{"id":"mem0-mem0-api-server","name":"mem0-api-server","homepage":"https://hub.docker.com/r/mem0/mem0-api-server","repo_url":"https://hub.docker.com/r/mem0/mem0-api-server","category":"ai-ml","subcategories":[],"tags":["ai-ml","memory","api-server","retrieval","rag","vector-db"],"what_it_does":"mem0-api-server is a server-side API package for the mem0 system (memory layer). It exposes HTTP endpoints to create/update and query stored memory, typically backed by a vector/database layer and (depending on configuration) an embedding and/or LLM pipeline.","use_cases":["Add conversational or user/session memory to an application","Store and retrieve long-term “memories” from text","Implement retrieval-augmented generation (RAG) with memory semantics","Centralize memory read/write logic behind an API boundary"],"not_for":["Use as a standalone database without an accompanying persistence/vector backend","Handling highly sensitive data without verifying deployment security controls","Use without reviewing its authentication/authorization model and error behavior for your threat model"],"best_when":null,"avoid_when":null,"alternatives":["Direct integration of mem0 client libraries (if available)","Custom memory service built on a vector DB + embedding pipeline","Managed RAG/memory platforms (if organizational requirements require managed services)"],"af_score":35.8,"security_score":48.0,"reliability_score":25.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:43:49.986817+00:00","interface":{"has_rest_api":true,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["API key / token (commonly via environment variable or header; exact mechanism not confirmed from provided data)"],"oauth":false,"scopes":false,"notes":"Authentication details were not provided in the prompt content, so scoring reflects typical uncertainty. Validate whether the server requires auth, which header is used, and whether endpoints are protected."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing/hosting information provided (appears to be self-hostable software)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":35.8,"security_score":48.0,"reliability_score":25.0,"mcp_server_quality":0.0,"documentation_accuracy":30.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":50.0,"rate_limit_clarity":10.0,"tls_enforcement":80.0,"auth_strength":40.0,"scope_granularity":30.0,"dependency_hygiene":40.0,"secret_handling":50.0,"security_notes":"TLS enforcement is assumed for production HTTP servers but not confirmed. Auth strength/scopes are also not confirmed from provided content. Dependency hygiene and secret handling can’t be validated without repo/package manifest inspection—treat as unknown and verify in code, CI scans, and runtime logging configuration.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":30.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Insufficient information provided about endpoint schemas, required headers, pagination, and idempotency—agents may need to inspect the repo/runtime docs.","Memory write endpoints may not be idempotent; retries could duplicate memories unless the API supports idempotency keys or deduplication."]}}