
Richard Herrmann contributed to smithy-lang/smithy-java by building and refining backend systems for API modeling, protocol handling, and developer tooling. He engineered features such as dynamic model bundling, schema-aware tool responses, and flexible client configuration, using Java and YAML to support robust AWS service integration. His work included enhancements to code generation, JSON schema handling, and telemetry pipelines, addressing both performance and maintainability. Richard’s technical approach emphasized correctness, configurability, and test coverage, with careful attention to resource management and extensibility. The depth of his contributions enabled more reliable, scalable, and developer-friendly workflows for Smithy-based Java projects.

September 2025 monthly summary for smithy-lang/smithy-java focusing on API and protocol improvements, input modeling enhancements, and header handling clarity. Delivered enhancements improve client interoperability, tooling consistency, and API predictability, while expanding test coverage and preserving backward compatibility.
September 2025 monthly summary for smithy-lang/smithy-java focusing on API and protocol improvements, input modeling enhancements, and header handling clarity. Delivered enhancements improve client interoperability, tooling consistency, and API predictability, while expanding test coverage and preserving backward compatibility.
Month: 2025-08 — Focused on enhancing Smithy Java code generation with a new prompts-driven customization approach and richer bundle metadata. No major bugs fixed this month. Overall impact includes improved automation potential, better metadata governance, and groundwork for more dynamic code-generation workflows across Java targets. Technologies demonstrated include runtime traits, CodeGenerationContext, PRELUDE_RUNTIME_TRAITS, and bundle metadata patterns.
Month: 2025-08 — Focused on enhancing Smithy Java code generation with a new prompts-driven customization approach and richer bundle metadata. No major bugs fixed this month. Overall impact includes improved automation potential, better metadata governance, and groundwork for more dynamic code-generation workflows across Java targets. Technologies demonstrated include runtime traits, CodeGenerationContext, PRELUDE_RUNTIME_TRAITS, and bundle metadata patterns.
July 2025 performance summary for smithy-lang/smithy-java: Delivered a Telemetry: CliMetrics Properties Map feature that adds a map to store string properties and ensures they are included when building and publishing telemetry data. This enhances observability by providing richer context for telemetry events and lays groundwork for property-driven analytics. No major bugs were fixed this month. Overall, the work strengthens the telemetry pipeline, improves data quality for monitoring, and demonstrates a focus on customer insights and actionable telemetry.
July 2025 performance summary for smithy-lang/smithy-java: Delivered a Telemetry: CliMetrics Properties Map feature that adds a map to store string properties and ensures they are included when building and publishing telemetry data. This enhances observability by providing richer context for telemetry events and lays groundwork for property-driven analytics. No major bugs were fixed this month. Overall, the work strengthens the telemetry pipeline, improves data quality for monitoring, and demonstrates a focus on customer insights and actionable telemetry.
June 2025 (2025-06) performance summary for smithy-lang/smithy-java: Key features delivered: - Nested tool description JSON schema improvements: enabled nested JSON structures (objects, arrays, primitives) and refactored schema handling to accurately describe complex input schemas. Commits include rendering nested members and supporting nested lists in tool descriptions. - Clean MCP configuration output: omitted the internal __type metadata to produce cleaner, more secure MCP output. - Simplified AWS service bundler service identification: assumption that any service with an SDK ID is the target AWS service, streamlining service discovery in the bundler. - MCP CLI improvements: show human-readable titles alongside MCP server identifiers in bundle list for better usability; default start-server behavior now launches Smithy-modeled bundles when no bundles are specified, improving the initial experience for Smithy projects. - Bundle and model tooling enhancements: bulk install multiple MCP bundles in one command; model bundling now detects Smithy and JSON formats with improved error messaging; client configuration updates and a server-start option for the tool bundle to increase flexibility. Major bugs fixed: - Prevent infinite recursion in tool schema generation by tracking visited shapes to avoid cycles and refining document type handling. - ResourceGenerator refactor to use map symbol references for identifiers and property definitions to improve correctness and consistency. Overall impact and accomplishments: - Substantial improvements in reliability, security, and developer experience for Smithy-based tooling. The changes reduce risk of schema generation loops, improve clarity of bundle operations, and streamline onboarding for Smithy projects. Multi-bundle installation and dynamic model detection accelerate deployment workflows and reduce manual steps, enabling faster delivery of capabilities to customers. Technologies and skills demonstrated: - Java-based Smithy tooling, JSON schema handling, MCP configuration management, and CLI UX enhancements. Demonstrated proficiency in refactoring for correctness, secure defaults (omitting sensitive __type metadata), dynamic model format detection, and multi-bundle orchestration.
