mcp-getgather/mcp-getgather
Jul 2025 – Mar 2026
8 Months active
Languages Used
YAMLHTMLJavaScriptMarkdownPythonShellBashTOML
Technical Skills
API IntegrationConfiguration ManagementData IntegrationWeb ScrapingAPI DevelopmentBackend Development
Kiran Prasad
PROFILE
Kiran Prasad
Kiran contributed to the mcp-getgather/mcp-getgather repository by engineering robust backend features and automation workflows that improved platform integration, browser session reliability, and deployment security. Over eight months, Kiran delivered modular integrations for multiple e-commerce brands, implemented browser automation with resource blocking and session management, and enhanced calendar and logging capabilities using Python, FastAPI, and Docker. Their work included security hardening, dynamic proxy handling, and CI/CD improvements, addressing both feature development and critical bug fixes. Kiran’s technical approach emphasized configuration-driven design, asynchronous programming, and observability, resulting in scalable, maintainable systems that reduced operational risk and improved developer experience.
Overall Statistics
Feature vs Bugs
78%Features
Repository Contributions
55Total
Bugs
8
Commits
55
Features
28
Lines of code
7,724
Activity Months8
Your Network
8 peopleSame Organization
@getgather.com1
Work History
March 2026
4 Commits • 1 Features
Mar 1, 2026March 2026 – Security hardening and reliability improvements for mcp-getgather/mcp-getgather. Focus areas: security hardening and remote-session reliability with targeted bug fixes and lifecycle improvements.
4 Commits • 1 Features
Mar 1, 2026March 2026 – Security hardening and reliability improvements for mcp-getgather/mcp-getgather. Focus areas: security hardening and remote-session reliability with targeted bug fixes and lifecycle improvements.
March 2026
February 2026
4 Commits • 3 Features
Feb 1, 2026February 2026 focused on improving reliability, configurability, and browser selection robustness in mcp-getgather/mcp-getgather. Delivered features to support location-based ChromeFleet proxy configuration, added data validation to prevent empty location data, improved Docker build reliability via host networking, and implemented a best-of-N browser selection strategy. These changes reduce failure modes, speed up CI, and improve overall decisioning in browser provisioning.
February 2026
4 Commits • 3 Features
Feb 1, 2026February 2026 focused on improving reliability, configurability, and browser selection robustness in mcp-getgather/mcp-getgather. Delivered features to support location-based ChromeFleet proxy configuration, added data validation to prevent empty location data, improved Docker build reliability via host networking, and implemented a best-of-N browser selection strategy. These changes reduce failure modes, speed up CI, and improve overall decisioning in browser provisioning.
January 2026
15 Commits • 6 Features
Jan 1, 2026January 2026 highlights for mcp-getgather/mcp-getgather: Key features delivered: - ChromeFleet integration with proxy support, extended CDP timeout, and robust proxy config; aligned with reference implementation. Commits include 50768d27, ea146b06, 85f1209d, 636b1ba9, 0d9b6910. - Zendriver safe tab closing to prevent orphaned tasks and improve resource management. Commit: c3b25418025b361c47c3b80305e48a6eb7632a83. - Fetch domain request interception enabling flexible request handling with proxy auth considerations. Commit: e1726eebf5b50966cef7b54b327c1a9dfc903fb5. - Page readiness wait for reliable interactions, ensuring UI automation acts on fully rendered pages. Commit: bf80ec49fc68f66604c4a7ba275be20ec659ecc6. - DevOps and Fly.io deployment improvements for smoother developer experience and healthier deployments. Commits: 7ab2f139bc12967a77b03bbfdfe2e09175feab27, 4a23853ad655679a2140ddb62ea668ec1d0bb280. Major bugs fixed: - X11 server integration robustness with availability checks and reduced DBus usage, improving reliability. Commit: 73e401c8a40d1c6ee8990a49c7f52c22f762ba46. - Logging overhaul with FastAPI integration, followed by restoration to preserve prior behavior and formatting. Commits: 4b4dc74e62d7f8eed123770990d13f6422388273, 989b5fd3760b70dbb16c2d6534913616100575e5, 8cf2c07cabeed196e8383f02e94126e79b7af96f. - BBC login stability testing: revert flaky test marking to stabilize BBC tool login tests. Commit: 02362858eba0e428ff612fac3b2f7bd010589b1a. Overall impact and accomplishments: - Substantial increase in reliability for browser automation (ChromeFleet), safer resource management (Zendriver), and more robust request handling (fetch domain). - Improved developer experience and deployment reliability through Fly.io workflows and CI hygiene, with better observability via structured logging. Technologies/skills demonstrated: - ChromeDevTools Protocol handling, proxy management, and timeout tuning. - Safe tab management and request interception techniques. - X11 server reliability patterns and DBus usage reduction. - FastAPI integration with structured logging and observability. - Fly.io deployment workflows and CI improvements.
