rivenmedia/riven
Nov 2024 – Jan 2026
12 Months active
Languages Used
IniPythonSQLMakefileTOMLDockerfileMarkdownYAML
Technical Skills
API DevelopmentAPI IntegrationBackend DevelopmentCode RefactoringConfiguration ManagementData Modeling
Spoked
PROFILE
Spoked
Dreu Lavelle spent twelve months engineering backend systems for the rivenmedia/riven repository, focusing on robust API development, data integration, and media management. He delivered features such as ID-based media identification, calendar and logging enhancements, and reindexing flows, while also addressing reliability through targeted bug fixes and database migrations. Using Python, SQLAlchemy, and Docker, Dreu improved data modeling, error handling, and deployment workflows, ensuring accurate metadata propagation and secure, maintainable releases. His work demonstrated depth in backend architecture, from dependency management to observability, resulting in a platform with enhanced data integrity, operational stability, and streamlined integration for downstream services.
Overall Statistics
Feature vs Bugs
45%Features
Repository Contributions
100Total
Bugs
35
Commits
100
Features
29
Lines of code
12,957
Activity Months12
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8 peopleShared Repositories
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Work History
January 2026
1 Commits • 1 Features
Jan 1, 2026Monthly performance summary for 2026-01 focused on the riven repository (rivenmedia/riven). The work centered on improving observability and reliability for the Torrentio service, with a concrete feature delivery and a targeted logging fix that supports faster incident response and reduced downtime.
1 Commits • 1 Features
Jan 1, 2026Monthly performance summary for 2026-01 focused on the riven repository (rivenmedia/riven). The work centered on improving observability and reliability for the Torrentio service, with a concrete feature delivery and a targeted logging fix that supports faster incident response and reduced downtime.
January 2026
November 2025
6 Commits • 3 Features
Nov 1, 2025November 2025 development sprint focused on strengthening media item lifecycle, calendar visibility, data integrity, and security. Delivered five critical updates across the riven project: implemented update_ongoing for media item status tracking; enhanced calendar with last_state and completed-item visibility; fixed downloader metadata parsing; added a safe JSON metadata normalization migration for PostgreSQL/SQLite; and updated dependencies for security and compatibility. These changes improve item state accuracy, user-facing calendar insights, metadata reliability across databases, and overall security posture.
November 2025
6 Commits • 3 Features
Nov 1, 2025November 2025 development sprint focused on strengthening media item lifecycle, calendar visibility, data integrity, and security. Delivered five critical updates across the riven project: implemented update_ongoing for media item status tracking; enhanced calendar with last_state and completed-item visibility; fixed downloader metadata parsing; added a safe JSON metadata normalization migration for PostgreSQL/SQLite; and updated dependencies for security and compatibility. These changes improve item state accuracy, user-facing calendar insights, metadata reliability across databases, and overall security posture.
October 2025
14 Commits • 4 Features
Oct 1, 2025Month: 2025-10 — Monthly summary for riven project highlighting features delivered, bugs fixed, impact, and technical skills demonstrated. Key features delivered: - Media Item Identification and Scraper Accuracy Enhancements: Implemented ID-based media identification using TMDB IDs for movies and TVDB IDs for shows; improved scraper accuracy by prioritizing correct IDs; default the RTN scraper to the best ranking model to enhance reliability. - API Enhancements and Data Richness: Extended API to expose richer item data and calendar information, including IDs, TVDB IDs, titles, types, and air times. - Release Engineering and Dependencies: Prepared for major release with Python 3.13 upgrade, CI/CD improvements, and follow-on dependency updates to keep the project current and secure; finalized versioning to 1.0.0 and updated critical dependencies (RTN and Parsett). - Documentation and Data Layout Cleanup: Removed outdated ElfHosted docs and simplified season/episode directory naming for consistency. Major bugs fixed: - MediaItem Rating Attribute: Corrected attribute naming from self.rating to rating to ensure data consistency. - Calendar/API stability: Updated calendar endpoint and clarified explicit request flows to avoid indexing guesswork; migrated to stable ID-based scraping workflow (TVDB/TMDB) and defaulted to the best profile for scraping reliability. Overall impact and accomplishments: - Substantial improvements in data accuracy, reliability, and API richness; strengthened release readiness and maintenance posture; reduced data drift and improved developer experience for integrations. Technologies/skills demonstrated: - Python 3.13 adoption, modernized dependency management, CI/CD enhancements, API design and data modeling with IDs, and robust scraping practices.