June 2025 (2025-06) performance summary for smithy-lang/smithy-java: Key features delivered: - Nested tool description JSON schema improvements: enabled nested JSON structures (objects, arrays, primitives) and refactored schema handling to accurately describe complex input schemas. Commits include rendering nested members and supporting nested lists in tool descriptions. - Clean MCP configuration output: omitted the internal __type metadata to produce cleaner, more secure MCP output. - Simplified AWS service bundler service identification: assumption that any service with an SDK ID is the target AWS service, streamlining service discovery in the bundler. - MCP CLI improvements: show human-readable titles alongside MCP server identifiers in bundle list for better usability; default start-server behavior now launches Smithy-modeled bundles when no bundles are specified, improving the initial experience for Smithy projects. - Bundle and model tooling enhancements: bulk install multiple MCP bundles in one command; model bundling now detects Smithy and JSON formats with improved error messaging; client configuration updates and a server-start option for the tool bundle to increase flexibility. Major bugs fixed: - Prevent infinite recursion in tool schema generation by tracking visited shapes to avoid cycles and refining document type handling. - ResourceGenerator refactor to use map symbol references for identifiers and property definitions to improve correctness and consistency. Overall impact and accomplishments: - Substantial improvements in reliability, security, and developer experience for Smithy-based tooling. The changes reduce risk of schema generation loops, improve clarity of bundle operations, and streamline onboarding for Smithy projects. Multi-bundle installation and dynamic model detection accelerate deployment workflows and reduce manual steps, enabling faster delivery of capabilities to customers. Technologies and skills demonstrated: - Java-based Smithy tooling, JSON schema handling, MCP configuration management, and CLI UX enhancements. Demonstrated proficiency in refactoring for correctness, secure defaults (omitting sensitive __type metadata), dynamic model format detection, and multi-bundle orchestration.
In May 2025, smithy-java delivered a set of reliability and usability improvements that streamline server lifecycle management, simplify configuration, and strengthen AWS model handling. Key features include automatic loading of tool bundles, dynamic runtime updates, and registry support with improved shutdown behavior on client disconnect. The MCP CLI was renamed to mcp-registry to align naming. Proxy client identification was enhanced with a configurable userAgentAppId and a default mcp-proxy agent. When a single registry exists, it is auto-selected as default to reduce setup friction. AWS service integration was sharpened with SigV4 and SDK ID-based matching, a safe fallback to aws-json-1.0 for unsupported protocols, and corrected model bundle operation filtering. Additionally, PropertyDetails description became optional to accommodate more object creation scenarios.
In May 2025, smithy-java delivered a set of reliability and usability improvements that streamline server lifecycle management, simplify configuration, and strengthen AWS model handling. Key features include automatic loading of tool bundles, dynamic runtime updates, and registry support with improved shutdown behavior on client disconnect. The MCP CLI was renamed to mcp-registry to align naming. Proxy client identification was enhanced with a configurable userAgentAppId and a default mcp-proxy agent. When a single registry exists, it is auto-selected as default to reduce setup friction. AWS service integration was sharpened with SigV4 and SDK ID-based matching, a safe fallback to aws-json-1.0 for unsupported protocols, and corrected model bundle operation filtering. Additionally, PropertyDetails description became optional to accommodate more object creation scenarios.
In April 2025, Smithy Java delivered significant correctness improvements, enhanced configurability for per-request operations, and foundational support for AWS service bundles and proxy integrations. The team also advanced CI/module housekeeping to streamline future releases, setting a solid base for scalable, reliable client development.
In April 2025, Smithy Java delivered significant correctness improvements, enhanced configurability for per-request operations, and foundational support for AWS service bundles and proxy integrations. The team also advanced CI/module housekeeping to streamline future releases, setting a solid base for scalable, reliable client development.
March 2025: Implemented RPCv2 CBOR Document Type Support in smithy-lang/smithy-java. Extended CborDeserializer and CborSerializer to handle Document structures, enabling richer data serialization/deserialization. Updated build configuration and added tests to ensure correctness and regression safety. This delivers groundwork for broader Document-based data interchange and improves interoperability for clients using RPCv2 CBOR.
March 2025: Implemented RPCv2 CBOR Document Type Support in smithy-lang/smithy-java. Extended CborDeserializer and CborSerializer to handle Document structures, enabling richer data serialization/deserialization. Updated build configuration and added tests to ensure correctness and regression safety. This delivers groundwork for broader Document-based data interchange and improves interoperability for clients using RPCv2 CBOR.
December 2024 monthly summary (smithy-lang/smithy-java): Key features delivered and fixes focused on performance, reliability, and maintainability. Highlights include a new signing resource pool to optimize SigV4 signing, a bug fix to ensure signer closure occurs only after signing completes, and comprehensive code quality cleanup in the codegen module to improve maintainability and reduce unused imports.
December 2024 monthly summary (smithy-lang/smithy-java): Key features delivered and fixes focused on performance, reliability, and maintainability. Highlights include a new signing resource pool to optimize SigV4 signing, a bug fix to ensure signer closure occurs only after signing completes, and comprehensive code quality cleanup in the codegen module to improve maintainability and reduce unused imports.
November 2024 monthly summary focusing on stability, correctness, and performance improvements across smithy-lang/smithy and smithy-lang/smithy-java. The team delivered critical bug fixes, targeted refactors, and robustness improvements that reduce risk for upcoming feature work and improve test reliability, resource management, and codegen stability.
November 2024 monthly summary focusing on stability, correctness, and performance improvements across smithy-lang/smithy and smithy-lang/smithy-java. The team delivered critical bug fixes, targeted refactors, and robustness improvements that reduce risk for upcoming feature work and improve test reliability, resource management, and codegen stability.
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