{"id":"roampal-ai-roampal-core","name":"roampal-core","af_score":54.0,"security_score":29.2,"reliability_score":41.2,"what_it_does":"roampal-core is a Python MCP server plus a local HTTP hook/service that injects relevant long-term and outcome-scored memory into AI coding assistants (Claude Code and OpenCode). It also scores prior exchanges, promotes good advice, demotes bad advice, and supports ingesting reference documents for retrieval via semantic search across multiple memory collections.","best_when":"You want fully local/private persistent memory for AI coding assistants and can run a small local service (and optional sidecar scoring model) on your machine.","avoid_when":"You require strict enterprise-grade authz/authn, audit logging, and documented data handling controls for remote or multi-user deployments.","last_evaluated":"2026-03-30T15:26:06.627025+00:00","has_mcp":true,"has_api":true,"auth_methods":[],"has_free_tier":false,"known_gotchas":["OpenCode scoring uses an independent sidecar; if unavailable, users must configure it (and the MCP tool score_memories is not registered on OpenCode).","The system depends on the local HTTP server being reachable at the configured port (27182 in examples).","If Claude Code hooks are not loaded, context injection may fail until Claude Code is restarted."],"error_quality":0.0}