14 Commits • 4 Features
Oct 1, 2025Month: 2025-10 — Monthly summary for riven project highlighting features delivered, bugs fixed, impact, and technical skills demonstrated. Key features delivered: - Media Item Identification and Scraper Accuracy Enhancements: Implemented ID-based media identification using TMDB IDs for movies and TVDB IDs for shows; improved scraper accuracy by prioritizing correct IDs; default the RTN scraper to the best ranking model to enhance reliability. - API Enhancements and Data Richness: Extended API to expose richer item data and calendar information, including IDs, TVDB IDs, titles, types, and air times. - Release Engineering and Dependencies: Prepared for major release with Python 3.13 upgrade, CI/CD improvements, and follow-on dependency updates to keep the project current and secure; finalized versioning to 1.0.0 and updated critical dependencies (RTN and Parsett). - Documentation and Data Layout Cleanup: Removed outdated ElfHosted docs and simplified season/episode directory naming for consistency. Major bugs fixed: - MediaItem Rating Attribute: Corrected attribute naming from self.rating to rating to ensure data consistency. - Calendar/API stability: Updated calendar endpoint and clarified explicit request flows to avoid indexing guesswork; migrated to stable ID-based scraping workflow (TVDB/TMDB) and defaulted to the best profile for scraping reliability. Overall impact and accomplishments: - Substantial improvements in data accuracy, reliability, and API richness; strengthened release readiness and maintenance posture; reduced data drift and improved developer experience for integrations. Technologies/skills demonstrated: - Python 3.13 adoption, modernized dependency management, CI/CD enhancements, API design and data modeling with IDs, and robust scraping practices.
October 2025
September 2025
1 Commits
Sep 1, 2025Month 2025-09 (riven) focused on stabilizing the database reinitialization workflow. Delivered a critical bug fix to ensure complete item processing after reinit, reinforcing data integrity and reducing post-reinit remediation. Demonstrated strong debugging, code cleanup, and edge-case handling, with targeted changes to the processing path and a clear commit trail.
September 2025
1 Commits
Sep 1, 2025Month 2025-09 (riven) focused on stabilizing the database reinitialization workflow. Delivered a critical bug fix to ensure complete item processing after reinit, reinforcing data integrity and reducing post-reinit remediation. Demonstrated strong debugging, code cleanup, and edge-case handling, with targeted changes to the processing path and a clear commit trail.
August 2025
9 Commits • 2 Features
Aug 1, 2025In August 2025, the team delivered key features and stability fixes for riven, focusing on improving content indexing, data richness in APIs, and reliability of third-party integrations. The work emphasizes business value through faster reindexing, richer client data, and clearer operational visibility, while maintaining a robust and up-to-date tech stack.
9 Commits • 2 Features
Aug 1, 2025In August 2025, the team delivered key features and stability fixes for riven, focusing on improving content indexing, data richness in APIs, and reliability of third-party integrations. The work emphasizes business value through faster reindexing, richer client data, and clearer operational visibility, while maintaining a robust and up-to-date tech stack.
August 2025
May 2025
8 Commits • 3 Features
May 1, 2025May 2025 monthly summary for riven: Focused on reliability, security, and correctness of media metadata propagation and downstream integrations. Implemented refined anime detection and ensured is_anime attribute propagates to episode objects via Trakt API integration. Restricted elfhosted usage for Comet and Mediafusion with updated URLs to improve reliability. Updated core Python dependencies to address security and compatibility, and enhanced RealDebrid download reliability by increasing timeout to 25 seconds and adding ReadTimeout handling. These changes reduce misclassification, improve data integrity, strengthen deployment stability in elfhosted environments, and bolster security posture with up-to-date packages.
