{"id":"maydali28-memcp","name":"memcp","af_score":64.2,"security_score":47.0,"reliability_score":31.2,"what_it_does":"memcp is a Python MCP server that provides persistent external memory for Claude Code. It stores insights in SQLite (including a MAGMA 4-graph with semantic/temporal/causal/entity edges) and larger context content on disk, exposing 24 MCP tools for remembering/recalling, context-as-variable management, searching, graph traversal, cognitive reinforcement/consolidation, retention lifecycle operations, and project/session organization. It also supports pre-compact auto-save hooks and can deploy RLM-style sub-agents for analysis/mapping/synthesis/entity extraction.","best_when":"You want Claude Code to retain and retrieve knowledge across long-lived workflows, and you can run a local MCP server with on-disk storage (SQLite + filesystem).","avoid_when":"You cannot accept local persistence of prompts/insights, or you require centralized access controls and auditing beyond local deployment.","last_evaluated":"2026-03-30T15:41:48.163288+00:00","has_mcp":true,"has_api":false,"auth_methods":["Local MCP server registration via Claude Code CLI (no documented network auth in the provided content)"],"has_free_tier":false,"known_gotchas":["Requires correct MCP server registration and, optionally, deployment of sub-agents/hooks to the Claude Code environment; misconfiguration can cause missing functionality","Some capabilities depend on optional extras (semantic/fuzzy/vector/hnsw/ner/async/llm); without them, behavior may degrade"],"error_quality":0.0}