
Ioanna Armouti developed and maintained features for the grafana/mcp-grafana repository, focusing on backend tooling, API integration, and CI/CD automation. Over seven months, she delivered robust solutions such as end-to-end testing frameworks, dashboard management utilities, and OnCall incident tooling, using Go and Python to enhance reliability and observability. Her work included automating Docker image builds, refining error analysis with log pattern tools, and improving documentation for developer onboarding. By implementing context window management, JSONPath-based workflows, and automated test pipelines, Ioanna addressed maintainability and operational efficiency, demonstrating depth in backend development, DevOps practices, and technical writing throughout the project.

Month: 2025-10 — Grafana MCP: container CI/CD automation and tagging improvements. Key features delivered: - Automated Docker image build and artifact labeling: CI workflow builds and pushes images to Docker Hub, applies server identification label, and updates deployment artifacts. Commits: e7aa22c7d0780f4d4aba92db52f0fe059efff9a2; c23dfac206bea109b9f0596d6f8b4aba0fa22a07. Major bugs fixed: - Fix version tagging in Docker build workflow: Correct extraction of the image tag from the version variable to ensure accurate Docker image tagging. Commit: 82003f4b50f1243e4ced3cae7905ec738a68bb30. Impact: - Streamlined container delivery, improved traceability with deployment artifacts and server labels, enabling faster, safer releases. Technologies/skills demonstrated: - CI/CD automation, Docker, Docker Hub, image tagging, server labeling, version parsing, artifact management.
Month: 2025-10 — Grafana MCP: container CI/CD automation and tagging improvements. Key features delivered: - Automated Docker image build and artifact labeling: CI workflow builds and pushes images to Docker Hub, applies server identification label, and updates deployment artifacts. Commits: e7aa22c7d0780f4d4aba92db52f0fe059efff9a2; c23dfac206bea109b9f0596d6f8b4aba0fa22a07. Major bugs fixed: - Fix version tagging in Docker build workflow: Correct extraction of the image tag from the version variable to ensure accurate Docker image tagging. Commit: 82003f4b50f1243e4ced3cae7905ec738a68bb30. Impact: - Streamlined container delivery, improved traceability with deployment artifacts and server labels, enabling faster, safer releases. Technologies/skills demonstrated: - CI/CD automation, Docker, Docker Hub, image tagging, server labeling, version parsing, artifact management.
Month 2025-09: Delivered Alert Groups Management in Grafana OnCall for grafana/mcp-grafana, enabling listing, retrieving, and filtering of alert groups. Updated dependency to support these capabilities and added IRM tool documentation to the README. Work tracked via commits c4bffa7c41c5b3d335316dbda5d8009f63872f36 and 6f5054d5a3867171d7487e67455bb3a4603b18b8.
Month 2025-09: Delivered Alert Groups Management in Grafana OnCall for grafana/mcp-grafana, enabling listing, retrieving, and filtering of alert groups. Updated dependency to support these capabilities and added IRM tool documentation to the README. Work tracked via commits c4bffa7c41c5b3d335316dbda5d8009f63872f36 and 6f5054d5a3867171d7487e67455bb3a4603b18b8.
Monthly summary for 2025-08 focusing on Grafana MCP work. Delivered robust end-to-end testing enhancements and dashboard management improvements for grafana/mcp-grafana, with increased test reliability, better dashboard patching/updating capabilities, and an improved JSONPath-based workflow. These changes reduce flaky tests, speed up CI feedback, and enable more maintainable dashboard configurations.
Monthly summary for 2025-08 focusing on Grafana MCP work. Delivered robust end-to-end testing enhancements and dashboard management improvements for grafana/mcp-grafana, with increased test reliability, better dashboard patching/updating capabilities, and an improved JSONPath-based workflow. These changes reduce flaky tests, speed up CI feedback, and enable more maintainable dashboard configurations.
June 2025 monthly summary for grafana/mcp-grafana. Focused on aligning documentation with the product capabilities and improving developer onboarding. The key accomplishment this month was a targeted README refactor that clarifies MCP Server features and removes outdated/incomplete items, ensuring users see accurate, actionable capabilities. Commit reference: 7a2ef5285dec5a2e71f89a532d3b8af13356b667 (PR #156).
