mongodb-developer/GenAI-Showcase
Jan 2025 – Dec 2025
2 Months active
Languages Used
PythonYAMLJupyter Notebook
Technical Skills
Full Stack DevelopmentLLM IntegrationLangchainMongoDBOllamaPython
Thibaut Gourdel
PROFILE
Thibaut Gourdel
Worked on the mongodb-developer/GenAI-Showcase repository, delivering four features over two months focused on retrieval-augmented generation and multimodal document processing. Developed a local PDF RAG application enabling users to upload, index, and query PDFs through a Streamlit interface, leveraging Langchain pipelines and Ollama-hosted models for privacy-preserving, offline knowledge access. Enhanced onboarding and documentation by organizing Batch API migration guides and integrating OpenAI SDK batch workflows. Released a Vision RAG notebook utilizing Python and Jupyter Notebook to combine image extraction with vision-capable LLMs, and integrated Claude Sonnet 4.5 for improved reporting, emphasizing data processing, AI integration, and code quality.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
8Total
Bugs
0
Commits
8
Features
4
Lines of code
5,338
Activity Months2
Your Network
31 peopleShared Repositories
31
ajosh0504Member
Alison Presmanes HillMember
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Casey ClementsMember
Jesse HallMember
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ajosh0504Member
Work History
December 2025
7 Commits • 3 Features
Dec 1, 2025December 2025 — GenAI-Showcase (mongodb-developer/GenAI-Showcase). Key features delivered include: Batch API migration guide and documentation relocation; Vision RAG notebook with multimodal integration; Claude Sonnet 4.5 model integration for reporting. Major bugs fixed and quality improvements include removal of unused imports, pre-commit/tests fixes, and switching to a vision-capable LLM. Overall impact: accelerated onboarding for batch workflows, enhanced document retrieval and multimodal reasoning, and more accurate, clearer community statistics reporting. Technologies/skills demonstrated span OpenAI SDK batch processing, Voyage AI multimodal embeddings, Claude Sonnet 4.5, vision-capable LLMs, Python notebooks, and CI/quality automation.
7 Commits • 3 Features
Dec 1, 2025December 2025 — GenAI-Showcase (mongodb-developer/GenAI-Showcase). Key features delivered include: Batch API migration guide and documentation relocation; Vision RAG notebook with multimodal integration; Claude Sonnet 4.5 model integration for reporting. Major bugs fixed and quality improvements include removal of unused imports, pre-commit/tests fixes, and switching to a vision-capable LLM. Overall impact: accelerated onboarding for batch workflows, enhanced document retrieval and multimodal reasoning, and more accurate, clearer community statistics reporting. Technologies/skills demonstrated span OpenAI SDK batch processing, Voyage AI multimodal embeddings, Claude Sonnet 4.5, vision-capable LLMs, Python notebooks, and CI/quality automation.
December 2025
January 2025
1 Commits • 1 Features
Jan 1, 2025January 2025 monthly summary for mongodb-developer/GenAI-Showcase focusing on end-to-end feature delivery and foundation for offline, privacy-preserving knowledge access.
January 2025
1 Commits • 1 Features
Jan 1, 2025January 2025 monthly summary for mongodb-developer/GenAI-Showcase focusing on end-to-end feature delivery and foundation for offline, privacy-preserving knowledge access.
Activity
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Quality Metrics
Correctness93.6%
Maintainability85.0%
Architecture91.2%
Performance85.0%
AI Usage62.4%
Skills & Technologies
Programming Languages
Jupyter NotebookPythonYAML
Technical Skills
AI DevelopmentAI integrationAPI integrationData ProcessingFull Stack DevelopmentImage ProcessingJupyter NotebookJupyter notebooksLLM IntegrationLangchainMachine LearningMongoDBNatural Language ProcessingOllamaPython
Repositories Contributed To
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