mcp-getgather/mcp-getgather
Jul 2025 – Jun 2026
12 Months active
Languages Used
MarkdownMermaidPythonShellBashDockerfileHTMLJavaScript
Technical Skills
API DevelopmentBackend DevelopmentDependency ManagementDiagrammingDockerDocumentation
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PROFILE
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Over the past year, contributed to the mcp-getgather/mcp-getgather repository by building scalable backend systems and robust API integrations focused on automation, authentication, and distributed browser management. Leveraged Python, FastAPI, and Docker to deliver features such as OAuth-based authentication, distributed concurrency control, and unified browser backends with on-demand sandboxes. Enhanced observability and reliability through Logfire-based tracing, OpenTelemetry, and improved logging. Streamlined CI/CD pipelines and automated testing using GitHub Actions and Playwright, while maintaining strong documentation and configuration management. These efforts improved deployment stability, reduced operational risk, and enabled high-throughput, multi-environment support for complex web automation and data extraction workflows.
Overall Statistics
Feature vs Bugs
82%Features
Repository Contributions
105Total
Bugs
14
Commits
105
Features
63
Lines of code
36,102
Activity Months12
Your Network
7 peopleWork History
June 2026
5 Commits • 3 Features
Jun 1, 2026June 2026 performance summary for mcp-getgather/mcp-getgather focused on consolidating browser backends, hardening test reliability, and boosting runtime throughput. Delivered a unified Daytona-backed browser backend with on-demand sandboxes, integrated into CI/CD for multi-environment deployments, while maintaining existing Podman and Fleet backends. Strengthened health checks with ephemeral sandboxes and automatic cleanup to prevent hostname collisions. Standardized automated test locators using data-testid attributes across patterns to improve Playwright reliability. Increased HTTP service concurrency soft limit from 5 to 20 to improve support for multiple simultaneous requests. Expanded test coverage with Daytona e2e tests and a cross-backend test matrix in CI to ensure stability across podman and daytona backends. Overall, these changes reduce runtime failures, accelerate health checks, and enable safer, scalable deployments across environments.
5 Commits • 3 Features
Jun 1, 2026June 2026 performance summary for mcp-getgather/mcp-getgather focused on consolidating browser backends, hardening test reliability, and boosting runtime throughput. Delivered a unified Daytona-backed browser backend with on-demand sandboxes, integrated into CI/CD for multi-environment deployments, while maintaining existing Podman and Fleet backends. Strengthened health checks with ephemeral sandboxes and automatic cleanup to prevent hostname collisions. Standardized automated test locators using data-testid attributes across patterns to improve Playwright reliability. Increased HTTP service concurrency soft limit from 5 to 20 to improve support for multiple simultaneous requests. Expanded test coverage with Daytona e2e tests and a cross-backend test matrix in CI to ensure stability across podman and daytona backends. Overall, these changes reduce runtime failures, accelerate health checks, and enable safer, scalable deployments across environments.
June 2026
May 2026
1 Commits • 1 Features
May 1, 2026May 2026 monthly summary for mcp-getgather/mcp-getgather: Delivered distributed concurrency control to improve load distribution during high-traffic periods, implemented cross-machine fan-out of request bursts, and tuned proxy concurrency settings to prevent single-node saturation. Result: higher throughput, reduced latency spikes, and improved scalability for bursty MCP tool calls. This work aligns with cross-repo reliability initiatives (companion to gather-engineering/flyfleet#149).
May 2026
1 Commits • 1 Features
May 1, 2026May 2026 monthly summary for mcp-getgather/mcp-getgather: Delivered distributed concurrency control to improve load distribution during high-traffic periods, implemented cross-machine fan-out of request bursts, and tuned proxy concurrency settings to prevent single-node saturation. Result: higher throughput, reduced latency spikes, and improved scalability for bursty MCP tool calls. This work aligns with cross-repo reliability initiatives (companion to gather-engineering/flyfleet#149).
April 2026
4 Commits • 3 Features
Apr 1, 2026April 2026: Delivered three focused improvements for mcp-getgather that enhance reliability, streamline authentication, and strengthen observability. These efforts improve user experience, reduce operational risk, and accelerate debugging for future iterations.
