{"id":"marcskovmadsen-holoviz-mcp","name":"holoviz-mcp","af_score":51.8,"security_score":38.0,"reliability_score":32.5,"what_it_does":"holoviz-mcp is an MCP server (Model Context Protocol) plus related “agent skills” that helps AI agents and humans access the HoloViz ecosystem. It provides documentation search, metadata/introspection for Panel/hvPlot components (and related tooling), and a display server capability for serving Panel visualizations via shareable URLs. The README notes the display/server side may execute Python code for serving Panel apps, with configuration and a referenced security consideration page.","best_when":"You want an MCP integration with local/self-hosted HoloViz capabilities (documentation + component intelligence + Panel display serving) and you can run it in a controlled environment.","avoid_when":"You cannot ensure safe handling of code execution when serving dashboards, or you need a simple unauthenticated, HTTP-only API with predictable rate-limit semantics.","last_evaluated":"2026-03-30T15:29:21.961276+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Panel app serving may execute Python code; agents should be prevented from using untrusted or overly permissive code paths","Without documented auth/rate limits, agents may need conservative request throttling and careful operational controls","If “show” spawns an isolated display server, agents should account for lifecycle/cleanup and resource usage"],"error_quality":0.0}