15 Commits • 6 Features
Jan 1, 2026January 2026 highlights for mcp-getgather/mcp-getgather: Key features delivered: - ChromeFleet integration with proxy support, extended CDP timeout, and robust proxy config; aligned with reference implementation. Commits include 50768d27, ea146b06, 85f1209d, 636b1ba9, 0d9b6910. - Zendriver safe tab closing to prevent orphaned tasks and improve resource management. Commit: c3b25418025b361c47c3b80305e48a6eb7632a83. - Fetch domain request interception enabling flexible request handling with proxy auth considerations. Commit: e1726eebf5b50966cef7b54b327c1a9dfc903fb5. - Page readiness wait for reliable interactions, ensuring UI automation acts on fully rendered pages. Commit: bf80ec49fc68f66604c4a7ba275be20ec659ecc6. - DevOps and Fly.io deployment improvements for smoother developer experience and healthier deployments. Commits: 7ab2f139bc12967a77b03bbfdfe2e09175feab27, 4a23853ad655679a2140ddb62ea668ec1d0bb280. Major bugs fixed: - X11 server integration robustness with availability checks and reduced DBus usage, improving reliability. Commit: 73e401c8a40d1c6ee8990a49c7f52c22f762ba46. - Logging overhaul with FastAPI integration, followed by restoration to preserve prior behavior and formatting. Commits: 4b4dc74e62d7f8eed123770990d13f6422388273, 989b5fd3760b70dbb16c2d6534913616100575e5, 8cf2c07cabeed196e8383f02e94126e79b7af96f. - BBC login stability testing: revert flaky test marking to stabilize BBC tool login tests. Commit: 02362858eba0e428ff612fac3b2f7bd010589b1a. Overall impact and accomplishments: - Substantial increase in reliability for browser automation (ChromeFleet), safer resource management (Zendriver), and more robust request handling (fetch domain). - Improved developer experience and deployment reliability through Fly.io workflows and CI hygiene, with better observability via structured logging. Technologies/skills demonstrated: - ChromeDevTools Protocol handling, proxy management, and timeout tuning. - Safe tab management and request interception techniques. - X11 server reliability patterns and DBus usage reduction. - FastAPI integration with structured logging and observability. - Fly.io deployment workflows and CI improvements.
January 2026
December 2025
9 Commits • 4 Features
Dec 1, 2025December 2025 (2025-12) Monthly Summary for mcp-getgather/mcp-getgather. Focused on stabilizing proxy handling, improving navigation reliability, and elevating observability to support auditing and faster debugging. Delivered five core enhancements: dynamic proxy configuration loading, a bug fix ensuring IP checks occur before navigation, IP address logging for browser sessions, a comprehensive logging system upgrade with Loguru and Logfire, and enhanced page navigation reliability via DOMContentLoaded wait and a retry mechanism. These changes collectively reduce flaky proxy behavior, enable robust auditing, and improve automation reliability and operational transparency.
December 2025
9 Commits • 4 Features
Dec 1, 2025December 2025 (2025-12) Monthly Summary for mcp-getgather/mcp-getgather. Focused on stabilizing proxy handling, improving navigation reliability, and elevating observability to support auditing and faster debugging. Delivered five core enhancements: dynamic proxy configuration loading, a bug fix ensuring IP checks occur before navigation, IP address logging for browser sessions, a comprehensive logging system upgrade with Loguru and Logfire, and enhanced page navigation reliability via DOMContentLoaded wait and a retry mechanism. These changes collectively reduce flaky proxy behavior, enable robust auditing, and improve automation reliability and operational transparency.
October 2025
9 Commits • 5 Features
Oct 1, 2025October 2025 monthly performance summary for mcp-getgather/mcp-getgather. Delivered notable features enhancing privacy, UX, reliability, and deployment security, with strong business impact: improved page load performance via a centralized resource blocking system; streamlined authentication with simplified Amazon sign-in MFA; increased distillation stability with improved observability and test reliability; added pagination for Amazon MCP purchase history; and hardened deployments through Secret Manager integration and automated GCP setup.
9 Commits • 5 Features
Oct 1, 2025October 2025 monthly performance summary for mcp-getgather/mcp-getgather. Delivered notable features enhancing privacy, UX, reliability, and deployment security, with strong business impact: improved page load performance via a centralized resource blocking system; streamlined authentication with simplified Amazon sign-in MFA; increased distillation stability with improved observability and test reliability; added pagination for Amazon MCP purchase history; and hardened deployments through Secret Manager integration and automated GCP setup.
