awslabs/mcp
Apr 2025 – May 2025
2 Months active
Languages Used
MarkdownPythonTOMLHCL
Technical Skills
API DevelopmentAPI IntegrationAWSAWS CDKAWS Cost AnalysisBackend Development
Pranjali Bhandari
PROFILE
Pranjali Bhandari
Pranjal Bhatt contributed to the awslabs/mcp repository by developing a comprehensive AWS cost analysis suite and integrating Terraform service identification into the cost analysis server. Leveraging Python, AWS CDK, and Terraform, Pranjal engineered features for multi-source pricing, CSV report exports, and robust data handling to support serverless and pay-as-you-go models, including Amazon Bedrock. He also introduced a synthetic data generation server with safe Pandas execution and storage integration, accompanied by thorough documentation and testing. His work included targeted bug fixes, code refactoring, and expanded test coverage, demonstrating a strong focus on reliability, maintainability, and practical cloud cost management solutions.
Overall Statistics
Feature vs Bugs
88%Features
Repository Contributions
17Total
Bugs
1
Commits
17
Features
7
Lines of code
15,227
Activity Months2
Your Network
1494 people
Work History
May 2025
4 Commits • 3 Features
May 1, 2025May 2025 highlights for awslabs/mcp: Implemented Terraform AWS Service Identification integrated into the cost analysis server; launched Synthetic Data Generation Server under the MCP framework with tests, documentation, and a refactor; enhanced Cost Analysis documentation with practical use cases. Also addressed a regex pattern bug in the synthetic data server to improve reliability and cost estimation accuracy.
4 Commits • 3 Features
May 1, 2025May 2025 highlights for awslabs/mcp: Implemented Terraform AWS Service Identification integrated into the cost analysis server; launched Synthetic Data Generation Server under the MCP framework with tests, documentation, and a refactor; enhanced Cost Analysis documentation with practical use cases. Also addressed a regex pattern bug in the synthetic data server to improve reliability and cost estimation accuracy.
May 2025
April 2025
13 Commits • 4 Features
Apr 1, 2025April 2025 monthly summary for awslabs/mcp: Delivered a comprehensive Cost Analysis suite and related improvements to enable proactive cost management for AWS workloads, including serverless and pay-as-you-go models, with multi-source pricing (including Amazon Bedrock). Strengthened reporting capabilities with CSV export and explicit cost estimates, and improved reliability through robust data handling. Expanded documentation, environment readiness, and CLI usability to streamline deployment and operations. Implemented targeted testing and QA for the CDK analyzer to raise quality and reduce regressions.
April 2025
13 Commits • 4 Features
Apr 1, 2025April 2025 monthly summary for awslabs/mcp: Delivered a comprehensive Cost Analysis suite and related improvements to enable proactive cost management for AWS workloads, including serverless and pay-as-you-go models, with multi-source pricing (including Amazon Bedrock). Strengthened reporting capabilities with CSV export and explicit cost estimates, and improved reliability through robust data handling. Expanded documentation, environment readiness, and CLI usability to streamline deployment and operations. Implemented targeted testing and QA for the CDK analyzer to raise quality and reduce regressions.
Activity
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Quality Metrics
Correctness92.4%
Maintainability91.2%
Architecture89.0%
Performance83.0%
AI Usage22.2%
Skills & Technologies
Programming Languages
HCLMarkdownPythonTOML
Technical Skills
API DevelopmentAPI IntegrationAPI RefactoringAWSAWS CDKAWS Cost AnalysisBackend DevelopmentBoto3CDKCI/CDCSV FormattingCloud Cost AnalysisCloud Integration (AWS S3)Code AnalysisCode Formatting
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