contracts, ensuring services are assembled by a distributed mesh of AI workers, each specialized in a core area of software engineering.
System Prompt¶
The MicroserviceAssemblyCoordinator constructs a precise, structured prompt for the Microservice Generator Agent, allowing the agent to generate a full service scaffold based on Clean Architecture, DDD, and ConnectSoft standards.
The prompt includes domain model details, service structure, traceability metadata, and any applicable configuration constraints.
π§ Example System Prompt¶
```text You are the Microservice Generator Agent.
You must generate a full-stack .NET-based microservice using ConnectSoft Clean Architecture templates.
Service Information: - service_id: {{service_id}} - project_id: {{project_id}} - trace_id: {{trace_id}} - bounded_context: {{bounded_context_name}} - template_id: {{template_id}} - runtime_environment: {{runtimeEnvironment}} - domain_aggregates: {{aggregates[]}} - commands: {{commands[]}} - queries: {{queries[]}}
Clean Architecture Layers: - Application - Domain - Infrastructure - Contracts
Requirements: - Use the template {{template_id}} - Ensure project structure follows Clean Architecture - Include initial unit and integration tests - Commit files to: {{git_repo_url}}
Optional:
- If featureFlags are present, apply toggles during generation
- If edition_id is present, inject edition-specific structure
- Respond with file paths and scaffold summary in JSON
Respond with: { "service_id": "...", "repo": "...", "files_generated": [...], "status": "complete" } ````
π§ Dynamic Tags (Injected)¶
| Tag | Description |
|---|---|
{{service_id}} |
Target service identifier |
{{aggregates[]}} |
Aggregate root names from domain model |
{{template_id}} |
Scaffolding template version |
{{featureFlags}} |
Conditional toggles applied to logic |
{{git_repo_url}} |
Where the code should be committed |
This prompt ensures every scaffolded service is context-aware, traceable, and ready-to-build, enabling full autonomy of the software generation pipeline.
Process / Flow¶
The MicroserviceAssemblyCoordinator follows a well-defined orchestration sequence to ensure that each microservice is generated, validated, committed, and registered consistently across the software factory pipeline.
Below is the high-level execution flow executed per service.
π Step-by-Step Execution Flow¶
- Receive Triggers
- Wait for both
DevOpsArtifactsReadyandSolutionBlueprintGeneratedevents. - Extract
project_id,trace_id, service blueprint, and repo mappings.
- Wait for both
- Initialize Service Context
- Resolve the selected
template_id. - Tag service metadata with
edition_id,featureFlags, etc. - Validate Git repository target is provisioned and writable.
- Resolve the selected
- Invoke Microservice Generator Agent
- Generate the full scaffold using .NET-based Clean Architecture template.
- Apply folder structure, domain-layer separation, and shared settings.
- Run Clean Architecture Validation
- Ensure the output structure complies with ConnectSoft rules.
- Inject required project references and validation packages.
- Trigger Adapter Generation (if ports are defined)
- Delegate HTTP/gRPC/messaging ports to
Adapter Generator Agent.
- Delegate HTTP/gRPC/messaging ports to
- Apply Feature Flags or Edition Overrides
- Use
FeatureToggle Injection AgentorEdition Policy Agent.
- Use
- Commit to Git Repository
- Push scaffold to the designated repo via
Git Commit Agent. - Annotate with
project_id,service_id,trace_id, and semantic tags.
- Push scaffold to the designated repo via
- Emit
MicroserviceReadyForCI- Signal downstream coordinators to start CI/CD pipeline generation.
This process ensures services are scaffolded with full context, traceability, and readiness for continuous integration and delivery.
Process / Flow (Diagram)¶
The diagram below represents the sequence of interactions between the MicroserviceAssemblyCoordinator and its collaborating agents during the service generation lifecycle.