October 2025
September 2025
2 Commits
Sep 1, 2025September 2025 (2025-09) monthly summary for the mcp-getgather/mcp-getgather project. Delivered Linux Graphical Environment Robustness to stabilize headless GUI workflows by guarding browser launches with a DISPLAY check and hardening Xvfb initialization with xauth for secure display access. Implemented readiness checks to ensure GUI components are prepared before use, reducing flaky behavior in CI and automation.
September 2025
2 Commits
Sep 1, 2025September 2025 (2025-09) monthly summary for the mcp-getgather/mcp-getgather project. Delivered Linux Graphical Environment Robustness to stabilize headless GUI workflows by guarding browser launches with a DISPLAY check and hardening Xvfb initialization with xauth for secure display access. Implemented readiness checks to ensure GUI components are prepared before use, reducing flaky behavior in CI and automation.
August 2025
10 Commits • 8 Features
Aug 1, 2025Month: 2025-08 — Concise monthly summary of developer work focusing on key business-value deliverables, stability, and technical excellence. Key features delivered: - MCP Platform Integrations and Lifecycle Improvements: Adds Merchant Category Page integrations across Alltrails, Amain, Amazon, CNN, Shopee, and Tokopedia, and introduces a factory-based MCP startup lifecycle for reuse and efficiency. Commits: 81a93610a9ceab6433365180ae2d3df8d42ffff7; 11d8d78e4c657ad99296c6f6b2f8733f3cf7ecf8. - Public Access for EBIRD Tool: Enables unauthenticated browsing for EBIRD with new public browser profile handling. Commit: 742160e35a6ede08246bdc46d5f136adfbdc3938. - Robust Browser Session Management and Resource Blocking: Enhances browser session management across brands using BrowserProfile and browser_session contexts, and adds a configurable resource-blocking option to improve performance. Commits: 7b07b8e2b4aa1ad1152205a20737d4ca36abc24b; 5c36a05c08e4bf98965d8da1d4d7afc212fd2376. - Calendar Features: ICS/Google Calendar Integration and MCP Registration: Implements calendar event creation with ICS and Google Calendar links, timezone-aware parsing, reminders, and registers the calendar MCP for use. Commits: 9a66c86d3958090336ad23de8467d6b79f08e57e; 6f87dd162bf182098c0147ee14c35db78f5374c0. - Amazon Login Flexibility: Allows login using either email or phone number; updates prompts and errors accordingly. Commit: 89ddfb52fea8f6a94f317b5d6b0e612e90af7e7b. - Quickstart and GetGather Documentation Update: Adds a Quickstart section to README and reorganizes onboarding for GetGather users. Commit: 55e262428260706578029347eb1f1b94d25ec7f8. - Logging Enhancements: Improves logging for hosted link creation and status retrieval, including request details and improved base URL handling with proxy headers. Commit: baa981cafc5388c7e36d6caad1a6599812d5a250. Major bugs fixed / stability improvements: - Stabilized cross-brand browser sessions and improved performance via BrowserProfile and browser_session contexts, with a new resource-blocking toggle to reduce unnecessary resource loading. Commits: 7b07b8e2b4aa1ad1152205a20737d4ca36abc24b; 5c36a05c08e4bf98965d8da1d4d7afc212fd2376. - Resolved unauthenticated browsing constraints by enabling public EBIRD access. Commit: 742160e35a6ede08246bdc46d5f136adfbdc3938. - Enhanced observability and diagnostics through improved hosted link logging and base URL handling. Commit: baa981cafc5388c7e36d6caad1a6599812d5a250. Overall impact and accomplishments: - Expanded cross-market reach and modular platform capabilities, enabling faster onboarding and deployment for partner marketplaces with reusable startup lifecycles. Improved reliability and performance across browser automation, calendar workflows, and logging, delivering measurable time-to-value and reduced operational risk. Technologies and skills demonstrated: - Browser automation and session management (BrowserProfile, browser_session); resource blocking for performance. - Calendar integrations (ICS, Google Calendar) with timezone-aware handling. - Public access and authentication flow enhancements (EBIRD, Amazon login improvements). - Observability and logging enhancements (proxy headers, hosted link logs). - Documentation and onboarding improvements (README quickstart). - Cross-market integrations and modular architecture for scalable MCP deployments.
