Procontext
B+ 85 completed
Library
cli / markdown · small
50
Files
7,639
LOC
1
Frameworks
5
Languages
Pipeline State
completedRun ID
#371540Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
56.71Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:17Deduplication group #50796
Member of a group with 12 similar repo(s) — canonical #112 view group →
Top concepts (2)
Project DescriptionTesting
Repobility · code-quality intelligence platform · https://repobility.com
AI Prompt
Create a command-line tool, similar to a documentation server, that acts as an MCP server. I need it to provide AI coding agents with accurate and up-to-date documentation. The tool should support a curated registry for Python libraries, MCP servers, and GitHub projects. Key features should include registry-first resolution for fast lookups, pre-processing of sources, and the ability to fetch documentation with a 24-hour cache. The project structure seems to involve Python, and I see support for YAML, JSON, and TOML configuration files.
cli python documentation mcp ai-agent library-management command-line api
Generated by gemma4:latest
Catalog Information
procontext is a MCP server that provides accurate and up-to-date library documentation.
Description
procontext is an MCP server designed to offer precise and current library documentation. It aims to provide developers with reliable information about libraries, ensuring they have the most accurate data available. This project caters specifically to developers who require detailed documentation for their projects.
الوصف
هو خادم MCP مصمم لتقديم وثائق مكتبة دقيقة ومحدثة. يهدف إلى تقديم المطورين معلومات موثوقة حول المكتبات، مما يوفر لهم البيانات الأكثر دقة المتاحة. هذا المشروع مخصص للمطورين الذين يتطلب مشاريعهم وثائق مفصلة.
Novelty
5/10Tags
library-documentation accurate-data current-information developer-tool documentation-server
Technologies
pydantic uvicorn
Claude Models
claude-opus-4.6 claude-sonnet-4.5 claude-sonnet-4.6 claude-sonnet-4-6
Quality Score
B+
85.1/100
Structure
89
Code Quality
100
Documentation
75
Testing
70
Practices
70
Security
100
Dependencies
60
Strengths
- Good test coverage (117% 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
Weaknesses
- No CI/CD configuration \u2014 manual testing and deployment
- 123 duplicate lines detected \u2014 consider DRY refactoring
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 (1)
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AGPL-3.0
License
2.1%
Duplication
Languages
Frameworks
pytest
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| All rows above produced by Repobility · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_description | Project Description | MCP documentation server that provides AI coding agents with accurate, up-to-date documentation to prevent API hallucination. | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Testing | testing | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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