May 2025
8 Commits • 3 Features
May 1, 2025May 2025 monthly summary for riven: Focused on reliability, security, and correctness of media metadata propagation and downstream integrations. Implemented refined anime detection and ensured is_anime attribute propagates to episode objects via Trakt API integration. Restricted elfhosted usage for Comet and Mediafusion with updated URLs to improve reliability. Updated core Python dependencies to address security and compatibility, and enhanced RealDebrid download reliability by increasing timeout to 25 seconds and adding ReadTimeout handling. These changes reduce misclassification, improve data integrity, strengthen deployment stability in elfhosted environments, and bolster security posture with up-to-date packages.
April 2025
11 Commits • 3 Features
Apr 1, 2025April 2025 monthly delivery focused on data integration, media management, and reliability. Key deliverables include new media endpoints for calendar parsing, torrent title parsing, and FFprobe, enhanced media item tracking, region-aware anime detection with improved accuracy (Japan/China/Korea) and better messaging, and updated dependencies for security and performance. Also improved downloader robustness with skip logic for invalid episodes/seasons and clearer retry/update logs. These efforts improve data accuracy, content curation, and platform stability, delivering measurable business value in user experience and operational reliability.
11 Commits • 3 Features
Apr 1, 2025April 2025 monthly delivery focused on data integration, media management, and reliability. Key deliverables include new media endpoints for calendar parsing, torrent title parsing, and FFprobe, enhanced media item tracking, region-aware anime detection with improved accuracy (Japan/China/Korea) and better messaging, and updated dependencies for security and performance. Also improved downloader robustness with skip logic for invalid episodes/seasons and clearer retry/update logs. These efforts improve data accuracy, content curation, and platform stability, delivering measurable business value in user experience and operational reliability.
April 2025
March 2025
23 Commits • 5 Features
Mar 1, 2025March 2025 monthly summary for riven: Delivered targeted reliability and data-quality improvements across the symlink repair, scraping, and indexing pipelines, with new API endpoints, validation improvements, and dependency upgrades that enhanced stability and data accuracy. Focused on stabilizing repair workflows, expanding automated checks, and accelerating data availability for downstream features and user-facing playback.
March 2025
23 Commits • 5 Features
Mar 1, 2025March 2025 monthly summary for riven: Delivered targeted reliability and data-quality improvements across the symlink repair, scraping, and indexing pipelines, with new API endpoints, validation improvements, and dependency upgrades that enhanced stability and data accuracy. Focused on stabilizing repair workflows, expanding automated checks, and accelerating data availability for downstream features and user-facing playback.
February 2025
2 Commits
Feb 1, 2025February 2025 monthly summary for riven (_repository: rivenmedia/riven) highlights two high-impact fixes that stabilized end-to-end content submission and retrieval flows, delivering tangible business value and improved maintainability. The work focused on simplifying service orchestration, improving compatibility with TMDB data, and reducing fragmentation between frontend flags and backend processing.
2 Commits
Feb 1, 2025February 2025 monthly summary for riven (_repository: rivenmedia/riven) highlights two high-impact fixes that stabilized end-to-end content submission and retrieval flows, delivering tangible business value and improved maintainability. The work focused on simplifying service orchestration, improving compatibility with TMDB data, and reducing fragmentation between frontend flags and backend processing.
February 2025
January 2025
1 Commits • 1 Features
Jan 1, 2025Concise monthly summary for 2025-01 focused on release management and traceability for the riven project. The main activity was establishing an internal release milestone (tag) for version 0.21.0, enabling repeatable builds and better release governance. No functional changes were introduced in this milestone; the work was strictly tagging and release hygiene to support downstream packaging and QA processes.
