harness/mcp-server
Jul 2025 – Apr 2026
7 Months active
Languages Used
GoJSONplaintextTypeScript
Technical Skills
API IntegrationBackend DevelopmentCloud Cost ManagementAPI DevelopmentAWSConfiguration Management
Sandeepa Bhat
PROFILE
Sandeepa Bhat
Over seven months, contributed to harness/mcp-server by building and enhancing cloud cost management features focused on cost visibility, governance, and workflow reliability. Developed and integrated APIs for commitment coverage, EC2 analysis, and unit cost metrics using Go and TypeScript, supporting granular queries and multi-cloud scenarios. Improved backend reliability through targeted logging, refined prompt engineering for user interactions, and introduced CLI-based environment configuration with dotenv support. Enhanced code maintainability with consistent naming and readability improvements, while adding robust testing for new features. The work emphasized API development, backend engineering, and cloud cost optimization, enabling more accurate, actionable insights for users.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
15Total
Bugs
0
Commits
15
Features
11
Lines of code
2,323
Activity Months7
Your Network
410 peopleWork History
April 2026
4 Commits • 3 Features
Apr 1, 2026April 2026: Key features delivered in harness/mcp-server focused on cost management and configurability. Implemented Cost Category Tool enhancements with API updates, improved parsing, query parameter encoding fixes, and accountId support, with tests added to verify correctness. Delivered Unit Cost Metrics CRUD API to manage time-series cost data. Added Custom Environment File Support via CLI, enabling dotenv-based environment loading for easier configuration. These efforts improved cost governance accuracy, deployment readiness, and developer productivity, and showcase proficiency in API design, testing, and DevOps practices.
4 Commits • 3 Features
Apr 1, 2026April 2026: Key features delivered in harness/mcp-server focused on cost management and configurability. Implemented Cost Category Tool enhancements with API updates, improved parsing, query parameter encoding fixes, and accountId support, with tests added to verify correctness. Delivered Unit Cost Metrics CRUD API to manage time-series cost data. Added Custom Environment File Support via CLI, enabling dotenv-based environment loading for easier configuration. These efforts improved cost governance accuracy, deployment readiness, and developer productivity, and showcase proficiency in API design, testing, and DevOps practices.
April 2026
February 2026
1 Commits • 1 Features
Feb 1, 2026February 2026 monthly summary for harness/mcp-server. Delivered a targeted readability and consistency enhancement for the Service Now ticket creator related to CCM recommendations, establishing a clearer, safer code path for creating tickets and improving maintainability. No major bugs fixed this month. The work supports faster iteration on CCM workflows and reduces risk in ticket automation.
February 2026
1 Commits • 1 Features
Feb 1, 2026February 2026 monthly summary for harness/mcp-server. Delivered a targeted readability and consistency enhancement for the Service Now ticket creator related to CCM recommendations, establishing a clearer, safer code path for creating tickets and improving maintainability. No major bugs fixed this month. The work supports faster iteration on CCM workflows and reduces risk in ticket automation.
January 2026
1 Commits • 1 Features
Jan 1, 2026For 2026-01, I focused on reliability and performance improvements in harness/mcp-server. Delivered a feature to narrow the label keys time window to the last 7 days, enhancing data relevance and reducing timeout-related errors. Fixed the client used in commitment tool calls to stabilize commitments workflow. These changes, supported by targeted commits CCM-29526 and related updates, improved system reliability, user experience, and data freshness.
1 Commits • 1 Features
Jan 1, 2026For 2026-01, I focused on reliability and performance improvements in harness/mcp-server. Delivered a feature to narrow the label keys time window to the last 7 days, enhancing data relevance and reducing timeout-related errors. Fixed the client used in commitment tool calls to stabilize commitments workflow. These changes, supported by targeted commits CCM-29526 and related updates, improved system reliability, user experience, and data freshness.
January 2026
December 2025
1 Commits • 1 Features
Dec 1, 2025December 2025 monthly summary for harness/mcp-server. Delivered important improvements to Cloud Cost Management (CCM) prompts with a focus on multi-cloud query handling, clarified interaction flow, and ensured user confirmations are correctly sequenced. These changes reduce ambiguity in cost queries, improve decision speed, and align prompts with product guidelines. Also completed code quality refinements including UI polish (emoji removal, typography fixes) and prompt updates to support multi-cloud scenarios.