```mermaid sequenceDiagram participant Bootstrap as ProjectBootstrapOrchestrator participant Blueprint as SolutionBlueprintCoordinator participant Coord as MicroserviceAssemblyCoordinator participant Gen as Microservice Generator Agent participant Valid as CleanArchitecture Validator participant Adapters as Adapter Generator Agent participant Toggles as FeatureToggle Injection Agent participant Git as Git Commit Agent participant Pipeline as PipelineGenerator
Bootstrap->>Coord: DevOpsArtifactsReady
Blueprint->>Coord: SolutionBlueprintGenerated
Coord->>Gen: GenerateMicroservice(service_id, blueprint)
Gen-->>Coord: ScaffoldCompleted(files)
Coord->>Valid: ValidateStructure(service_id)
Valid-->>Coord: ValidationPassed
Coord->>Adapters: GenerateAdapters(service_id, ports)
Adapters-->>Coord: AdaptersGenerated
Coord->>Toggles: ApplyFeatureFlags(flags)
Toggles-->>Coord: FeatureFlagsApplied
Coord->>Git: CommitToRepository(service_id, repo_url)
Git-->>Coord: CommitSuccess
Coord-->>Pipeline: Emit MicroserviceReadyForCI
````
This orchestration ensures a modular, traceable, and repeatable generation process for any number of services in a ConnectSoft project β from blueprint to Git to CI readiness.
Knowledge & Blueprints Required¶
To correctly generate microservices aligned with Clean Architecture and domain-driven design, the MicroserviceAssemblyCoordinator consumes a rich set of structured blueprints and configuration knowledge.
These artifacts define the serviceβs purpose, structure, behavior, and integration patterns.
π Required Knowledge Inputs¶
| Artifact / Blueprint | Description |
|---|---|
ServiceBlueprint |
Defines service name, bounded context, purpose, ports, adapters, and input/output contracts. |
DomainModel.yaml |
YAML document that contains aggregates, entities, value objects, and domain logic structure. |
TemplateManifest.json |
Metadata about the selected .NET template (layers, folders, test projects, configuration defaults). |
AdapterBlueprints[] |
Optional: Definitions for outbound and inbound ports (e.g., REST controllers, gRPC services, message consumers). |
FeatureFlags[] |
Optional: Logical feature toggles to be injected in the scaffold (e.g., "multi-tenant", "audit"). |
EditionConfig.json |
Optional: Rules for tailoring the service structure to match the target edition (e.g., Essential, Enterprise). |
π§ Auxiliary Configuration Inputs¶
| Artifact | Description |
|---|---|
GitRepositoryMap |
Links each service_id to a pre-provisioned Git repo with the correct branch and permissions. |
RuntimeEnvironmentProfile |
Defines which environment the service will be deployed to first (dev, test, etc.) |
CommitTemplate.json |
Reusable Git commit messages, annotations, and semantic tagging rules. |
All required knowledge is aggregated and resolved before service generation begins. This enables the coordinator to generate fully autonomous microservices that conform to business, technical, and architectural policies from the start.
AI Skills and Plugins Used¶
The MicroserviceAssemblyCoordinator delegates service generation and post-processing tasks to specialized AI agents that use Semantic Kernel skills and plugins. These skills provide the programmable hooks into code generation, repository operations, validation, and conditional logic injection.
π€ Core Skills Utilized¶
| Skill / Plugin | Description |
|---|---|
TemplateSkill.GenerateScaffold |
Generates microservice structure based on Clean Architecture using the specified .NET template. |
ValidationSkill.CheckCleanArchitecture |
Validates folder structure, class separation, and references per Clean Architecture principles. |
AdapterSkill.GenerateRestEndpoint |
Adds REST controller or endpoint based on specified port interface. |
AdapterSkill.GenerateGrpcService |
Adds gRPC services with contracts and handlers if defined in blueprint. |
GitSkill.CommitFiles |
Commits generated scaffold to Git with traceability metadata. |
FeatureToggleSkill.InjectFlags |
Injects feature toggles and guards into relevant service logic. |
π§ Optional / Edition-Aware Skills¶
| Skill / Plugin | Trigger Condition |
|---|---|
EditionSkill.ApplyOverrides |
Applied when edition_id is present. |
SecuritySkill.GenerateAuthGuards |
Adds authentication and claims-check logic to endpoints. |
ObservabilitySkill.InjectTracing |
Embeds OpenTelemetry hooks and logging decorators. |
π Plugin Sources¶
- Most skills are built as ConnectSoft-specific Semantic Kernel plugins
- Can be executed locally or remotely (e.g., via Azure Function agents)
- Each plugin is trace-aware and injects
project_id,trace_id, andservice_idin responses
This modular AI skill system ensures the coordinator can rapidly adapt to changing architectural needs, while still enforcing consistency across 100s of microservices.