January 2025
1 Commits • 1 Features
Jan 1, 2025Concise monthly summary for 2025-01 focused on release management and traceability for the riven project. The main activity was establishing an internal release milestone (tag) for version 0.21.0, enabling repeatable builds and better release governance. No functional changes were introduced in this milestone; the work was strictly tagging and release hygiene to support downstream packaging and QA processes.
December 2024
3 Commits • 2 Features
Dec 1, 2024December 2024 monthly summary for the riven project. Focused on strengthening API reliability, expanding downloader capabilities, and improving data handling to enable smoother automation and scalable workflows. Key outcomes include typed API responses, expanded service integrations, and corrected handling of edge-case data, delivering tangible business value through higher reliability and broader functionality.
3 Commits • 2 Features
Dec 1, 2024December 2024 monthly summary for the riven project. Focused on strengthening API reliability, expanding downloader capabilities, and improving data handling to enable smoother automation and scalable workflows. Key outcomes include typed API responses, expanded service integrations, and corrected handling of edge-case data, delivering tangible business value through higher reliability and broader functionality.
December 2024
November 2024
21 Commits • 5 Features
Nov 1, 2024November 2024 (riven) delivered stability, observability, and integration improvements that enable faster iteration and clearer business value. Key features delivered include an upload logs API for frontend observability, reindexing support for unreleased/ongoing titles, and scraper/logging enhancements. Additional emphasis on repository hygiene and maintenance reduces technical debt and mitigates regressions. Scheduler removal and startup validation improvements reduce runtime risk and simplify deployment. Major bugs fixed improved reliability and correctness across the system, including corrected header handling for Orionoid checks, improved log formatting for downloaded messages, cleaner directory logging when rebuilding symlinks, and safer reindexing/DB reset behavior. Other fixes addressed RD/TB/AD support, manual scraping adjustments, and general scraper robustness, contributing to a more stable production experience. Overall impact: Increased reliability, improved user-visible observability, and streamlined deployment/maintenance, enabling faster feature delivery and safer releases. Business value is reflected in more accurate search/indexing, better frontend integration, and reduced risk during deployment. Technologies/skills demonstrated: backend API design and integration, advanced logging and observability, scraper improvements with API-key usage, dependency management and repo hygiene, database/index handling, startup validation, and architectural cleanup (scheduler removal).
November 2024
21 Commits • 5 Features
Nov 1, 2024November 2024 (riven) delivered stability, observability, and integration improvements that enable faster iteration and clearer business value. Key features delivered include an upload logs API for frontend observability, reindexing support for unreleased/ongoing titles, and scraper/logging enhancements. Additional emphasis on repository hygiene and maintenance reduces technical debt and mitigates regressions. Scheduler removal and startup validation improvements reduce runtime risk and simplify deployment. Major bugs fixed improved reliability and correctness across the system, including corrected header handling for Orionoid checks, improved log formatting for downloaded messages, cleaner directory logging when rebuilding symlinks, and safer reindexing/DB reset behavior. Other fixes addressed RD/TB/AD support, manual scraping adjustments, and general scraper robustness, contributing to a more stable production experience. Overall impact: Increased reliability, improved user-visible observability, and streamlined deployment/maintenance, enabling faster feature delivery and safer releases. Business value is reflected in more accurate search/indexing, better frontend integration, and reduced risk during deployment. Technologies/skills demonstrated: backend API design and integration, advanced logging and observability, scraper improvements with API-key usage, dependency management and repo hygiene, database/index handling, startup validation, and architectural cleanup (scheduler removal).
Activity
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Quality Metrics
Correctness83.4%
Maintainability84.2%
Architecture76.0%
Performance74.2%
AI Usage21.0%
Skills & Technologies
Programming Languages
DockerfileIniJavaScriptMakefileMarkdownPythonSQLShellTOMLTypeScript
Technical Skills
API DevelopmentAPI IntegrationAPI developmentAPI integrationBackend DevelopmentBug FixBug FixingCI/CDCode RefactoringConcurrencyConfiguration ManagementData ExtractionData HandlingData ModelingData Parsing
Repositories Contributed To
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