Rcmes Mcp
C 62 completed
Other
cli / python · tiny
44
Files
13,037
LOC
4
Frameworks
7
Languages
Pipeline State
completedRun ID
#395644Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
60.33Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:10Deduplication group #50473
Member of a group with 8 similar repo(s) — canonical #120030 view group →
Top concepts (2)
Project DescriptionWeb Frontend
Repobility analyzer · published findings · https://repobility.com
AI Prompt
Create a comprehensive Regional Climate Model Evaluation System (RCMES-MCP) that acts as an MCP Server. I need a full stack application where the backend uses FastAPI to provide tools for analyzing massive climate datasets like NEX-GDDP-CMIP6 directly from AWS S3. The system must support climate analysis, calculating trends, anomalies, and regional statistics, and also compute extreme indices like heatwaves and drought. For the frontend, use React to build an interactive UI that allows users to select climate models, variables, and time periods. The UI should also support visualization features like maps, time series plots, and histograms, and ideally, it should integrate with Azure OpenAI for advanced agent interactions.
python fastapi react aws-s3 climate-science data-analysis web-app ai-agent visualization cli
Generated by gemma4:latest
Catalog Information
Regional Climate Model Evaluation System as an MCP Server
Description
Regional Climate Model Evaluation System as an MCP Server
Novelty
3/10Tags
python fastapi react aws-s3 climate-science data-analysis web-app ai-agent visualization cli
Technologies
fastapi openai pydantic
Claude Models
claude-opus-4-6
Quality Score
C
61.6/100
Structure
66
Code Quality
52
Documentation
63
Testing
50
Practices
61
Security
92
Dependencies
60
Strengths
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
- Containerized deployment (Docker)
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- No CI/CD configuration \u2014 manual testing and deployment
- 1 bare except/catch blocks swallowing errors
- 1471 duplicate lines detected \u2014 consider DRY refactoring
- 4 'god files' with >500 LOC need decomposition
Recommendations
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a LICENSE file (MIT recommended for open source)
- Replace bare except/catch blocks with specific exception types
Security & Health
6.1h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (1)
Want fix-PRs on findings? Install Repobility's GitHub App · github.com/apps/repobility-bot
Apache-2.0
License
8.2%
Duplication
Languages
Frameworks
FastAPI React pytest Vite
Concepts (2)
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| auto_description | Project Description | Regional Climate Model Evaluation System as an MCP Server | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Frontend | web-frontend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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