Analyzer V2

F 50 completed
Other
unknown / json · medium
772
Files
149,844
LOC
1
Frameworks
5
Languages

Pipeline State

completed
Run ID
#394619
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
49.20
Framework unique
Isolation
Last stage change
2026-05-10 03:35:31
Deduplication group #48902
Member of a group with 7 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Web Backend
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AI Prompt

Create a lightweight service using FastAPI that serves analytical definitions without needing execution logic. The service should primarily handle and process data defined in JSON format, but also needs to support reading and writing YAML and Markdown files. I'd like the structure to be organized, perhaps including a `communications` directory and a place for outputs. Can you set up the basic structure for this analyzer v2?
python fastapi json yaml markdown api data-processing service
Generated by gemma4:latest

Catalog Information

> Lightweight service serving analytical definitions without execution logic

Description

> Lightweight service serving analytical definitions without execution logic

Novelty

3/10

Tags

python fastapi json yaml markdown api data-processing service

Technologies

anthropic fastapi openai pydantic

Claude Models

claude-opus-4-6

Quality Score

F
49.6/100
Structure
32
Code Quality
74
Documentation
50
Testing
0
Practices
64
Security
75
Dependencies
60

Strengths

  • Consistent naming conventions (snake_case)

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
  • 4480 duplicate lines detected \u2014 consider DRY refactoring
  • 13 'god files' with >500 LOC need decomposition

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

9.3h
Tech Debt (A)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (12)
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
Unknown
License
7.2%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

json
64.0%
python
19.7%
yaml
11.4%
markdown
2.8%
text
2.1%

Frameworks

FastAPI

Concepts (1)

Analysis by Repobility (https://repobility.com) · MCP-ready
CategoryNameDescriptionConfidence
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
auto_categoryWeb Backendweb-backend70%

Quality Timeline

1 quality score recorded.

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