10 Commits • 8 Features
Aug 1, 2025Month: 2025-08 — Concise monthly summary of developer work focusing on key business-value deliverables, stability, and technical excellence. Key features delivered: - MCP Platform Integrations and Lifecycle Improvements: Adds Merchant Category Page integrations across Alltrails, Amain, Amazon, CNN, Shopee, and Tokopedia, and introduces a factory-based MCP startup lifecycle for reuse and efficiency. Commits: 81a93610a9ceab6433365180ae2d3df8d42ffff7; 11d8d78e4c657ad99296c6f6b2f8733f3cf7ecf8. - Public Access for EBIRD Tool: Enables unauthenticated browsing for EBIRD with new public browser profile handling. Commit: 742160e35a6ede08246bdc46d5f136adfbdc3938. - Robust Browser Session Management and Resource Blocking: Enhances browser session management across brands using BrowserProfile and browser_session contexts, and adds a configurable resource-blocking option to improve performance. Commits: 7b07b8e2b4aa1ad1152205a20737d4ca36abc24b; 5c36a05c08e4bf98965d8da1d4d7afc212fd2376. - Calendar Features: ICS/Google Calendar Integration and MCP Registration: Implements calendar event creation with ICS and Google Calendar links, timezone-aware parsing, reminders, and registers the calendar MCP for use. Commits: 9a66c86d3958090336ad23de8467d6b79f08e57e; 6f87dd162bf182098c0147ee14c35db78f5374c0. - Amazon Login Flexibility: Allows login using either email or phone number; updates prompts and errors accordingly. Commit: 89ddfb52fea8f6a94f317b5d6b0e612e90af7e7b. - Quickstart and GetGather Documentation Update: Adds a Quickstart section to README and reorganizes onboarding for GetGather users. Commit: 55e262428260706578029347eb1f1b94d25ec7f8. - Logging Enhancements: Improves logging for hosted link creation and status retrieval, including request details and improved base URL handling with proxy headers. Commit: baa981cafc5388c7e36d6caad1a6599812d5a250. Major bugs fixed / stability improvements: - Stabilized cross-brand browser sessions and improved performance via BrowserProfile and browser_session contexts, with a new resource-blocking toggle to reduce unnecessary resource loading. Commits: 7b07b8e2b4aa1ad1152205a20737d4ca36abc24b; 5c36a05c08e4bf98965d8da1d4d7afc212fd2376. - Resolved unauthenticated browsing constraints by enabling public EBIRD access. Commit: 742160e35a6ede08246bdc46d5f136adfbdc3938. - Enhanced observability and diagnostics through improved hosted link logging and base URL handling. Commit: baa981cafc5388c7e36d6caad1a6599812d5a250. Overall impact and accomplishments: - Expanded cross-market reach and modular platform capabilities, enabling faster onboarding and deployment for partner marketplaces with reusable startup lifecycles. Improved reliability and performance across browser automation, calendar workflows, and logging, delivering measurable time-to-value and reduced operational risk. Technologies and skills demonstrated: - Browser automation and session management (BrowserProfile, browser_session); resource blocking for performance. - Calendar integrations (ICS, Google Calendar) with timezone-aware handling. - Public access and authentication flow enhancements (EBIRD, Amazon login improvements). - Observability and logging enhancements (proxy headers, hosted link logs). - Documentation and onboarding improvements (README quickstart). - Cross-market integrations and modular architecture for scalable MCP deployments.
August 2025
July 2025
2 Commits • 1 Features
Jul 1, 2025July 2025 — Delivered the Multi-brand Platform Integrations Configuration feature for mcp-getgather/mcp-getgather. This work adds configuration files and setup to enable integration with multiple brands/platforms (Amazon, American Airlines, and others), including authentication steps, navigation flows, and data extraction parameters to support cross-brand data retrieval across e-commerce and service platforms. The implementation uses a configuration-driven approach to simplify onboarding of new brands and support scalable data collection, enabling faster onboarding and broader data visibility across brands.
July 2025
2 Commits • 1 Features
Jul 1, 2025July 2025 — Delivered the Multi-brand Platform Integrations Configuration feature for mcp-getgather/mcp-getgather. This work adds configuration files and setup to enable integration with multiple brands/platforms (Amazon, American Airlines, and others), including authentication steps, navigation flows, and data extraction parameters to support cross-brand data retrieval across e-commerce and service platforms. The implementation uses a configuration-driven approach to simplify onboarding of new brands and support scalable data collection, enabling faster onboarding and broader data visibility across brands.
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Quality Metrics
Correctness86.8%
Maintainability85.0%
Architecture83.2%
Performance81.0%
AI Usage22.6%
Skills & Technologies
Programming Languages
BashHTMLJavaScriptMarkdownPythonShellTOMLYAMLplaintext
Technical Skills
API DevelopmentAPI IntegrationAPI developmentAPI integrationAsynchronous ProgrammingBackend DevelopmentBrowser AutomationCI/CDCalendar IntegrationCloud InfrastructureConcurrency ControlConfiguration ManagementContinuous DeploymentData ExtractionData Integration
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