{"id":"rootflo-wavefront","name":"wavefront","homepage":"https://rootflo.ai","repo_url":"https://github.com/rootflo/wavefront","category":"ai-ml","subcategories":[],"tags":["ai-middleware","agentic-ai","agent-workflows","orchestration","rbac","sso","observability","rag","mcp"],"what_it_does":"Wavefront is an open-source enterprise AI middleware platform for building production-ready AI applications: it provides a unified API layer for agents/workflows, connectors to data and LLMs/SLMs, authentication/authorization (incl. SSO), and observability/monitoring/evaluation for agent and workflow execution.","use_cases":["Building AI agents and workflows that connect multiple enterprise data sources and knowledge bases","RAG-ready applications and retrieval pipelines (including MCP-based connectors as mentioned)","Enterprise workflow automation (alternative to n8n-style orchestration)","Contact center voice/conversational agent workflows","RBAC-governed agent execution with audit/observability"],"not_for":["Replacing a well-defined, stable, production GA API platform without validation in your environment","Use cases requiring fully specified public API contracts (REST/OpenAPI) from the README alone","Environments where you cannot tolerate beta-stage APIs changing without notice"],"best_when":"You want to self-host/operate enterprise-grade AI workflow middleware with SSO/RBAC and observability, and you can invest time validating beta APIs and connectors.","avoid_when":"You need strict stability guarantees (GA-only) or fully documented REST API specs/error contracts in the materials provided.","alternatives":["n8n (workflow automation)","UnifyApps / LyzrAI / other agent middleware/orchestration platforms","LangGraph/LangChain-based custom orchestration (self-built)","Other enterprise observability/agent platforms (vendor-specific)"],"af_score":36.0,"security_score":58.8,"reliability_score":21.2,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:37:53.824055+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":true,"sdk_languages":["Python"],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Google Auth","Microsoft AD/Entra (SSO)","Role-based access control (RBAC) as part of authorization"],"oauth":true,"scopes":false,"notes":"README claims enterprise-grade authentication/authorization via Google Auth and Microsoft AD/Entra, but does not provide details on auth flows, token types, or scope granularity in the provided content."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"README describes self-hosting and an upcoming cloud offering; no pricing details or free tier are stated in the provided content."},"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":58.8,"reliability_score":21.2,"mcp_server_quality":0.0,"documentation_accuracy":35.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":70.0,"rate_limit_clarity":10.0,"tls_enforcement":80.0,"auth_strength":75.0,"scope_granularity":50.0,"dependency_hygiene":40.0,"secret_handling":40.0,"security_notes":"README claims SSO integrations (Google and Microsoft Entra/AD) and granular RBAC, which are positive. However, the provided content does not confirm transport security requirements, token handling, logging/redaction behavior, dependency/security posture, or fine-grained scope documentation.","uptime_documented":0.0,"version_stability":45.0,"breaking_changes_history":20.0,"error_recovery":20.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["Beta status: APIs may change without notice.","“CLI coming soon” and some components/features are listed as unimplemented/coming soon; agent automation may encounter missing endpoints/tools.","No explicit REST/OpenAPI contracts or agent error/retry conventions are documented in the provided README content."]}}