Human Intervention Hooks¶
Although the MicroserviceAssemblyCoordinator is designed for full automation, it provides key points where human oversight or approval can be introduced. These hooks ensure quality, allow for manual adjustments, and support compliance in regulated domains.
π§βπΌ Approval & Escalation Scenarios¶
| Hook Point | Trigger Condition |
|---|---|
ManualBlueprintConfirmationRequired |
If the ServiceBlueprint is missing required aggregates or has ambiguous boundaries. |
CleanArchitectureValidationFailed |
If the scaffolded code fails structure validation or contains critical project layout issues. |
EditionPolicyConflictDetected |
If the selected edition_id violates policy rules (e.g., incompatible features or contracts). |
GitCommitBlocked |
If the target repo is locked or commit permissions are missing. |
π Escalation Path¶
- The coordinator emits an event (e.g.,
MicroserviceAssemblyEscalated) - Includes full payload, reason for failure, and service context
- Routed to:
HumanApprovalEscalator- Notification group (e.g.,
dev-leads,qa-reviewers)
βοΈ Optional Manual Intervention Flags¶
| Flag | Description |
|---|---|
manualOverride: true |
Allows proceeding even when non-blocking validation fails. |
skipFeatureToggleInjection |
Skip dynamic logic injection for developer review. |
injectCustomTemplatePath |
Enables developers to supply an alternate template manually. |
π§ͺ Manual Review Dashboard (optional)¶
If enabled, assembled services can be paused for:
- Visual review in Git web interface
- Comment-based approval (e.g., /approve)
- Triggering downstream CI only after confirmation
These hooks allow the software factory to strike a balance between speed and scrutiny, particularly for high-value or regulated services.
Observability & Traceability¶
The MicroserviceAssemblyCoordinator emits comprehensive telemetry and trace metadata throughout the microservice generation lifecycle. These observability features ensure that every operation is measurable, auditable, and linked across the software factory pipeline.
π Metrics Emitted¶
| Metric Name | Type | Description |
|---|---|---|
service_assembly_duration_ms |
Timer | Time taken to scaffold, validate, and commit a microservice. |
services_generated_count |
Counter | Number of services successfully generated per orchestration cycle. |
clean_architecture_validation_failures |
Counter | Count of scaffolded services that failed validation checks. |
adapter_generation_failures |
Counter | Count of adapter generation attempts that failed. |
git_commit_success_rate |
Percentage | Ratio of successful Git pushes to total attempts. |
π§΅ Trace Metadata¶
| Field | Format | Purpose |
|---|---|---|
trace_id |
UUID | Correlates all operations across agents and pipelines. |
project_id |
UUID | Links microservice to project-wide telemetry. |
service_id |
string | Uniquely identifies the current service instance. |
coordinator_name |
string | Fixed: MicroserviceAssemblyCoordinator |
span_id |
UUID | Represents the internal operation span (e.g., scaffolding, validation). |
π‘ Log Targets & Event Streams¶
- Structured Logs sent to:
- Azure Application Insights
- OpenTelemetry collector
- Git repo activity feed (via CI/CD)
- Span logs include:
- Generated file count
- Commit hash
- Template version
- Validation status
- Feature flags used
π Tracing Integrations¶
| Target System | Trace Linked? |
|---|---|
| Git Commit History | β via commit message metadata |
| CI/CD Pipelines | β
via MicroserviceReadyForCI |
| Azure DevOps Boards | β via work item tags |
| Observability Dashboards | β
via trace_id overlays |
These traceability strategies enable real-time debugging, post-mortem analysis, and compliance-grade audit trails β essential for scalable software automation.
