{"id":"coleam00-mcp-mem0","name":"mcp-mem0","homepage":null,"repo_url":"https://github.com/coleam00/mcp-mem0","category":"ai-ml","subcategories":[],"tags":["mcp","agent-memory","python","mem0","semantic-search","postgresql","sse","stdio","template"],"what_it_does":"Provides an MCP server template integrated with Mem0 to let AI agents save, retrieve, and semantically search long-term memories backed by Supabase/PostgreSQL (vector storage) and configurable via an LLM provider for embeddings.","use_cases":["Long-term memory for MCP-enabled agent workflows","Semantic memory retrieval (context augmentation)","Building an MCP server template using Python and Mem0","Agent memory search across past interactions"],"not_for":["Use as a standalone hosted API service without running/configuring the server","Storing sensitive data without evaluating privacy/security controls (no data governance details provided)","Environments requiring strong auth/access controls for the MCP server itself"],"best_when":"You control the deployment (stdio or SSE) and can configure the LLM provider and PostgreSQL/Supabase for embeddings and storage.","avoid_when":"You need a multi-tenant, internet-exposed service with robust authentication/authorization and documented security guarantees.","alternatives":["Other MCP memory servers/templates (if available)","Direct Mem0 integration via Mem0 SDKs in your agent (bypassing MCP)","Implement your own MCP tool layer over your existing vector database (e.g., pgvector)"],"af_score":51.2,"security_score":36.5,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:26:04.416887+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":true,"mcp_server_url":"http://localhost:8050/sse (example, SSE transport)","has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"README describes configuration via environment variables for the upstream LLM and DATABASE_URL, but does not describe any authentication/authorization for the MCP server endpoints (especially SSE)."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Cost depends on the chosen LLM provider and database/embedding compute; not described in the repository materials provided."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":51.2,"security_score":36.5,"reliability_score":30.0,"mcp_server_quality":80.0,"documentation_accuracy":70.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":90.0,"rate_limit_clarity":10.0,"tls_enforcement":60.0,"auth_strength":20.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":60.0,"security_notes":"TLS enforcement is not explicitly documented; SSE examples use http:// (could be TLS-terminated by a proxy). Authentication/authorization for the MCP server itself is not described. Secrets are referenced via environment variables, which is a positive sign, but there’s no explicit guidance on logging hygiene or secret management. Data governance/compliance not covered.","uptime_documented":0.0,"version_stability":40.0,"breaking_changes_history":50.0,"error_recovery":30.0,"idempotency_support":"false","idempotency_notes":"No idempotency guarantees mentioned for save/search tools; save_memory likely creates/updates records but behavior is not documented in provided text.","pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["If using SSE transport, ensure the client URL/path matches the server’s expected MCP SSE endpoint (README uses /sse in examples).","Embedding/LLM provider configuration is required for semantic indexing; misconfiguration will likely prevent memory operations but retry/error guidance is not documented.","No mention of server-side auth: do not expose SSE publicly without compensating controls (network/VPC/firewall)."]}}