56
/100
C
◉ Complete 5⁄5
Documentation Retrieval & Web Scraping
Enables retrieval and cleaning of official documentation content for popular AI/Python libraries (uv, langchain, openai, llama-index) through web scraping and LLM-powered content extraction. Uses Serper API for search and Groq API to clean HTML into readable text with source attribution.
LangChain
OpenAI
Web Scraping
Glama
Complete visibility
— 5/5 applicable dimensions scored
✓ Schema Quality
✓ Protocol
— Reliability
✓ Docs & Maintenance
✓ Security Hygiene
✓ Schema Interpretability
Schema Quality
54
25% weight
Protocol Compliance
25
20% weight
Reliability
—
20% weight
Docs & Maintenance
23
15% weight
Security Hygiene
81
20% weight
Schema Interpretability
94
15% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Static Analysis
| Metric | Score | Rating |
|---|---|---|
| Schema Completeness | 50 | Fair |
| Description Quality | 60 | Fair |
| Documentation Coverage | 30 | Poor |
| Maintenance Pulse | 21 | Poor |
| Dependency Health | 55 | Fair |
| License Clarity | — | Poor |
| Version Hygiene | — | Poor |
Analyzed 1 month ago
Add this to your README to display your MCP Scoreboard grade:
