Geoint Briefing
F 49 completed
Other
web_app / python · tiny
30
Files
2,951
LOC
1
Frameworks
5
Languages
Pipeline State
completedRun ID
#394554Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
29.32Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #49518
Member of a group with 1 similar repo(s) — canonical #117760 view group →
Top concepts (1)
Web Backend
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AI Prompt
I want to build a web application using Python and FastAPI that processes and generates geo-intelligence briefings. The system should handle data ingestion, market processing, and potentially schedule tasks. I see files for checking briefings, configuration management, and a main entry point. Can you set up the basic structure so I can focus on the core logic within the `ingestion/` and `market/` directories? Please ensure the project structure is ready for deployment, considering the presence of a `Procfile` and `railway.toml`.
python fastapi web-app geoint data-processing backend
Generated by gemma4:latest
Catalog Information
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Description
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Novelty
3/10Tags
python fastapi web-app geoint data-processing backend
Technologies
anthropic fastapi
Claude Models
claude-opus-4-6
Quality Score
F
49.4/100
Structure
34
Code Quality
79
Documentation
18
Testing
0
Practices
73
Security
92
Dependencies
60
Strengths
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- Missing README file \u2014 critical for project understanding
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- No CI/CD configuration \u2014 manual testing and deployment
- 174 duplicate lines detected \u2014 consider DRY refactoring
Recommendations
- Add a comprehensive README.md explaining purpose, setup, usage, and architecture
- Add a test suite \u2014 start with critical path integration tests
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
Security & Health
4.8h
Tech Debt (C)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (16)
Repobility · code-quality intelligence platform · https://repobility.com
Unknown
License
4.5%
Duplication
Languages
Frameworks
FastAPI
Concepts (1)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Methodology: Repobility · https://repobility.com/research/state-of-ai-code-2026/ | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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