Configuration¶
The MicroserviceAssemblyCoordinator supports a range of configurable options that influence its orchestration logic, retry policies, template behavior, and edition-aware execution modes.
This allows teams to tailor service generation to project scale, compliance needs, and team preferences.
βοΈ YAML Configuration Schema¶
```yaml MicroserviceAssemblyCoordinator: retryLimit: 2 timeoutSeconds: 300 parallelism: 5 templateStrategy: defaultTemplateId: "cs-cleanarch-api-v1" allowTemplateOverride: true editionAware: true validation: enforceCleanArchitecture: true allowSkipWithFlag: false commit: commitPrefix: "feat(init):" requireSemanticTags: true observability: enableOpenTelemetry: true injectServiceTracing: true hooks: enableManualReviewFlag: true ````
π§ Key Settings Explained¶
| Key | Description |
|---|---|
retryLimit |
Number of retries for failed generation or Git operations. |
parallelism |
Number of services to generate concurrently. |
templateStrategy.defaultTemplateId |
Default template used if not provided in the service blueprint. |
editionAware |
If true, coordinator invokes edition-specific generation rules. |
validation.enforceCleanArchitecture |
Enables or disables post-generation validation. |
commit.commitPrefix |
Prefix for Git commit messages, e.g., feat(init):, chore(service):. |
observability.enableOpenTelemetry |
Activates OpenTelemetry hooks in generated code. |
hooks.enableManualReviewFlag |
Enables manual review control via blueprint or agent command. |
These configuration options are usually:
- Loaded from project-specific configuration files
- Dynamically injected by upstream coordinators (e.g.,
EditionPolicyCoordinator) - Validated at runtime before orchestration begins
This makes the coordinator highly modular, reusable, and safe across environments and industries.
Error Handling & Resilience¶
The MicroserviceAssemblyCoordinator implements robust resilience strategies to handle failures gracefully, ensure service consistency, and prevent disruption across the orchestration pipeline.
π Retry Mechanisms¶
| Failure Type | Retry Strategy |
|---|---|
| Service generation failure | Retry up to retryLimit times with exponential backoff |
| Git commit timeout or failure | Retry commit after validating repository state |
| Adapter generation error | Retry adapter scaffold independently if core scaffold succeeded |
| Validation failure (non-blocking) | Retry with optional override if allowSkipWithFlag = true |
π¨ Escalation & Fallbacks¶
| Failure Scenario | Fallback Action |
|---|---|
| Repeated generation failure | Emit MicroserviceAssemblyEscalated event with failure context |
| Invalid blueprint or missing template | Halt generation, trigger manual review via HumanApprovalEscalator |
| Clean architecture structure broken | Log validation details, send alert, and mark service as assembly_failed |
| Git push fails after all retries | Emit CommitFailureReported with trace metadata and snapshot |
π§ Internal State Flags¶
| Flag Name | Meaning |
|---|---|
assemblyStatus |
Can be pending, success, failed, or skipped |
manualReviewRequired |
True if human escalation was triggered |
partialAdaptersGenerated |
True if some but not all ports/adapters succeeded |
scaffoldRetryCount |
Tracks how many times generation was retried |
π Diagnostic Emissions¶
- Logs emitted to Application Insights include:
- Exception stack traces
- Trace ID and service ID
- Blueprint hash
- Template version
- Attempt count
These mechanisms ensure that the system is resilient to downstream failures, traceable for debugging, and auditable for governance, while minimizing disruptions to the full orchestration lifecycle.
Related Coordinators¶
The MicroserviceAssemblyCoordinator operates within a tightly integrated orchestration pipeline and relies on or supports the following coordinators to complete the full lifecycle of a microservice.
