{"id":"agno-agi-agno","name":"agno","af_score":48.5,"security_score":49.5,"reliability_score":20.0,"what_it_does":"Agno is a Python runtime/framework for building, running, and managing agentic software at scale. It provides an agent framework with tools and integrations (including MCP tools), a production runtime using a stateless, session-scoped FastAPI backend, and a control plane/UI (AgentOS) for testing, monitoring, and management.","best_when":"You want to host agentic services yourself (FastAPI-based), with session isolation, tracing, and optional MCP-based tool connectivity.","avoid_when":"You cannot provide/secure required model credentials (e.g., provider API keys) or need a turnkey hosted service with defined SLAs and formal compliance documentation.","last_evaluated":"2026-03-29T12:59:25.834913+00:00","has_mcp":true,"has_api":true,"auth_methods":["Environment variables for model provider API keys (e.g., ANTHROPIC_API_KEY)"],"has_free_tier":false,"known_gotchas":["Tool connectivity via MCP requires network access and correct MCP URL/config; failures may surface as tool/runtime errors (not detailed in provided content).","Agents are probabilistic; governance/approval workflows and guardrails are described at a high level, but exact failure modes for approvals/interruptions are not detailed here."],"error_quality":null}