December 2025
1 Commits • 1 Features
Dec 1, 2025December 2025 monthly summary for harness/mcp-server. Delivered important improvements to Cloud Cost Management (CCM) prompts with a focus on multi-cloud query handling, clarified interaction flow, and ensured user confirmations are correctly sequenced. These changes reduce ambiguity in cost queries, improve decision speed, and align prompts with product guidelines. Also completed code quality refinements including UI polish (emoji removal, typography fixes) and prompt updates to support multi-cloud scenarios.
September 2025
1 Commits • 1 Features
Sep 1, 2025September 2025 monthly summary for harness/mcp-server focusing on observability and debugging improvements. Implemented CCM commitment analysis logging to enhance visibility into utilization data handling, enabling faster debugging and more reliable monitoring. The change is aligned with CCM-25456 and delivered with a traceable commit.
1 Commits • 1 Features
Sep 1, 2025September 2025 monthly summary for harness/mcp-server focusing on observability and debugging improvements. Implemented CCM commitment analysis logging to enhance visibility into utilization data handling, enabling faster debugging and more reliable monitoring. The change is aligned with CCM-25456 and delivered with a traceable commit.
September 2025
August 2025
6 Commits • 3 Features
Aug 1, 2025August 2025 monthly summary for harness/mcp-server: Deliveries focused on cost visibility, forecasting, and orchestrator reliability. Implemented EC2 Commitment Analysis with RI/Savings Plans insights, utilization breakdowns, and a Savings Estimator tool; introduced a daily utilization API for commitments. Added Commitment Coverage Grouping by type, instance family, and regions with context-aware follow-up prompts to generate actionable insights. Enhanced the CCM Orchestrator with system prompts, a detailed workflow for creating cost perspectives, and a modular orchestrator client to improve modularity and handling of array parameters. Fixed a critical issue in CCM tools around string array parameter handling to improve reliability. These efforts collectively improve cost optimization visibility, forecasting accuracy, and the maintainability of CCM workflows, enabling faster, data-driven decision making for cost management.
August 2025
6 Commits • 3 Features
Aug 1, 2025August 2025 monthly summary for harness/mcp-server: Deliveries focused on cost visibility, forecasting, and orchestrator reliability. Implemented EC2 Commitment Analysis with RI/Savings Plans insights, utilization breakdowns, and a Savings Estimator tool; introduced a daily utilization API for commitments. Added Commitment Coverage Grouping by type, instance family, and regions with context-aware follow-up prompts to generate actionable insights. Enhanced the CCM Orchestrator with system prompts, a detailed workflow for creating cost perspectives, and a modular orchestrator client to improve modularity and handling of array parameters. Fixed a critical issue in CCM tools around string array parameter handling to improve reliability. These efforts collectively improve cost optimization visibility, forecasting accuracy, and the maintainability of CCM workflows, enabling faster, data-driven decision making for cost management.
July 2025
1 Commits • 1 Features
Jul 1, 2025July 2025: Delivered Cloud Cost Management (CCM) commitment coverage retrieval in harness/mcp-server by introducing an API endpoint and a client function to fetch compute commitment coverage data. The feature supports date-range queries and optional filters for services and cloud accounts, with documentation updated in README. This enhances cost visibility and governance for CCM workloads with minimal surface-area change and clean integration with existing CCM workflows.
1 Commits • 1 Features
Jul 1, 2025July 2025: Delivered Cloud Cost Management (CCM) commitment coverage retrieval in harness/mcp-server by introducing an API endpoint and a client function to fetch compute commitment coverage data. The feature supports date-range queries and optional filters for services and cloud accounts, with documentation updated in README. This enhances cost visibility and governance for CCM workloads with minimal surface-area change and clean integration with existing CCM workflows.
July 2025
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Quality Metrics
Correctness88.6%
Maintainability85.4%
Architecture87.4%
Performance80.0%
AI Usage28.0%
Skills & Technologies
Programming Languages
GoJSONTypeScriptplaintext
Technical Skills
API DevelopmentAPI IntegrationAPI developmentAWSBackend DevelopmentCLI DevelopmentCloud Cost ManagementConfiguration ManagementData AnalysisData ProcessingEnvironment ConfigurationGoGo DevelopmentLoggingNode.js
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