Optuna Mcp
optuna/optuna-mcpMIT⭐ 68🔧 11 tools
C6.9SpiderScore (registry)
The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.
Decision
Recommended
Confidence
90%
Optuna Mcp is safe to use — high score (6.88/10), no critical issues.
Risk Flags (1)
- lowno_input_validationMCP tool handler accepts raw string input without validation
How This Was Decided
- positivew=0.5Overall quality score = 6.88/10 (grade C)
- negativew=0.3Tool description clarity score = 3.8/10
Source: SpiderRating automated security scanUpdated: 2026-03-13Protocol: v1.1
Description Quality
Composite: 3.8 / 10
3-Layer Breakdown
Description (38%)
3.8
Security (34%)
9.7
Metadata (28%)
7.6
Description Dimensions
Intent Clarity
4.0
Permission Scope
6.4
Side Effects
2.0
Capability Disclosure
2.3
Operational Boundaries
3.5
Security Analysis
9.7
Score
0
Critical
0
High
0
Medium
1
Low
LOW
optuna_mcp\server.py:220
Metadata Health
Provenance (40%)
10.0
Maintenance (35%)
6.0
Popularity (25%)
6.1
Badge
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