4 Commits • 3 Features
Apr 1, 2026April 2026: Delivered three focused improvements for mcp-getgather that enhance reliability, streamline authentication, and strengthen observability. These efforts improve user experience, reduce operational risk, and accelerate debugging for future iterations.
April 2026
March 2026
5 Commits • 3 Features
Mar 1, 2026March 2026: Focused on stability, scalability, and user experience across the MCP platform. Delivered key features and reliability improvements that drive business value: smoother Doordash sign-in, scalable deployment through stateless MCP, and more resilient ChromeFleet interactions, resulting in higher availability and improved throughput.
March 2026
5 Commits • 3 Features
Mar 1, 2026March 2026: Focused on stability, scalability, and user experience across the MCP platform. Delivered key features and reliability improvements that drive business value: smoother Doordash sign-in, scalable deployment through stateless MCP, and more resilient ChromeFleet interactions, resulting in higher availability and improved throughput.
February 2026
5 Commits • 4 Features
Feb 1, 2026February 2026 monthly summary for mcp-getgather/mcp-getgather: Expanded MCP capabilities with DoorDash orders retrieval, enhanced authentication and testing security, improved observability, and streamlined deployment for Remotebrowser. Business value delivered: extended delivery-service coverage and faster, more secure testing; technical accomplishments include distributed tracing via Logfire+HTTPX, browser_id alignment, and simplified deployment workflow. No major customer-facing defects observed; focus on stability, reliability, and maintainability.
5 Commits • 4 Features
Feb 1, 2026February 2026 monthly summary for mcp-getgather/mcp-getgather: Expanded MCP capabilities with DoorDash orders retrieval, enhanced authentication and testing security, improved observability, and streamlined deployment for Remotebrowser. Business value delivered: extended delivery-service coverage and faster, more secure testing; technical accomplishments include distributed tracing via Logfire+HTTPX, browser_id alignment, and simplified deployment workflow. No major customer-facing defects observed; focus on stability, reliability, and maintainability.
February 2026
January 2026
7 Commits • 2 Features
Jan 1, 2026January 2026 performance highlights for mcp-getgather/mcp-getgather. Focused on delivering a secure, scalable authentication flow, stabilizing proxy loading, and reducing technical debt through codebase cleanup and improved logging. Key outcomes include a Google OAuth-based authentication system with first-party app support and Redis-backed token storage; a fix for proxy.yaml path resolution; and comprehensive configuration/logging improvements that enhance reliability and maintainability across the codebase. This set of changes strengthens security, accelerates feature delivery, and reduces production troubleshooting.
January 2026
7 Commits • 2 Features
Jan 1, 2026January 2026 performance highlights for mcp-getgather/mcp-getgather. Focused on delivering a secure, scalable authentication flow, stabilizing proxy loading, and reducing technical debt through codebase cleanup and improved logging. Key outcomes include a Google OAuth-based authentication system with first-party app support and Redis-backed token storage; a fix for proxy.yaml path resolution; and comprehensive configuration/logging improvements that enhance reliability and maintainability across the codebase. This set of changes strengthens security, accelerates feature delivery, and reduces production troubleshooting.
December 2025
1 Commits • 1 Features
Dec 1, 2025December 2025: Focused on stability and developer experience for MCP by restoring the API documentation endpoint. Reinstated /api/docs-mcp, enabling MCP-facing apps to access current docs and reducing integration time. Work completed with minimal risk, leveraging a targeted code fix rather than broad changes. No major bugs reported this month; priority was on documentation reliability and maintainability of MCP tooling.
1 Commits • 1 Features
Dec 1, 2025December 2025: Focused on stability and developer experience for MCP by restoring the API documentation endpoint. Reinstated /api/docs-mcp, enabling MCP-facing apps to access current docs and reducing integration time. Work completed with minimal risk, leveraging a targeted code fix rather than broad changes. No major bugs reported this month; priority was on documentation reliability and maintainability of MCP tooling.
December 2025
November 2025
4 Commits • 3 Features
Nov 1, 2025November 2025 monthly summary for mcp-getgather/mcp-getgather focused on container capability enhancements, reliability improvements, and observability gains. These changes strengthened deployment robustness, navigation reliability in automated flows, and debugging capabilities for the FastAPI-based Logfire integration, delivering clear business value in deployment reproducibility, user experience consistency, and operational visibility.
