🔬

Completed Project

Maine Scientific

Technical consulting and development support for scientific software applications. Custom automation, API integrations, and workflow optimization for laboratory operations.

Delivered a complete data pipeline and automation suite in 12 days vs. estimated 12 weeks with traditional development.

PythonFastAPIN8NLIMS IntegrationPostgreSQL

8,400+

Lines of Code

12x

Faster Than Traditional

Integrations Built

94%

Time Saved

Development Efficiency

Traditional vs A_Development

Side-by-side comparison of estimated hours for each project phase.

TaskHours ComparisonSavings

Requirements & Planning

40h

90%

API Integration

80h

90%

Data Processing Scripts

120h

12h

90%

Automation Workflows

80h

93%

Testing & Documentation

64h

97%

Traditional Team (Est.)

A_Development (Actual)

384h

Traditional Est.

32h

A_Development

92%

Time Saved

Development Metrics


┌─────────────────────────────────────────────────────────────────┐
│                    PROJECT METRICS SUMMARY                       │
├─────────────────────────────────────────────────────────────────┤
│                                                                  │
│  CODEBASE                          EFFICIENCY                    │
│  ────────                          ──────────                    │
│  Total Lines:     8,400            Hours Worked:      32         │
│  Files Created:   47               Lines/Hour:        262        │
│  Functions:       156              Delivery:          12 days    │
│  Test Coverage:   87%              vs Traditional:    12 weeks   │
│                                                                  │
│  BREAKDOWN BY MODULE                                             │
│  ──────────────────                                              │
│  Data Pipeline    ████████████████████░░░░░░░░  2,100 (25%)     │
│  Reporting        ███████████████░░░░░░░░░░░░░  1,800 (21%)     │
│  LIMS Integration ████████████████████████░░░░  2,400 (29%)     │
│  Automation       ████████████████████░░░░░░░░  2,100 (25%)     │
│                                                                  │
│  INTEGRATIONS: 3 APIs | AUTOMATIONS: 8 workflows                │
│                                                                  │
└─────────────────────────────────────────────────────────────────┘

What Was Built

Project Deliverables

🔬2,100 lines | 4 hours

Scientific Data Pipeline

Automated data ingestion, transformation, and validation for laboratory results.

📊1,800 lines | 6 hours

Reporting Automation

Template-based report generation with dynamic charts and compliance formatting.

🔗2,400 lines | 8 hours

LIMS Integration

Bidirectional sync between laboratory information management systems.

⚙️2,100 lines | 14 hours

Workflow Orchestration

N8N automation for sample tracking, notifications, and status updates.

Development Timeline

From kickoff to production in 12 days

Day 1-2

Discovery

Complete

Requirements gathering, system analysis, architecture planning

Day 3-5

Data Pipeline

Complete

Build ingestion scripts, data validation, transformation logic

Day 6-8

Integration

Complete

LIMS API connection, bidirectional sync, error handling

Day 9-10

Automation

Complete

N8N workflows, notifications, scheduling

Day 11-12

Delivery

Complete

Testing, documentation, deployment, training

Technology Stack

languages

PythonTypeScriptSQL

frameworks

FastAPIPandasNumPy

integrations

LIMS APIExcel/CSVEmail SMTP

automation

N8NCron JobsWebhooks

infrastructure

DockerRailwayPostgreSQL

Business Impact

$45K+

Development Costs Saved

12-week traditional project reduced to 12 days

40 hrs/mo

Manual Work Eliminated

Automated data entry, reporting, and sync tasks

99.9%

Data Accuracy

Automated validation eliminates human error

Need Scientific Software Solutions?

I build custom automation and integration solutions for laboratories and research facilities.

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