June 2025 monthly summary for grafana/mcp-grafana. Focused on aligning documentation with the product capabilities and improving developer onboarding. The key accomplishment this month was a targeted README refactor that clarifies MCP Server features and removes outdated/incomplete items, ensuring users see accurate, actionable capabilities. Commit reference: 7a2ef5285dec5a2e71f89a532d3b8af13356b667 (PR #156).
May 2025 monthly summary for grafana/mcp-grafana focused on enriching error analysis, enhancing dashboard visibility, and strengthening CI/CD reliability. Delivered targeted enhancements to ErrorPatternLogs to fetch example log lines per error pattern, limit examples with a constant, and include datasource context for richer investigations. Also introduced Grafana Dashboard Panel Inspector to retrieve panel-level details (title, query string, datasource) with tests, enabling faster dashboard troubleshooting. Implemented automated Python E2E testing workflows with fork-safety, including a fork-safe GitHub Actions workflow and updated Makefile for E2E targets, and hardened the process to skip cloud E2E tests in PRs from forks. These changes reduce mean time to resolution, improve data-driven debugging, and increase CI reliability for open-source contributions. Technologies/skills demonstrated include Python, GitHub Actions, E2E testing automation, test-driven development, Grafana data sources, and dashboard tooling.
May 2025 monthly summary for grafana/mcp-grafana focused on enriching error analysis, enhancing dashboard visibility, and strengthening CI/CD reliability. Delivered targeted enhancements to ErrorPatternLogs to fetch example log lines per error pattern, limit examples with a constant, and include datasource context for richer investigations. Also introduced Grafana Dashboard Panel Inspector to retrieve panel-level details (title, query string, datasource) with tests, enabling faster dashboard troubleshooting. Implemented automated Python E2E testing workflows with fork-safety, including a fork-safe GitHub Actions workflow and updated Makefile for E2E targets, and hardened the process to skip cloud E2E tests in PRs from forks. These changes reduce mean time to resolution, improve data-driven debugging, and increase CI reliability for open-source contributions. Technologies/skills demonstrated include Python, GitHub Actions, E2E testing automation, test-driven development, Grafana data sources, and dashboard tooling.
April 2025 monthly summary for grafana/mcp-grafana: Delivered substantial features and robustness improvements across OnCall tooling, incident management, and data reliability. Business value focused on streamlined on-call workflows, faster incident access, precise dashboard results, and clearer error messages, with enhanced observability through Sift tooling. Key outcomes include OnCall Tools with cloud test coverage and CI refactor, incident-by-ID retrieval with default listing limit, dashboard type filtering to exclude folders, datasource existence checks with explicit 404 handling, and Sift-based log analysis for slow requests. Documented improvements to tool descriptions for clarity.
April 2025 monthly summary for grafana/mcp-grafana: Delivered substantial features and robustness improvements across OnCall tooling, incident management, and data reliability. Business value focused on streamlined on-call workflows, faster incident access, precise dashboard results, and clearer error messages, with enhanced observability through Sift tooling. Key outcomes include OnCall Tools with cloud test coverage and CI refactor, incident-by-ID retrieval with default listing limit, dashboard type filtering to exclude folders, datasource existence checks with explicit 404 handling, and Sift-based log analysis for slow requests. Documented improvements to tool descriptions for clarity.
March 2025 performance summary for grafana/mcp-grafana: Delivered substantial Loki integration enhancements, client-side authentication capabilities, and repository maintenance that collectively improve data accessibility, security, and operator efficiency. Implemented end-to-end Loki data retrieval and endpoint utilities with tests and data wiring, consolidated time-range handling, and refined tooling for metric queries and default limits. Cleaned up test infrastructure and variable naming for Prometheus compatibility, and removed deprecated data sources alongside related cleanup tasks. Documented changes and reinforced code quality to support maintainability and faster onboarding.
March 2025 performance summary for grafana/mcp-grafana: Delivered substantial Loki integration enhancements, client-side authentication capabilities, and repository maintenance that collectively improve data accessibility, security, and operator efficiency. Implemented end-to-end Loki data retrieval and endpoint utilities with tests and data wiring, consolidated time-range handling, and refined tooling for metric queries and default limits. Cleaned up test infrastructure and variable naming for Prometheus compatibility, and removed deprecated data sources alongside related cleanup tasks. Documented changes and reinforced code quality to support maintainability and faster onboarding.
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