November 2025
4 Commits • 3 Features
Nov 1, 2025November 2025 monthly summary for mcp-getgather/mcp-getgather focused on container capability enhancements, reliability improvements, and observability gains. These changes strengthened deployment robustness, navigation reliability in automated flows, and debugging capabilities for the FastAPI-based Logfire integration, delivering clear business value in deployment reproducibility, user experience consistency, and operational visibility.
October 2025
4 Commits • 2 Features
Oct 1, 2025October 2025 performance summary for mcp-getgather/mcp-getgather: Delivered security enhancements, improved observability, and UX improvements across APIs, with end-to-end tracing and consistent endpoint behavior. Key work includes Bearer token authentication, Logfire-based distributed tracing, and URL normalization for /mcp endpoints. These changes reduce risk, improve incident response, and boost user experience for API consumers.
4 Commits • 2 Features
Oct 1, 2025October 2025 performance summary for mcp-getgather/mcp-getgather: Delivered security enhancements, improved observability, and UX improvements across APIs, with end-to-end tracing and consistent endpoint behavior. Key work includes Bearer token authentication, Logfire-based distributed tracing, and URL normalization for /mcp endpoints. These changes reduce risk, improve incident response, and boost user experience for API consumers.
October 2025
September 2025
24 Commits • 18 Features
Sep 1, 2025September 2025 monthly summary for mcp-getgather/mcp-getgather: Delivered API schema automation, code quality improvements, authentication integration, multi-user mode enhancements, data persistence enhancements, and stability improvements. This work accelerates client onboarding, reduces maintenance costs, and improves runtime reliability and scalability.
September 2025
24 Commits • 18 Features
Sep 1, 2025September 2025 monthly summary for mcp-getgather/mcp-getgather: Delivered API schema automation, code quality improvements, authentication integration, multi-user mode enhancements, data persistence enhancements, and stability improvements. This work accelerates client onboarding, reduces maintenance costs, and improves runtime reliability and scalability.
August 2025
41 Commits • 19 Features
Aug 1, 2025August 2025 monthly summary for mcp-getgather/mcp-getgather: Focused on delivering high-value features while strengthening CI/CD, deployment reliability, and product scalability. Key patterns included streamlined MCP workflows, expanded catalog specs, and improved observability and deployment hygiene. The work supports faster, more reliable releases and easier operations across teams.
41 Commits • 19 Features
Aug 1, 2025August 2025 monthly summary for mcp-getgather/mcp-getgather: Focused on delivering high-value features while strengthening CI/CD, deployment reliability, and product scalability. Key patterns included streamlined MCP workflows, expanded catalog specs, and improved observability and deployment hygiene. The work supports faster, more reliable releases and easier operations across teams.
August 2025
July 2025
4 Commits • 4 Features
Jul 1, 2025July 2025: Key features delivered, critical robustness fixes, and architecture clarity for mcp-getgather/mcp-getgather. Focused on reducing config complexity, enabling in-container desktop streaming, improving visibility detection robustness, and documenting architecture for faster onboarding. Business impact: reduced maintenance burden, improved demo capabilities, and more reliable UI element detection under varying conditions.
July 2025
4 Commits • 4 Features
Jul 1, 2025July 2025: Key features delivered, critical robustness fixes, and architecture clarity for mcp-getgather/mcp-getgather. Focused on reducing config complexity, enabling in-container desktop streaming, improving visibility detection robustness, and documenting architecture for faster onboarding. Business impact: reduced maintenance burden, improved demo capabilities, and more reliable UI element detection under varying conditions.
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Quality Metrics
Correctness88.4%
Maintainability87.6%
Architecture85.2%
Performance82.0%
AI Usage25.4%
Skills & Technologies
Programming Languages
BashCSSDockerfileHTMLJavaScriptMarkdownMermaidPythonSVGShell
Technical Skills
API DesignAPI DevelopmentAPI DocumentationAPI IntegrationAPI SecurityAPI TestingAPI developmentAPI integrationAsset ManagementAsynchronous ProgrammingAuthenticationAuthentication Flow ManagementAutomationBackend DevelopmentBrowser Automation
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