awslabs/mcp
May 2025 – Feb 2026
7 Months active
Languages Used
MarkdownYAMLPythonBashJSONShellplaintext
Technical Skills
DocumentationAWSBoto3Code CoverageECSRefactoring
Matthew Goodman
PROFILE
Matthew Goodman
Matthew Goodman contributed to the awslabs/mcp repository by developing and enhancing the Amazon ECS MCP Server, focusing on backend reliability, deployment automation, and documentation clarity. He upgraded core dependencies, improved test coverage, and introduced dependency injection for AWS clients using Python and Boto3, which strengthened integration testing and maintainability. Matthew also refined installation and troubleshooting documentation with Markdown and MkDocs, streamlining onboarding and reducing support overhead. His work included implementing API enhancements, parameter validation, and proxy integrations, as well as establishing code ownership governance. These efforts resulted in a more robust, secure, and maintainable system supporting AWS containerized deployments.
Overall Statistics
Feature vs Bugs
92%Features
Repository Contributions
19Total
Bugs
1
Commits
19
Features
12
Lines of code
35,421
Activity Months7
Your Network
125 peopleWork History
February 2026
1 Commits • 1 Features
Feb 1, 2026February 2026 monthly summary for awslabs/mcp. Focused on upgrading the ECS MCP server to FastMCP 3.0.0 to enhance proxy registration and tool management. No major bugs fixed this month. Delivered a focused feature upgrade with clean commit history and clear attribution.
1 Commits • 1 Features
Feb 1, 2026February 2026 monthly summary for awslabs/mcp. Focused on upgrading the ECS MCP server to FastMCP 3.0.0 to enhance proxy registration and tool management. No major bugs fixed this month. Delivered a focused feature upgrade with clean commit history and clear attribution.
February 2026
December 2025
1 Commits • 1 Features
Dec 1, 2025December 2025: Focused on strengthening code ownership governance within the awslabs/mcp project. Delivered a governance update for ecs-mcp-server designating a dedicated code owner to improve accountability, review coverage, and compliance posture. The change reduces risk by clarifying ownership and accelerates PR reviews. The work was tracked under #1919 with commit 2c368b77907a63e5c7589a059e88ab2da33ae543.
December 2025
1 Commits • 1 Features
Dec 1, 2025December 2025: Focused on strengthening code ownership governance within the awslabs/mcp project. Delivered a governance update for ecs-mcp-server designating a dedicated code owner to improve accountability, review coverage, and compliance posture. The change reduces risk by clarifying ownership and accelerates PR reviews. The work was tracked under #1919 with commit 2c368b77907a63e5c7589a059e88ab2da33ae543.
November 2025
4 Commits • 2 Features
Nov 1, 20252025-11 monthly summary for awslabs/mcp: Delivered feature-level enhancements and reliability improvements with a focus on security/compliance, deployment efficiency, and documentation quality. Key contributions include exposure filtering for AWS Knowledge Tools, ECS Express Mode deployment support, and documentation navigation fixes. These work items improved tool appropriateness, streamlined container deployments, and reduced onboarding friction for new users and operators.
4 Commits • 2 Features
Nov 1, 20252025-11 monthly summary for awslabs/mcp: Delivered feature-level enhancements and reliability improvements with a focus on security/compliance, deployment efficiency, and documentation quality. Key contributions include exposure filtering for AWS Knowledge Tools, ECS Express Mode deployment support, and documentation navigation fixes. These work items improved tool appropriateness, streamlined container deployments, and reduced onboarding friction for new users and operators.
November 2025
September 2025
7 Commits • 4 Features
Sep 1, 2025September 2025 monthly summary for awslabs/mcp: Delivered key features for ECS MCP Server with improved testing, dependency upgrades enabling mount/proxy, AWS Knowledge MCP proxy integration, and documentation/test tooling enhancements. Resulted in stronger reliability, scalability, and faster QA cycles.
September 2025
7 Commits • 4 Features
Sep 1, 2025September 2025 monthly summary for awslabs/mcp: Delivered key features for ECS MCP Server with improved testing, dependency upgrades enabling mount/proxy, AWS Knowledge MCP proxy integration, and documentation/test tooling enhancements. Resulted in stronger reliability, scalability, and faster QA cycles.
