{"id":"firstbatchxyz-mem-agent-mcp","name":"mem-agent-mcp","af_score":47.0,"security_score":40.5,"reliability_score":23.8,"what_it_does":"mem-agent-mcp is a Python MCP (Model Context Protocol) server that connects an “obsidian-like” local Markdown memory store (user.md + entities/*.md) to LLM clients (e.g., Claude Desktop, Lm Studio, Claude Code) for memory retrieval and memory-related tool operations. It also documents memory import/connector workflows (chatgpt, notion, nuclino, github, google-docs) and ways to run the model backend locally (MLX on macOS or vLLM/OpenAI-compatible via LiteLLM proxy).","best_when":"You want local-first private memory with an MCP client, and you can run/point to a local model server (MLX/vLLM or an OpenAI-compatible proxy).","avoid_when":"You need strict security boundaries for remote access or you cannot control tokens, local storage permissions, and logs; also avoid if you need standardized HTTP APIs beyond MCP.","last_evaluated":"2026-03-30T13:26:20.246577+00:00","has_mcp":true,"has_api":false,"auth_methods":["Environment-variable configuration for model proxy/backend connectivity (VLLM_HOST/VLLM_PORT)","Connector tokens for GitHub (TOKEN)","Google Drive OAuth access tokens (ACCESS TOKEN / access token guidance)","Google Docs connector uses Drive API access token","Interactive authentication setup via memory wizard (tokens/scopes described)"],"has_free_tier":false,"known_gotchas":["MCP server functionality appears tied to local filesystem layout (memory/user.md and memory/entities/*.md); incorrect directory structure may break retrieval/tool behavior.","On ARM64 Linux, vLLM may not be installed by default; recommended path is OpenAI-compatible via LiteLLM proxy, which can surprise agents expecting a local vLLM binary.","Some workflows (filters, connectors) modify local .filters and memory content; lack of described idempotency means repeated runs could duplicate/overwrite depending on connector implementation.","If MCP-over-HTTP is publicly exposed (e.g., via ngrok), the README does not describe authentication/authorization safeguards for MCP endpoints."],"error_quality":0.0}