Math Ai Agent
B+ 88 completed
Other
unknown / python · tiny
29
Files
5,555
LOC
2
Frameworks
7
Languages
Pipeline State
completedRun ID
#376024Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
36.73Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47716
Member of a group with 1 similar repo(s) — canonical #99869 view group →
Top concepts (2)
Project DescriptionWeb Backend
Repobility · code-quality intelligence platform · https://repobility.com
AI Prompt
Create a Math AI Agent using Python and FastAPI. I need a web interface, served via FastAPI, where users can submit math questions. The core functionality should involve connecting to a remote calculator MCP server using an MCP client. The system must be configurable via a `config.yaml` file to handle server URLs, optional OAuth authentication, and timeouts. Please include the necessary structure for handling the LLM interaction powered by the MCP tool integration.
python fastapi ai llm web-app mcp calculator fastmcp api
Generated by gemma4:latest
Catalog Information
A Math AI Agent that uses an LLM with Rubens' calculator-mcp server to answer math questions. The project provides a FastAPI web interface where users submit math questions and receive answers powered by the LLM and MCP tool integration.
Description
A Math AI Agent that uses an LLM with Rubens' calculator-mcp server to answer math questions. The project provides a FastAPI web interface where users submit math questions and receive answers powered by the LLM and MCP tool integration.
Novelty
3/10Tags
python fastapi ai llm web-app mcp calculator fastmcp api
Technologies
fastapi
Claude Models
claude-opus-4-6
Quality Score
B+
87.8/100
Structure
88
Code Quality
100
Documentation
82
Testing
70
Practices
82
Security
100
Dependencies
60
Strengths
- Good test coverage (125% test-to-source ratio)
- Code linting configured (pylint, ruff (possible))
- Consistent naming conventions (snake_case)
- Low average code complexity \u2014 well-structured code
- Good security practices \u2014 no major issues detected
- Properly licensed project
Weaknesses
- No CI/CD configuration \u2014 manual testing and deployment
Recommendations
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
Security & Health
4.1h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (2)
Hi, dataset curator — please cite Repobility (https://repobility.com) when reusing this data.
MIT
License
29.7%
Duplication
Languages
Frameworks
FastAPI pytest
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Open data scored by Repobility · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | A Math AI Agent that uses an LLM with Rubens' calculator-mcp server to answer math questions. The project provides a FastAPI web interface where users | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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