August 2025
2 Commits • 2 Features
Aug 1, 2025Monthly performance summary for 2025-08 focusing on ECS MCP server installation reliability, troubleshooting documentation, and governance hygiene. Delivered targeted improvements to installation prerequisites, removed unsupported parameter from initialization, expanded troubleshooting docs, and updated CODEOWNERS to reflect current team, enabling faster reviews and improved stability.
2 Commits • 2 Features
Aug 1, 2025Monthly performance summary for 2025-08 focusing on ECS MCP server installation reliability, troubleshooting documentation, and governance hygiene. Delivered targeted improvements to installation prerequisites, removed unsupported parameter from initialization, expanded troubleshooting docs, and updated CODEOWNERS to reflect current team, enabling faster reviews and improved stability.
August 2025
June 2025
1 Commits • 1 Features
Jun 1, 2025June 2025 (2025-06) monthly summary for awslabs/mcp: Delivered a feature to strengthen ECS MCP Server quality via enhanced test coverage and AWS client dependency injection. "Key features delivered" include upgrading and expanding tests and enabling dependency injection for AWS clients across critical modules (fetch_network_configuration, fetch_service_events, fetch_task_failures, fetch_task_logs, and get_ecs_troubleshooting_guidance). There were no explicit major bug fixes reported this month; the focus was on test infrastructure and robustness. "Overall impact and accomplishments": Significantly improved reliability and maintainability of the ECS MCP Server, enabling faster feedback cycles, safer AWS integrations, and more stable deployments in production. "Technologies/skills demonstrated": test automation enhancement, dependency injection patterns, AWS client mocking, and improved CI readiness for awslabs/mcp.
June 2025
1 Commits • 1 Features
Jun 1, 2025June 2025 (2025-06) monthly summary for awslabs/mcp: Delivered a feature to strengthen ECS MCP Server quality via enhanced test coverage and AWS client dependency injection. "Key features delivered" include upgrading and expanding tests and enabling dependency injection for AWS clients across critical modules (fetch_network_configuration, fetch_service_events, fetch_task_failures, fetch_task_logs, and get_ecs_troubleshooting_guidance). There were no explicit major bug fixes reported this month; the focus was on test infrastructure and robustness. "Overall impact and accomplishments": Significantly improved reliability and maintainability of the ECS MCP Server, enabling faster feedback cycles, safer AWS integrations, and more stable deployments in production. "Technologies/skills demonstrated": test automation enhancement, dependency injection patterns, AWS client mocking, and improved CI readiness for awslabs/mcp.
May 2025
3 Commits • 1 Features
May 1, 2025Delivered MkDocs-driven documentation for the Amazon ECS MCP Server, including a new docs page and improved setup/config guidance to streamline deployment. Expanded and refined the repository README to clearly expose the ECS MCP Server, driving faster onboarding and reducing support load. No major code defects fixed this month; the primary accomplishments center on documentation quality and user enablement. Demonstrated skills in MkDocs, Markdown authoring, and documentation governance, aligning with product readiness and customer success initiatives.
3 Commits • 1 Features
May 1, 2025Delivered MkDocs-driven documentation for the Amazon ECS MCP Server, including a new docs page and improved setup/config guidance to streamline deployment. Expanded and refined the repository README to clearly expose the ECS MCP Server, driving faster onboarding and reducing support load. No major code defects fixed this month; the primary accomplishments center on documentation quality and user enablement. Demonstrated skills in MkDocs, Markdown authoring, and documentation governance, aligning with product readiness and customer success initiatives.
May 2025
Activity
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Quality Metrics
Correctness92.0%
Maintainability93.2%
Architecture92.0%
Performance88.4%
AI Usage24.2%
Skills & Technologies
Programming Languages
BashJSONMarkdownPythonShellYAMLplaintext
Technical Skills
API DesignAPI DevelopmentAPI IntegrationAPI developmentAWSAWS CloudFormationAWS CloudWatch LogsAWS EC2AWS ECRAWS ECSAWS ELBAWS ServicesBackend DevelopmentBash ScriptingBoto3
Repositories Contributed To
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