{"id":"q-mem-mcp-server","name":"q-mem-mcp-server","homepage":"https://pypi.org/project/q-mem-mcp-server/","repo_url":"https://github.com/jikjeong/q-mem-mcp-server","category":"ai-ml","subcategories":[],"tags":["mcp","agent-tools","memory","q-mem","ai-integration"],"what_it_does":"q-mem-mcp-server is an MCP server package intended to expose “memory” (likely a Q-* memory component) to an MCP-capable agent runtime via the Model Context Protocol.","use_cases":["Give an MCP-enabled agent access to stored conversational or application memory","Prototype agent “long-term memory” features using the MCP protocol","Integrate memory capabilities into tools/workflows that already speak MCP"],"not_for":["Production-grade memory storage without verifying persistence, retention, and security properties","Use where you need a documented REST/GraphQL API contract instead of MCP tools","Environments requiring strong auth controls or compliance guarantees not documented by the project"],"best_when":null,"avoid_when":null,"alternatives":["Vendor/hosted memory services (if applicable)","Framework-specific memory modules with explicit storage backends and clear security controls","Other MCP memory servers (if available)","Self-hosted vector DB / KV store with your own application logic"],"af_score":36.0,"security_score":14.0,"reliability_score":28.8,"package_type":"mcp_server","discovery_source":["pypi"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T21:46:57.728718+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No auth details were provided in the provided package information, so authentication approach cannot be confirmed."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing not provided; MCP servers are typically open-source/self-hosted, but this cannot be confirmed."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":36.0,"security_score":14.0,"reliability_score":28.8,"mcp_server_quality":55.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"Security cannot be verified from the provided information. For an agent-facing MCP server, key concerns include transport security (TLS), authentication/authorization, data persistence/retention, and protection against prompt/tool injection through any stored memory content.","uptime_documented":0.0,"version_stability":45.0,"breaking_changes_history":40.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["MCP servers often require correct tool/transport configuration; without published examples, integration can be brittle.","Memory operations may have side effects (writes/updates); ensure the tool semantics are understood before repeated calls.","If persistence/backends are not clearly documented, agents may behave inconsistently across restarts."]}}