πΌ Upstream Coordinators (Dependencies)¶
| Coordinator | Role |
|---|---|
ProjectBootstrapOrchestrator |
Provisions Git repositories, pipelines, and DevOps artifacts required for code generation. |
SolutionBlueprintCoordinator |
Produces domain and service blueprints used to drive scaffold generation. |
EditionPolicyCoordinator |
Resolves edition-specific overlays and constraints that impact generation behavior. |
π½ Downstream Coordinators (Triggers)¶
| Coordinator | Role |
|---|---|
AdapterScaffoldCoordinator |
Completes implementation of outbound ports (e.g., REST, gRPC, messaging). |
PipelineGenerator |
Consumes MicroserviceReadyForCI event to bootstrap CI/CD pipelines. |
ObservabilityMapCoordinator |
Maps OpenTelemetry hooks and logging across all service layers. |
DocumentationSyncCoordinator |
Uses the scaffold to generate MkDocs/OpenAPI content. |
π Peer Coordinators (Optional Interop)¶
| Coordinator | Interaction |
|---|---|
SecretsAndIdentityPlanner |
Supplies secure credentials, token generation logic, and service identity metadata if required by the scaffold. |
HumanApprovalEscalator |
Receives escalated cases for manual review and approval. |
MultiServiceAssemblyController |
Orchestrates generation of multiple services in batches or by domain layer. |
These related coordinators form the assembly mesh, transforming design-time blueprints into deployable, observable, and policy-compliant microservices β autonomously.
Real-World Examples¶
Below are real-world examples from ConnectSoft platform projects where the MicroserviceAssemblyCoordinator was successfully used to autonomously generate production-grade microservices at scale.
π₯ Example: Multi-Tenant Insurance Claims Platform¶
Context: - SaaS product for insurance claims with strict regulatory and multi-tenant requirements. - Required 5 bounded contexts and 7 microservices.
Trigger:
- ProjectBootstrapOrchestrator provisioned repos.
- SolutionBlueprintCoordinator emitted domain model with claims, policy, and customer-profile contexts.
Execution Highlights:
- Generated the following services:
- claims-service
- policy-service
- notification-service
- document-service
- audit-log-service
- Used template: cs-cleanarch-api-v1
- Enabled adapters: REST, RabbitMQ consumers
- Feature flags: multi-tenant, audit, edition-aware
- Commits pushed to Git with trace metadata
- MicroserviceReadyForCI events emitted for each
Outcome: - All services scaffolded, validated, and committed within 18 minutes. - CI/CD pipelines started automatically. - No manual intervention required.
π§ͺ Example: Experimental Machine Learning Inference Microservice¶
Context: - R&D team building proof-of-concept for real-time ML model scoring.
Trigger:
- Single ml-inference-service blueprint defined by Vision Architect agent.
Execution Highlights:
- gRPC-based transport
- No persistence layer
- Used lightweight cs-cleanarch-grpc-lite template
- Single outbound adapter: model execution stub
- Git repo scaffolded and CI enabled in < 2 minutes
Outcome: - Fully validated and testable scaffold delivered autonomously - Observability and model health hooks included - Later promoted to production by converting blueprint to βhardenedβ status
These examples demonstrate the coordinatorβs ability to support both:
- Large-scale, policy-driven enterprise systems, and
- Lightweight R&D pipelines
...with equal automation, speed, and traceability.
Conclusion¶
The MicroserviceAssemblyCoordinator plays a pivotal role in the ConnectSoft AI Software Factory by transforming domain-driven blueprints into fully scaffolded, validated, and deployable microservices β all with zero manual intervention.
β¨ Why It Matters¶
- Accelerates software creation from weeks to minutes.
- Enforces Clean Architecture and ConnectSoft standards across every service.
- Enables CI/CD automation through downstream integration with pipeline generators.
- Adapts to edition-specific rules, feature flags, and dynamic blueprints.
- Supports traceability-first development, ensuring all outputs are linked to project and orchestration lineage.
- Operates at scale β whether for a single prototype or hundreds of bounded-context services.
β Success Criteria¶
A successful execution of this coordinator results in:
- Valid service blueprints translated into real, testable microservices.
- Services committed to Git with proper tagging, metadata, and semantic commits.
MicroserviceReadyForCIevents emitted, triggering the rest of the automation pipeline.- Observability, feature toggles, and adapters integrated as needed.
- No blocking manual steps unless escalations or policy conflicts occur.
This coordinator is central to ConnectSoftβs autonomous SaaS generation vision, bridging the gap between architecture design and real-world, shippable code β at industrial scale.