{"id":"ray-mcp-server","name":"ray-mcp-server","af_score":28.2,"security_score":29.5,"reliability_score":20.0,"what_it_does":"ray-mcp-server is an MCP server (Model Context Protocol) intended to expose Ray-related functionality to MCP-compatible AI agents/tools. The package name strongly suggests it wraps Ray capabilities behind MCP tool interfaces for agent-driven orchestration.","best_when":null,"avoid_when":null,"last_evaluated":"2026-04-04T21:46:10.737590+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Agents may unintentionally trigger expensive Ray jobs/actors without guardrails","Without clear tool semantics and idempotency, retries can duplicate work","If the MCP server exposes broad Ray control primitives, least-privilege constraints may be necessary at deployment time"],"error_quality":0.0}