Aumai Farmbrain

B+ 86 completed
Ai Ml
cli / markdown · small
308
Files
3,750
LOC
2
Frameworks
4
Languages

Pipeline State

completed
Run ID
#304008
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
61.28
Framework unique
Isolation
Last stage change
2026-05-10 03:34:51
Deduplication group #48151
Member of a group with 9 similar repo(s) — canonical #94425 view group →
Top concepts (4)
Project DescriptiontestingWeb BackendTesting
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/

AI Prompt

Create a command-line tool called AumAI FarmBrain for Indian farmers. The tool should provide crop advisories and perform soil analysis using Python. It needs to be structured as a CLI application, and I'd like to include documentation sections for getting started, API reference, and examples. Please ensure the project structure supports pytest for testing and is documented using markdown files.
python cli ai agriculture soil-analysis fastapi pytest markdown
Generated by gemma4:latest

Catalog Information

Aumai FarmBrain is an AI-powered tool designed to provide crop advisories and soil analysis for Indian farmers.

Description

Aumai FarmBrain uses artificial intelligence to analyze data and provide actionable insights on crop health, soil conditions, and optimal farming practices. This tool aims to improve agricultural productivity and efficiency in India by leveraging the power of AI. With Aumai FarmBrain, farmers can make informed decisions about their crops and soils, leading to better yields and reduced environmental impact.

الوصف

يستخدم أوماي فارم برين تقنية الذكاء الاصطناعي لتحليل البيانات وتقديم إشارات قابلة للتنفيذ حول صحة المحاصيل و条件 التربة والممارسات الزراعية المثلى. يهدف هذا الأداة إلى تحسين كفاءة الإنتاج الزراعي في الهند من خلال استغلال قوة الذكاء الاصطناعي. بفضل أوماي فارم برين، يمكن للمزارعين اتخاذ قرارات مدروسة بشأن محاصيلهم وتربيتهم، مما يؤدي إلى زيادة الإنتاجية وتقليل التأثير البيئي.

Novelty

7/10

Tags

crop-advisory soil-analysis artificial-intelligence agricultural-productivity farming-practices indian-agriculture

Technologies

click fastapi pydantic

Claude Models

claude-opus-4.6

Quality Score

B+
85.8/100
Structure
88
Code Quality
90
Documentation
85
Testing
85
Practices
68
Security
100
Dependencies
90

Strengths

  • CI/CD pipeline configured (github_actions)
  • Good test coverage (50% test-to-source ratio)
  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Security & Health

4.1h
Tech Debt (C)
High
DORA Rating
A
OWASP (100%)
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
PASS
Quality Gate
A
Risk (3)
Apache-2.0
License
0.0%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

markdown
57.4%
python
38.9%
yaml
2.1%
toml
1.6%

Frameworks

FastAPI pytest

Symbols

variable37
constant13
class10
method10
function8

API Endpoints (3)

Repobility analysis · methodology at https://repobility.com/research/
MethodPathHandlerFramework
Open data scored by Repobility · https://repobility.com
POST/api/crop-advisorycrop_advisoryFastAPI/Flask
GET/api/cropslist_cropsFastAPI/Flask
POST/api/soil-analysissoil_analysisFastAPI/Flask

Concepts (4)

Repobility · the analyzer behind every row · https://repobility.com
CategoryNameDescriptionConfidence
Source: Repobility analyzer · https://repobility.com
auto_descriptionProject Description> Crop advisory and soil analysis AI for Indian agriculture80%
arch_layertestingDetected testing layer70%
auto_categoryWeb Backendweb-backend70%
business_logicTestingDetected from 3 related files50%
All rows scored by the Repobility analyzer (https://repobility.com)

Quality Timeline

1 quality score recorded.

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BinComp Dependency Hardening

All packages →
4 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.
Nclick8.3.2 · 0 gadgets · risk 0.0Nfastapi0.135.3 · 0 gadgets · risk 0.0Npydantic2.12.5 · 0 gadgets · risk 0.0Nuvicorn0.44.0 · 0 gadgets · risk 0.0